id	sid	tid	token	lemma	pos
eaes-3418	1	1	energy	energy	NOUN
eaes-3418	1	2	and	and	CCONJ
eaes-3418	1	3	earth	earth	NOUN
eaes-3418	1	4	science	science	NOUN
eaes-3418	1	5	vol	vol	NOUN
eaes-3418	1	6	.	.	PROPN
eaes-3418	2	1	3	3	NUM
eaes-3418	2	2	,	,	PUNCT
eaes-3418	2	3	no	no	INTJ
eaes-3418	2	4	.	.	NOUN
eaes-3418	2	5	2	2	NUM
eaes-3418	2	6	,	,	PUNCT
eaes-3418	2	7	2020	2020	NUM
eaes-3418	2	8	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	2	9	issn	issn	VERB
eaes-3418	2	10	2578	2578	NUM
eaes-3418	2	11	-	-	SYM
eaes-3418	2	12	1359	1359	NUM
eaes-3418	2	13	(	(	PUNCT
eaes-3418	2	14	print	print	NOUN
eaes-3418	2	15	)	)	PUNCT
eaes-3418	3	1	issn	issn	PROPN
eaes-3418	3	2	2578	2578	NUM
eaes-3418	3	3	-	-	SYM
eaes-3418	3	4	1367	1367	NUM
eaes-3418	3	5	(	(	PUNCT
eaes-3418	3	6	online	online	ADJ
eaes-3418	3	7	)	)	PUNCT
eaes-3418	3	8	113	113	NUM
eaes-3418	3	9	original	original	ADJ
eaes-3418	3	10	paper	paper	NOUN
eaes-3418	3	11	characterizing	characterize	VERB
eaes-3418	3	12	opportunity	opportunity	NOUN
eaes-3418	3	13	power	power	NOUN
eaes-3418	3	14	in	in	ADP
eaes-3418	3	15	the	the	DET
eaes-3418	3	16	california	california	PROPN
eaes-3418	3	17	independent	independent	ADJ
eaes-3418	3	18	system	system	NOUN
eaes-3418	3	19	operator	operator	NOUN
eaes-3418	3	20	(	(	PUNCT
eaes-3418	3	21	caiso	caiso	NOUN
eaes-3418	3	22	)	)	PUNCT
eaes-3418	3	23	in	in	ADP
eaes-3418	3	24	years	year	NOUN
eaes-3418	3	25	2015	2015	NUM
eaes-3418	3	26	-	-	SYM
eaes-3418	3	27	2017	2017	NUM
eaes-3418	3	28	andrew	andrew	PROPN
eaes-3418	3	29	a.	a.	PROPN
eaes-3418	3	30	chien	chien	PROPN
eaes-3418	3	31	1	1	NUM
eaes-3418	3	32	1	1	NUM
eaes-3418	3	33	department	department	NOUN
eaes-3418	3	34	of	of	ADP
eaes-3418	3	35	computer	computer	NOUN
eaes-3418	3	36	science	science	NOUN
eaes-3418	3	37	,	,	PUNCT
eaes-3418	3	38	university	university	NOUN
eaes-3418	3	39	of	of	ADP
eaes-3418	3	40	chicago	chicago	PROPN
eaes-3418	3	41	and	and	CCONJ
eaes-3418	3	42	argonne	argonne	PROPN
eaes-3418	3	43	national	national	PROPN
eaes-3418	3	44	laboratory	laboratory	PROPN
eaes-3418	3	45	,	,	PUNCT
eaes-3418	3	46	chicago	chicago	PROPN
eaes-3418	3	47	,	,	PUNCT
eaes-3418	3	48	usa	usa	PROPN
eaes-3418	3	49	received	receive	VERB
eaes-3418	3	50	:	:	PUNCT
eaes-3418	3	51	september	september	PROPN
eaes-3418	3	52	16	16	NUM
eaes-3418	3	53	,	,	PUNCT
eaes-3418	3	54	2020	2020	NUM
eaes-3418	3	55	accepted	accept	VERB
eaes-3418	3	56	:	:	PUNCT
eaes-3418	3	57	october	october	PROPN
eaes-3418	3	58	2	2	NUM
eaes-3418	3	59	,	,	PUNCT
eaes-3418	3	60	2020	2020	NUM
eaes-3418	3	61	online	online	ADV
eaes-3418	3	62	published	publish	VERB
eaes-3418	3	63	:	:	PUNCT
eaes-3418	3	64	november	november	PROPN
eaes-3418	3	65	10	10	NUM
eaes-3418	3	66	,	,	PUNCT
eaes-3418	3	67	2020	2020	NUM
eaes-3418	3	68	doi:10.22158	doi:10.22158	NOUN
eaes-3418	3	69	/	/	SYM
eaes-3418	3	70	ees.v3n2p113	ees.v3n2p113	PROPN
eaes-3418	3	71	url	url	PROPN
eaes-3418	3	72	:	:	PUNCT
eaes-3418	4	1	http://dx.doi.org/10.22158/ees.v3n2p113	http://dx.doi.org/10.22158/ees.v3n2p113	PROPN
eaes-3418	4	2	abstract	abstract	NOUN
eaes-3418	4	3	studying	study	VERB
eaes-3418	4	4	the	the	DET
eaes-3418	4	5	california	california	PROPN
eaes-3418	4	6	independent	independent	ADJ
eaes-3418	4	7	system	system	NOUN
eaes-3418	4	8	operator	operator	NOUN
eaes-3418	4	9	(	(	PUNCT
eaes-3418	4	10	caiso	caiso	PROPN
eaes-3418	4	11	)	)	PUNCT
eaes-3418	4	12	day	day	NOUN
eaes-3418	4	13	-	-	PUNCT
eaes-3418	4	14	ahead	ahead	NOUN
eaes-3418	4	15	and	and	CCONJ
eaes-3418	4	16	real	real	ADJ
eaes-3418	4	17	-	-	PUNCT
eaes-3418	4	18	time	time	NOUN
eaes-3418	4	19	markets	market	NOUN
eaes-3418	4	20	for	for	ADP
eaes-3418	4	21	the	the	DET
eaes-3418	4	22	period	period	NOUN
eaes-3418	4	23	january	january	PROPN
eaes-3418	4	24	2015	2015	NUM
eaes-3418	4	25	to	to	ADP
eaes-3418	4	26	december	december	PROPN
eaes-3418	4	27	2017	2017	NUM
eaes-3418	4	28	,	,	PUNCT
eaes-3418	4	29	we	we	PRON
eaes-3418	4	30	characterize	characterize	VERB
eaes-3418	4	31	the	the	DET
eaes-3418	4	32	growth	growth	NOUN
eaes-3418	4	33	of	of	ADP
eaes-3418	4	34	curtailment	curtailment	ADJ
eaes-3418	4	35	and	and	CCONJ
eaes-3418	4	36	negative	negative	ADV
eaes-3418	4	37	-	-	PUNCT
eaes-3418	4	38	priced	price	VERB
eaes-3418	4	39	power	power	NOUN
eaes-3418	4	40	from	from	ADP
eaes-3418	4	41	renewable	renewable	ADJ
eaes-3418	4	42	generators	generator	NOUN
eaes-3418	4	43	.	.	PUNCT
eaes-3418	5	1	results	result	NOUN
eaes-3418	5	2	show	show	VERB
eaes-3418	5	3	that	that	SCONJ
eaes-3418	5	4	renewable	renewable	ADJ
eaes-3418	5	5	curtailment	curtailment	NOUN
eaes-3418	5	6	is	be	AUX
eaes-3418	5	7	growing	grow	VERB
eaes-3418	5	8	rapidly	rapidly	ADV
eaes-3418	5	9	,	,	PUNCT
eaes-3418	5	10	tripling	triple	VERB
eaes-3418	5	11	to	to	ADP
eaes-3418	5	12	over	over	ADP
eaes-3418	5	13	400	400	NUM
eaes-3418	5	14	gwh	gwh	NOUN
eaes-3418	5	15	from	from	ADP
eaes-3418	5	16	2015	2015	NUM
eaes-3418	5	17	-	-	SYM
eaes-3418	5	18	2018	2018	NUM
eaes-3418	5	19	.	.	PUNCT
eaes-3418	6	1	negative	negative	ADV
eaes-3418	6	2	-	-	PUNCT
eaes-3418	6	3	priced	price	VERB
eaes-3418	6	4	renewable	renewable	ADJ
eaes-3418	6	5	power	power	NOUN
eaes-3418	6	6	is	be	AUX
eaes-3418	6	7	larger	large	ADJ
eaes-3418	6	8	and	and	CCONJ
eaes-3418	6	9	also	also	ADV
eaes-3418	6	10	growing	grow	VERB
eaes-3418	6	11	rapidly	rapidly	ADV
eaes-3418	6	12	,	,	PUNCT
eaes-3418	6	13	reaching	reach	VERB
eaes-3418	6	14	1.5	1.5	NUM
eaes-3418	6	15	twh	twh	NOUN
eaes-3418	6	16	in	in	ADP
eaes-3418	6	17	2017	2017	NUM
eaes-3418	6	18	for	for	ADP
eaes-3418	6	19	40	40	NUM
eaes-3418	6	20	%	%	NOUN
eaes-3418	6	21	cagr	cagr	NOUN
eaes-3418	6	22	.	.	PUNCT
eaes-3418	7	1	resource	resource	NOUN
eaes-3418	7	2	-	-	PUNCT
eaes-3418	7	3	hours	hour	NOUN
eaes-3418	7	4	for	for	ADP
eaes-3418	7	5	negative	negative	ADJ
eaes-3418	7	6	pricing	pricing	NOUN
eaes-3418	7	7	grew	grow	VERB
eaes-3418	7	8	nearly	nearly	ADV
eaes-3418	7	9	3	3	NOUN
eaes-3418	7	10	-	-	NOUN
eaes-3418	7	11	fold	fold	ADJ
eaes-3418	7	12	from	from	ADP
eaes-3418	7	13	80,006	80,006	NUM
eaes-3418	7	14	to	to	ADP
eaes-3418	7	15	217,728	217,728	NUM
eaes-3418	7	16	hours	hour	NOUN
eaes-3418	7	17	,	,	PUNCT
eaes-3418	7	18	with	with	ADP
eaes-3418	7	19	the	the	DET
eaes-3418	7	20	highest	high	ADJ
eaes-3418	7	21	single	single	ADJ
eaes-3418	7	22	generator	generator	NOUN
eaes-3418	7	23	reaching	reach	VERB
eaes-3418	7	24	955	955	NUM
eaes-3418	7	25	hours	hour	NOUN
eaes-3418	7	26	in	in	ADP
eaes-3418	7	27	2017	2017	NUM
eaes-3418	7	28	or	or	CCONJ
eaes-3418	7	29	33	33	NUM
eaes-3418	7	30	%	%	NOUN
eaes-3418	7	31	of	of	ADP
eaes-3418	7	32	the	the	DET
eaes-3418	7	33	daylight	daylight	ADJ
eaes-3418	7	34	solar	solar	ADJ
eaes-3418	7	35	hours	hour	NOUN
eaes-3418	7	36	.	.	PUNCT
eaes-3418	8	1	spatially	spatially	ADV
eaes-3418	8	2	,	,	PUNCT
eaes-3418	8	3	the	the	DET
eaes-3418	8	4	quantity	quantity	NOUN
eaes-3418	8	5	of	of	ADP
eaes-3418	8	6	negative	negative	ADV
eaes-3418	8	7	-	-	PUNCT
eaes-3418	8	8	priced	price	VERB
eaes-3418	8	9	power	power	NOUN
eaes-3418	8	10	is	be	AUX
eaes-3418	8	11	concentrated	concentrate	VERB
eaes-3418	8	12	at	at	ADP
eaes-3418	8	13	a	a	DET
eaes-3418	8	14	few	few	ADJ
eaes-3418	8	15	dozen	dozen	NOUN
eaes-3418	8	16	renewable	renewable	ADJ
eaes-3418	8	17	generators	generator	NOUN
eaes-3418	8	18	,	,	PUNCT
eaes-3418	8	19	reaching	reach	VERB
eaes-3418	8	20	peaks	peak	NOUN
eaes-3418	8	21	of	of	ADP
eaes-3418	8	22	170gwh	170gwh	NUM
eaes-3418	8	23	at	at	ADP
eaes-3418	8	24	the	the	DET
eaes-3418	8	25	largest	large	ADJ
eaes-3418	8	26	generator	generator	NOUN
eaes-3418	8	27	.	.	PUNCT
eaes-3418	9	1	we	we	PRON
eaes-3418	9	2	also	also	ADV
eaes-3418	9	3	consider	consider	VERB
eaes-3418	9	4	an	an	DET
eaes-3418	9	5	averaged	average	VERB
eaes-3418	9	6	-	-	PUNCT
eaes-3418	9	7	price	price	NOUN
eaes-3418	9	8	model	model	NOUN
eaes-3418	9	9	(	(	PUNCT
eaes-3418	9	10	netprice	netprice	NOUN
eaes-3418	9	11	)	)	PUNCT
eaes-3418	9	12	that	that	PRON
eaes-3418	9	13	smooths	smooth	VERB
eaes-3418	9	14	over	over	ADP
eaes-3418	9	15	fluctuations	fluctuation	NOUN
eaes-3418	9	16	to	to	PART
eaes-3418	9	17	estimate	estimate	VERB
eaes-3418	9	18	the	the	DET
eaes-3418	9	19	usable	usable	ADJ
eaes-3418	9	20	quantities	quantity	NOUN
eaes-3418	9	21	of	of	ADP
eaes-3418	9	22	low	low	ADV
eaes-3418	9	23	-	-	PUNCT
eaes-3418	9	24	priced	price	VERB
eaes-3418	9	25	power	power	NOUN
eaes-3418	9	26	.	.	PUNCT
eaes-3418	10	1	results	result	NOUN
eaes-3418	10	2	for	for	ADP
eaes-3418	10	3	netprice	netprice	NOUN
eaes-3418	10	4	show	show	VERB
eaes-3418	10	5	a	a	DET
eaes-3418	10	6	much	much	ADV
eaes-3418	10	7	larger	large	ADJ
eaes-3418	10	8	quantity	quantity	NOUN
eaes-3418	10	9	of	of	ADP
eaes-3418	10	10	low	low	ADV
eaes-3418	10	11	-	-	PUNCT
eaes-3418	10	12	priced	price	VERB
eaes-3418	10	13	power	power	NOUN
eaes-3418	10	14	available	available	ADJ
eaes-3418	10	15	than	than	ADP
eaes-3418	10	16	with	with	ADP
eaes-3418	10	17	either	either	CCONJ
eaes-3418	10	18	negative	negative	ADJ
eaes-3418	10	19	-	-	PUNCT
eaes-3418	10	20	pricing	pricing	NOUN
eaes-3418	10	21	or	or	CCONJ
eaes-3418	10	22	curtailment	curtailment	ADJ
eaes-3418	10	23	alone	alone	ADV
eaes-3418	10	24	.	.	PUNCT
eaes-3418	11	1	overall	overall	ADV
eaes-3418	11	2	,	,	PUNCT
eaes-3418	11	3	these	these	DET
eaes-3418	11	4	results	result	NOUN
eaes-3418	11	5	suggest	suggest	VERB
eaes-3418	11	6	both	both	PRON
eaes-3418	11	7	that	that	SCONJ
eaes-3418	11	8	opportunity	opportunity	NOUN
eaes-3418	11	9	power	power	NOUN
eaes-3418	11	10	is	be	AUX
eaes-3418	11	11	a	a	DET
eaes-3418	11	12	substantial	substantial	ADJ
eaes-3418	11	13	and	and	CCONJ
eaes-3418	11	14	growing	grow	VERB
eaes-3418	11	15	resource	resource	NOUN
eaes-3418	11	16	and	and	CCONJ
eaes-3418	11	17	a	a	DET
eaes-3418	11	18	number	number	NOUN
eaes-3418	11	19	of	of	ADP
eaes-3418	11	20	opportunities	opportunity	NOUN
eaes-3418	11	21	to	to	PART
eaes-3418	11	22	exploit	exploit	VERB
eaes-3418	11	23	it	it	PRON
eaes-3418	11	24	.	.	PUNCT
eaes-3418	12	1	keywords	keyword	VERB
eaes-3418	12	2	renewable	renewable	ADJ
eaes-3418	12	3	generation	generation	NOUN
eaes-3418	12	4	,	,	PUNCT
eaes-3418	12	5	power	power	NOUN
eaes-3418	12	6	markets	market	NOUN
eaes-3418	12	7	,	,	PUNCT
eaes-3418	12	8	curtailment	curtailment	ADJ
eaes-3418	12	9	,	,	PUNCT
eaes-3418	12	10	negative	negative	ADJ
eaes-3418	12	11	prices	price	NOUN
eaes-3418	12	12	,	,	PUNCT
eaes-3418	12	13	power	power	NOUN
eaes-3418	12	14	grid	grid	NOUN
eaes-3418	12	15	1	1	NUM
eaes-3418	12	16	.	.	PUNCT
eaes-3418	13	1	introduction	introduction	NOUN
eaes-3418	13	2	aggressive	aggressive	ADJ
eaes-3418	13	3	renewable	renewable	ADJ
eaes-3418	13	4	portfolio	portfolio	NOUN
eaes-3418	13	5	standards	standard	NOUN
eaes-3418	13	6	(	(	PUNCT
eaes-3418	13	7	rps	rps	PROPN
eaes-3418	13	8	)	)	PUNCT
eaes-3418	13	9	,	,	PUNCT
eaes-3418	13	10	and	and	CCONJ
eaes-3418	13	11	resulting	result	VERB
eaes-3418	13	12	rapid	rapid	ADJ
eaes-3418	13	13	growth	growth	NOUN
eaes-3418	13	14	of	of	ADP
eaes-3418	13	15	variable	variable	ADJ
eaes-3418	13	16	renewable	renewable	ADJ
eaes-3418	13	17	generation	generation	NOUN
eaes-3418	13	18	in	in	ADP
eaes-3418	13	19	power	power	NOUN
eaes-3418	13	20	grids	grid	NOUN
eaes-3418	13	21	around	around	ADP
eaes-3418	13	22	the	the	DET
eaes-3418	13	23	world	world	NOUN
eaes-3418	13	24	aim	aim	VERB
eaes-3418	13	25	to	to	PART
eaes-3418	13	26	reduce	reduce	VERB
eaes-3418	13	27	the	the	DET
eaes-3418	13	28	carbon	carbon	NOUN
eaes-3418	13	29	-	-	PUNCT
eaes-3418	13	30	emissions	emission	NOUN
eaes-3418	13	31	and	and	CCONJ
eaes-3418	13	32	other	other	ADJ
eaes-3418	13	33	negative	negative	ADJ
eaes-3418	13	34	environmental	environmental	ADJ
eaes-3418	13	35	impacts	impact	NOUN
eaes-3418	13	36	of	of	ADP
eaes-3418	13	37	fossil	fossil	NOUN
eaes-3418	13	38	-	-	PUNCT
eaes-3418	13	39	fuels	fuel	NOUN
eaes-3418	13	40	.	.	PUNCT
eaes-3418	14	1	for	for	ADP
eaes-3418	14	2	example	example	NOUN
eaes-3418	14	3	,	,	PUNCT
eaes-3418	14	4	california	california	PROPN
eaes-3418	14	5	recently	recently	ADV
eaes-3418	14	6	adopted	adopt	VERB
eaes-3418	14	7	even	even	ADV
eaes-3418	14	8	more	more	ADV
eaes-3418	14	9	aggressive	aggressive	ADJ
eaes-3418	14	10	goals	goal	NOUN
eaes-3418	14	11	of	of	ADP
eaes-3418	14	12	60	60	NUM
eaes-3418	14	13	%	%	NOUN
eaes-3418	14	14	renewable	renewable	ADJ
eaes-3418	14	15	in	in	ADP
eaes-3418	14	16	2030	2030	NUM
eaes-3418	14	17	and	and	CCONJ
eaes-3418	14	18	100	100	NUM
eaes-3418	14	19	%	%	NOUN
eaes-3418	14	20	carbon	carbon	NOUN
eaes-3418	14	21	-	-	PUNCT
eaes-3418	14	22	free	free	ADJ
eaes-3418	14	23	power	power	NOUN
eaes-3418	14	24	by	by	ADP
eaes-3418	14	25	2045	2045	NUM
eaes-3418	14	26	(	(	PUNCT
eaes-3418	14	27	shoot	shoot	NOUN
eaes-3418	14	28	,	,	PUNCT
eaes-3418	14	29	2018	2018	NUM
eaes-3418	14	30	)	)	PUNCT
eaes-3418	14	31	.	.	PUNCT
eaes-3418	15	1	these	these	DET
eaes-3418	15	2	ambitious	ambitious	ADJ
eaes-3418	15	3	goals	goal	NOUN
eaes-3418	15	4	are	be	AUX
eaes-3418	15	5	transforming	transform	VERB
eaes-3418	15	6	the	the	DET
eaes-3418	15	7	power	power	NOUN
eaes-3418	15	8	generation	generation	NOUN
eaes-3418	15	9	and	and	CCONJ
eaes-3418	15	10	use	use	VERB
eaes-3418	15	11	landscape	landscape	NOUN
eaes-3418	15	12	and	and	CCONJ
eaes-3418	15	13	pose	pose	VERB
eaes-3418	15	14	serious	serious	ADJ
eaes-3418	15	15	power	power	NOUN
eaes-3418	15	16	grid	grid	NOUN
eaes-3418	15	17	challenges	challenge	VERB
eaes-3418	15	18	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	15	19	energy	energy	NOUN
eaes-3418	15	20	and	and	CCONJ
eaes-3418	15	21	earth	earth	NOUN
eaes-3418	15	22	science	science	NOUN
eaes-3418	15	23	vol	vol	NOUN
eaes-3418	15	24	.	.	PROPN
eaes-3418	16	1	3	3	NUM
eaes-3418	16	2	,	,	PUNCT
eaes-3418	16	3	no	no	INTJ
eaes-3418	16	4	.	.	NOUN
eaes-3418	16	5	2	2	NUM
eaes-3418	16	6	,	,	PUNCT
eaes-3418	16	7	2020	2020	NUM
eaes-3418	16	8	114	114	NUM
eaes-3418	16	9	published	publish	VERB
eaes-3418	16	10	by	by	ADP
eaes-3418	16	11	scholink	scholink	PROPN
eaes-3418	16	12	inc	inc	PROPN
eaes-3418	16	13	.	.	PROPN
eaes-3418	16	14	including	include	VERB
eaes-3418	16	15	ability	ability	NOUN
eaes-3418	16	16	to	to	PART
eaes-3418	16	17	achieve	achieve	VERB
eaes-3418	16	18	“	"	PUNCT
eaes-3418	16	19	merit	merit	NOUN
eaes-3418	16	20	order	order	NOUN
eaes-3418	16	21	”	"	PUNCT
eaes-3418	16	22	,	,	PUNCT
eaes-3418	16	23	efficiency	efficiency	NOUN
eaes-3418	16	24	,	,	PUNCT
eaes-3418	16	25	stability	stability	NOUN
eaes-3418	16	26	,	,	PUNCT
eaes-3418	16	27	and	and	CCONJ
eaes-3418	16	28	resiliency	resiliency	NOUN
eaes-3418	16	29	.	.	PUNCT
eaes-3418	17	1	and	and	CCONJ
eaes-3418	17	2	of	of	ADP
eaes-3418	17	3	course	course	NOUN
eaes-3418	17	4	,	,	PUNCT
eaes-3418	17	5	social	social	ADJ
eaes-3418	17	6	welfare	welfare	NOUN
eaes-3418	17	7	is	be	AUX
eaes-3418	17	8	an	an	DET
eaes-3418	17	9	important	important	ADJ
eaes-3418	17	10	consideration	consideration	NOUN
eaes-3418	17	11	.	.	PUNCT
eaes-3418	18	1	evidence	evidence	NOUN
eaes-3418	18	2	of	of	ADP
eaes-3418	18	3	challenges	challenge	NOUN
eaes-3418	18	4	include	include	VERB
eaes-3418	18	5	growing	grow	VERB
eaes-3418	18	6	curtailment	curtailment	ADJ
eaes-3418	18	7	,	,	PUNCT
eaes-3418	18	8	negative	negative	ADV
eaes-3418	18	9	-	-	PUNCT
eaes-3418	18	10	priced	price	VERB
eaes-3418	18	11	generation	generation	NOUN
eaes-3418	18	12	,	,	PUNCT
eaes-3418	18	13	and	and	CCONJ
eaes-3418	18	14	rps	rps	NOUN
eaes-3418	18	15	stagnation	stagnation	NOUN
eaes-3418	18	16	.	.	PUNCT
eaes-3418	19	1	curtailment	curtailment	ADJ
eaes-3418	19	2	occurs	occur	VERB
eaes-3418	19	3	where	where	SCONJ
eaes-3418	19	4	the	the	DET
eaes-3418	19	5	power	power	NOUN
eaes-3418	19	6	grid	grid	NOUN
eaes-3418	19	7	is	be	AUX
eaes-3418	19	8	unable	unable	ADJ
eaes-3418	19	9	to	to	PART
eaes-3418	19	10	accept	accept	VERB
eaes-3418	19	11	renewable	renewable	ADJ
eaes-3418	19	12	generation	generation	NOUN
eaes-3418	19	13	due	due	ADP
eaes-3418	19	14	to	to	ADP
eaes-3418	19	15	congestion	congestion	NOUN
eaes-3418	19	16	,	,	PUNCT
eaes-3418	19	17	or	or	CCONJ
eaes-3418	19	18	excess	excess	ADJ
eaes-3418	19	19	generation	generation	NOUN
eaes-3418	19	20	,	,	PUNCT
eaes-3418	19	21	causes	cause	VERB
eaes-3418	19	22	power	power	NOUN
eaes-3418	19	23	to	to	PART
eaes-3418	19	24	be	be	AUX
eaes-3418	19	25	discarded	discard	VERB
eaes-3418	19	26	at	at	ADP
eaes-3418	19	27	the	the	DET
eaes-3418	19	28	generation	generation	NOUN
eaes-3418	19	29	site	site	NOUN
eaes-3418	19	30	europe	europe	PROPN
eaes-3418	19	31	and	and	CCONJ
eaes-3418	19	32	the	the	DET
eaes-3418	19	33	united	united	PROPN
eaes-3418	19	34	states	states	PROPN
eaes-3418	19	35	(	(	PUNCT
eaes-3418	19	36	lew	lew	NOUN
eaes-3418	19	37	,	,	PUNCT
eaes-3418	19	38	2013	2013	NUM
eaes-3418	19	39	;	;	PUNCT
eaes-3418	19	40	bird	bird	NOUN
eaes-3418	19	41	,	,	PUNCT
eaes-3418	19	42	2013	2013	NUM
eaes-3418	19	43	)	)	PUNCT
eaes-3418	19	44	and	and	CCONJ
eaes-3418	19	45	china	china	PROPN
eaes-3418	19	46	(	(	PUNCT
eaes-3418	19	47	gwec	gwec	PROPN
eaes-3418	19	48	,	,	PUNCT
eaes-3418	19	49	2016	2016	NUM
eaes-3418	19	50	)	)	PUNCT
eaes-3418	19	51	.	.	PUNCT
eaes-3418	20	1	and	and	CCONJ
eaes-3418	20	2	,	,	PUNCT
eaes-3418	20	3	despite	despite	SCONJ
eaes-3418	20	4	programs	program	NOUN
eaes-3418	20	5	to	to	PART
eaes-3418	20	6	increase	increase	VERB
eaes-3418	20	7	transmission	transmission	NOUN
eaes-3418	20	8	capacity	capacity	NOUN
eaes-3418	20	9	and	and	CCONJ
eaes-3418	20	10	employ	employ	VERB
eaes-3418	20	11	economic	economic	ADJ
eaes-3418	20	12	dispatch	dispatch	NOUN
eaes-3418	20	13	,	,	PUNCT
eaes-3418	20	14	curtailed	curtail	VERB
eaes-3418	20	15	power	power	NOUN
eaes-3418	20	16	in	in	ADP
eaes-3418	20	17	europe	europe	PROPN
eaes-3418	20	18	,	,	PUNCT
eaes-3418	20	19	united	united	PROPN
eaes-3418	20	20	states	states	PROPN
eaes-3418	20	21	,	,	PUNCT
eaes-3418	20	22	and	and	CCONJ
eaes-3418	20	23	china	china	PROPN
eaes-3418	20	24	exceeds	exceed	VERB
eaes-3418	20	25	50	50	NUM
eaes-3418	20	26	twh	twh	NOUN
eaes-3418	20	27	per	per	ADP
eaes-3418	20	28	year	year	NOUN
eaes-3418	20	29	(	(	PUNCT
eaes-3418	20	30	gwec	gwec	NOUN
eaes-3418	20	31	,	,	PUNCT
eaes-3418	20	32	2016	2016	NUM
eaes-3418	20	33	)	)	PUNCT
eaes-3418	20	34	.	.	PUNCT
eaes-3418	21	1	economic	economic	ADJ
eaes-3418	21	2	dispatch	dispatch	NOUN
eaes-3418	21	3	has	have	AUX
eaes-3418	21	4	successfully	successfully	ADV
eaes-3418	21	5	reduced	reduce	VERB
eaes-3418	21	6	curtailment	curtailment	ADJ
eaes-3418	21	7	,	,	PUNCT
eaes-3418	21	8	providing	provide	VERB
eaes-3418	21	9	economic	economic	ADJ
eaes-3418	21	10	incentives	incentive	NOUN
eaes-3418	21	11	(	(	PUNCT
eaes-3418	21	12	payments	payment	NOUN
eaes-3418	21	13	)	)	PUNCT
eaes-3418	21	14	and	and	CCONJ
eaes-3418	21	15	disincentives	disincentive	NOUN
eaes-3418	21	16	(	(	PUNCT
eaes-3418	21	17	negative	negative	ADJ
eaes-3418	21	18	payments	payment	NOUN
eaes-3418	21	19	)	)	PUNCT
eaes-3418	21	20	for	for	ADP
eaes-3418	21	21	generation	generation	NOUN
eaes-3418	21	22	.	.	PUNCT
eaes-3418	22	1	renewables	renewable	NOUN
eaes-3418	22	2	are	be	AUX
eaes-3418	22	3	increasing	increase	VERB
eaes-3418	22	4	their	their	PRON
eaes-3418	22	5	participation	participation	NOUN
eaes-3418	22	6	in	in	ADP
eaes-3418	22	7	markets	market	NOUN
eaes-3418	22	8	by	by	ADP
eaes-3418	22	9	bidding	bid	VERB
eaes-3418	22	10	their	their	PRON
eaes-3418	22	11	opportunity	opportunity	NOUN
eaes-3418	22	12	costs	cost	NOUN
eaes-3418	22	13	,	,	PUNCT
eaes-3418	22	14	increasing	increase	VERB
eaes-3418	22	15	the	the	DET
eaes-3418	22	16	ability	ability	NOUN
eaes-3418	22	17	to	to	PART
eaes-3418	22	18	manage	manage	VERB
eaes-3418	22	19	and	and	CCONJ
eaes-3418	22	20	optimize	optimize	VERB
eaes-3418	22	21	supply	supply	NOUN
eaes-3418	22	22	and	and	CCONJ
eaes-3418	22	23	demand	demand	NOUN
eaes-3418	22	24	recognizing	recognize	VERB
eaes-3418	22	25	transmission	transmission	NOUN
eaes-3418	22	26	constraints	constraint	NOUN
eaes-3418	22	27	.	.	PUNCT
eaes-3418	23	1	however	however	ADV
eaes-3418	23	2	,	,	PUNCT
eaes-3418	23	3	one	one	NUM
eaes-3418	23	4	result	result	NOUN
eaes-3418	23	5	is	be	AUX
eaes-3418	23	6	negative	negative	ADV
eaes-3418	23	7	-	-	PUNCT
eaes-3418	23	8	priced	price	VERB
eaes-3418	23	9	power	power	NOUN
eaes-3418	23	10	generation	generation	NOUN
eaes-3418	23	11	,	,	PUNCT
eaes-3418	23	12	power	power	NOUN
eaes-3418	23	13	purchased	purchase	VERB
eaes-3418	23	14	by	by	ADP
eaes-3418	23	15	the	the	DET
eaes-3418	23	16	power	power	NOUN
eaes-3418	23	17	grid	grid	NOUN
eaes-3418	23	18	at	at	ADP
eaes-3418	23	19	a	a	DET
eaes-3418	23	20	negative	negative	ADJ
eaes-3418	23	21	price	price	NOUN
eaes-3418	23	22	(	(	PUNCT
eaes-3418	23	23	gross	gross	ADJ
eaes-3418	23	24	,	,	PUNCT
eaes-3418	23	25	2015	2015	NUM
eaes-3418	23	26	;	;	PUNCT
eaes-3418	23	27	reed	reed	NOUN
eaes-3418	23	28	,	,	PUNCT
eaes-3418	23	29	2017	2017	NUM
eaes-3418	23	30	)	)	PUNCT
eaes-3418	23	31	.	.	PUNCT
eaes-3418	24	1	in	in	ADP
eaes-3418	24	2	this	this	DET
eaes-3418	24	3	article	article	NOUN
eaes-3418	24	4	we	we	PRON
eaes-3418	24	5	use	use	VERB
eaes-3418	24	6	the	the	DET
eaes-3418	24	7	term	term	NOUN
eaes-3418	24	8	opportunity	opportunity	NOUN
eaes-3418	24	9	power	power	NOUN
eaes-3418	24	10	(	(	PUNCT
eaes-3418	24	11	op	op	NOUN
eaes-3418	24	12	)	)	PUNCT
eaes-3418	24	13	to	to	PART
eaes-3418	24	14	describe	describe	VERB
eaes-3418	24	15	both	both	DET
eaes-3418	24	16	curtailed	curtail	VERB
eaes-3418	24	17	power	power	NOUN
eaes-3418	24	18	and	and	CCONJ
eaes-3418	24	19	negative	negative	ADV
eaes-3418	24	20	-	-	PUNCT
eaes-3418	24	21	priced	price	VERB
eaes-3418	24	22	generation	generation	NOUN
eaes-3418	24	23	as	as	SCONJ
eaes-3418	24	24	they	they	PRON
eaes-3418	24	25	together	together	ADV
eaes-3418	24	26	represent	represent	VERB
eaes-3418	24	27	excess	excess	ADJ
eaes-3418	24	28	renewable	renewable	ADJ
eaes-3418	24	29	power	power	NOUN
eaes-3418	24	30	generation	generation	NOUN
eaes-3418	24	31	(	(	PUNCT
eaes-3418	24	32	note	note	NOUN
eaes-3418	24	33	1	1	NUM
eaes-3418	24	34	)	)	PUNCT
eaes-3418	24	35	.	.	PUNCT
eaes-3418	25	1	we	we	PRON
eaes-3418	25	2	use	use	VERB
eaes-3418	25	3	the	the	DET
eaes-3418	25	4	term	term	NOUN
eaes-3418	25	5	opportunity	opportunity	NOUN
eaes-3418	25	6	power	power	NOUN
eaes-3418	25	7	to	to	PART
eaes-3418	25	8	capture	capture	VERB
eaes-3418	25	9	the	the	DET
eaes-3418	25	10	notion	notion	NOUN
eaes-3418	25	11	that	that	SCONJ
eaes-3418	25	12	there	there	PRON
eaes-3418	25	13	is	be	VERB
eaes-3418	25	14	an	an	DET
eaes-3418	25	15	opportunity	opportunity	NOUN
eaes-3418	25	16	if	if	SCONJ
eaes-3418	25	17	the	the	DET
eaes-3418	25	18	negative	negative	ADJ
eaes-3418	25	19	pricing	pricing	NOUN
eaes-3418	25	20	can	can	AUX
eaes-3418	25	21	be	be	AUX
eaes-3418	25	22	leveraged	leverage	VERB
eaes-3418	25	23	to	to	PART
eaes-3418	25	24	enable	enable	VERB
eaes-3418	25	25	productive	productive	ADJ
eaes-3418	25	26	use	use	NOUN
eaes-3418	25	27	of	of	ADP
eaes-3418	25	28	the	the	DET
eaes-3418	25	29	power	power	NOUN
eaes-3418	25	30	.	.	PUNCT
eaes-3418	26	1	recent	recent	ADJ
eaes-3418	26	2	studies	study	NOUN
eaes-3418	26	3	examine	examine	VERB
eaes-3418	26	4	not	not	PART
eaes-3418	26	5	only	only	ADV
eaes-3418	26	6	increased	increase	VERB
eaes-3418	26	7	curtailment	curtailment	ADJ
eaes-3418	26	8	,	,	PUNCT
eaes-3418	26	9	but	but	CCONJ
eaes-3418	26	10	also	also	ADV
eaes-3418	26	11	the	the	DET
eaes-3418	26	12	lesser	less	ADJ
eaes-3418	26	13	utility	utility	NOUN
eaes-3418	26	14	(	(	PUNCT
eaes-3418	26	15	capacity	capacity	NOUN
eaes-3418	26	16	factor	factor	NOUN
eaes-3418	26	17	)	)	PUNCT
eaes-3418	26	18	of	of	ADP
eaes-3418	26	19	renewables	renewable	NOUN
eaes-3418	26	20	as	as	SCONJ
eaes-3418	26	21	their	their	PRON
eaes-3418	26	22	fraction	fraction	NOUN
eaes-3418	26	23	is	be	AUX
eaes-3418	26	24	increased	increase	VERB
eaes-3418	26	25	(	(	PUNCT
eaes-3418	26	26	wiser	wise	ADJ
eaes-3418	26	27	,	,	PUNCT
eaes-3418	26	28	2017	2017	NUM
eaes-3418	26	29	)	)	PUNCT
eaes-3418	26	30	.	.	PUNCT
eaes-3418	27	1	our	our	PRON
eaes-3418	27	2	prior	prior	ADJ
eaes-3418	27	3	studies	study	NOUN
eaes-3418	27	4	characterized	characterize	VERB
eaes-3418	27	5	this	this	DET
eaes-3418	27	6	opportunity	opportunity	NOUN
eaes-3418	27	7	power	power	NOUN
eaes-3418	27	8	in	in	ADP
eaes-3418	27	9	the	the	DET
eaes-3418	27	10	midcontinent	midcontinent	ADJ
eaes-3418	27	11	independent	independent	ADJ
eaes-3418	27	12	system	system	NOUN
eaes-3418	27	13	operator	operator	NOUN
eaes-3418	27	14	(	(	PUNCT
eaes-3418	27	15	miso	miso	NOUN
eaes-3418	27	16	)	)	PUNCT
eaes-3418	27	17	(	(	PUNCT
eaes-3418	27	18	chien	chien	PROPN
eaes-3418	27	19	,	,	PUNCT
eaes-3418	27	20	2018	2018	NUM
eaes-3418	27	21	)	)	PUNCT
eaes-3418	27	22	.	.	PUNCT
eaes-3418	28	1	this	this	DET
eaes-3418	28	2	study	study	NOUN
eaes-3418	28	3	analyzes	analyze	VERB
eaes-3418	28	4	opportunity	opportunity	NOUN
eaes-3418	28	5	power	power	NOUN
eaes-3418	28	6	in	in	ADP
eaes-3418	28	7	the	the	DET
eaes-3418	28	8	california	california	PROPN
eaes-3418	28	9	independent	independent	ADJ
eaes-3418	28	10	system	system	NOUN
eaes-3418	28	11	operator	operator	NOUN
eaes-3418	28	12	(	(	PUNCT
eaes-3418	28	13	caiso	caiso	NOUN
eaes-3418	28	14	)	)	PUNCT
eaes-3418	28	15	for	for	ADP
eaes-3418	28	16	the	the	DET
eaes-3418	28	17	period	period	NOUN
eaes-3418	28	18	january	january	PROPN
eaes-3418	28	19	2015	2015	NUM
eaes-3418	28	20	to	to	ADP
eaes-3418	28	21	december	december	PROPN
eaes-3418	28	22	2017	2017	NUM
eaes-3418	28	23	with	with	ADP
eaes-3418	28	24	the	the	DET
eaes-3418	28	25	objective	objective	NOUN
eaes-3418	28	26	of	of	ADP
eaes-3418	28	27	characterizing	characterize	VERB
eaes-3418	28	28	the	the	DET
eaes-3418	28	29	growth	growth	NOUN
eaes-3418	28	30	of	of	ADP
eaes-3418	28	31	curtailment	curtailment	ADJ
eaes-3418	28	32	and	and	CCONJ
eaes-3418	28	33	negative	negative	ADV
eaes-3418	28	34	-	-	PUNCT
eaes-3418	28	35	priced	price	VERB
eaes-3418	28	36	generation	generation	NOUN
eaes-3418	28	37	to	to	PART
eaes-3418	28	38	create	create	VERB
eaes-3418	28	39	insights	insight	NOUN
eaes-3418	28	40	that	that	PRON
eaes-3418	28	41	can	can	AUX
eaes-3418	28	42	inform	inform	VERB
eaes-3418	28	43	strategies	strategy	NOUN
eaes-3418	28	44	to	to	PART
eaes-3418	28	45	both	both	PRON
eaes-3418	28	46	reduce	reduce	VERB
eaes-3418	28	47	their	their	PRON
eaes-3418	28	48	occurrence	occurrence	NOUN
eaes-3418	28	49	and	and	CCONJ
eaes-3418	28	50	to	to	PART
eaes-3418	28	51	exploit	exploit	VERB
eaes-3418	28	52	the	the	DET
eaes-3418	28	53	opportunity	opportunity	NOUN
eaes-3418	28	54	that	that	SCONJ
eaes-3418	28	55	this	this	DET
eaes-3418	28	56	power	power	NOUN
eaes-3418	28	57	provides	provide	VERB
eaes-3418	28	58	for	for	ADP
eaes-3418	28	59	some	some	DET
eaes-3418	28	60	productive	productive	ADJ
eaes-3418	28	61	use	use	NOUN
eaes-3418	28	62	(	(	PUNCT
eaes-3418	28	63	note	note	NOUN
eaes-3418	28	64	2	2	NUM
eaes-3418	28	65	)	)	PUNCT
eaes-3418	28	66	.	.	PUNCT
eaes-3418	29	1	in	in	ADP
eaes-3418	29	2	the	the	DET
eaes-3418	29	3	period	period	NOUN
eaes-3418	29	4	of	of	ADP
eaes-3418	29	5	study	study	NOUN
eaes-3418	29	6	,	,	PUNCT
eaes-3418	29	7	caiso	caiso	PROPN
eaes-3418	29	8	’s	’s	PART
eaes-3418	29	9	total	total	ADJ
eaes-3418	29	10	renewable	renewable	ADJ
eaes-3418	29	11	generation	generation	NOUN
eaes-3418	29	12	grew	grow	VERB
eaes-3418	29	13	from	from	ADP
eaes-3418	29	14	45	45	NUM
eaes-3418	29	15	to	to	PART
eaes-3418	29	16	55	55	NUM
eaes-3418	29	17	twh	twh	NOUN
eaes-3418	29	18	(	(	PUNCT
eaes-3418	29	19	caiso	caiso	NOUN
eaes-3418	29	20	,	,	PUNCT
eaes-3418	29	21	2018	2018	NUM
eaes-3418	29	22	)	)	PUNCT
eaes-3418	29	23	.	.	PUNCT
eaes-3418	30	1	our	our	PRON
eaes-3418	30	2	prior	prior	ADJ
eaes-3418	30	3	studies	study	NOUN
eaes-3418	30	4	characterized	characterize	VERB
eaes-3418	30	5	stranded	strand	VERB
eaes-3418	30	6	power	power	NOUN
eaes-3418	30	7	in	in	ADP
eaes-3418	30	8	the	the	DET
eaes-3418	30	9	midcontinent	midcontinent	ADJ
eaes-3418	30	10	independent	independent	ADJ
eaes-3418	30	11	system	system	NOUN
eaes-3418	30	12	operator	operator	NOUN
eaes-3418	30	13	(	(	PUNCT
eaes-3418	30	14	miso	miso	NOUN
eaes-3418	30	15	)	)	PUNCT
eaes-3418	30	16	(	(	PUNCT
eaes-3418	30	17	chien	chien	PROPN
eaes-3418	30	18	,	,	PUNCT
eaes-3418	30	19	2018	2018	NUM
eaes-3418	30	20	)	)	PUNCT
eaes-3418	30	21	.	.	PUNCT
eaes-3418	31	1	we	we	PRON
eaes-3418	31	2	studied	study	VERB
eaes-3418	31	3	caiso	caiso	NOUN
eaes-3418	31	4	day	day	NOUN
eaes-3418	31	5	-	-	PUNCT
eaes-3418	31	6	ahead	ahead	NOUN
eaes-3418	31	7	and	and	CCONJ
eaes-3418	31	8	real	real	ADJ
eaes-3418	31	9	-	-	PUNCT
eaes-3418	31	10	time	time	NOUN
eaes-3418	31	11	market	market	NOUN
eaes-3418	31	12	bids	bid	NOUN
eaes-3418	31	13	,	,	PUNCT
eaes-3418	31	14	market	market	NOUN
eaes-3418	31	15	prices	price	NOUN
eaes-3418	31	16	,	,	PUNCT
eaes-3418	31	17	dispatch	dispatch	NOUN
eaes-3418	31	18	prices	price	NOUN
eaes-3418	31	19	,	,	PUNCT
eaes-3418	31	20	and	and	CCONJ
eaes-3418	31	21	production	production	NOUN
eaes-3418	31	22	for	for	ADP
eaes-3418	31	23	over	over	ADP
eaes-3418	31	24	375	375	NUM
eaes-3418	31	25	renewable	renewable	ADJ
eaes-3418	31	26	generation	generation	NOUN
eaes-3418	31	27	resources	resource	NOUN
eaes-3418	31	28	.	.	PUNCT
eaes-3418	32	1	power	power	NOUN
eaes-3418	32	2	is	be	AUX
eaes-3418	32	3	settled	settle	VERB
eaes-3418	32	4	at	at	ADP
eaes-3418	32	5	1	1	NUM
eaes-3418	32	6	hour	hour	NOUN
eaes-3418	32	7	intervals	interval	NOUN
eaes-3418	32	8	in	in	ADP
eaes-3418	32	9	the	the	DET
eaes-3418	32	10	day	day	NOUN
eaes-3418	32	11	-	-	PUNCT
eaes-3418	32	12	ahead	ahead	NOUN
eaes-3418	32	13	market	market	NOUN
eaes-3418	32	14	,	,	PUNCT
eaes-3418	32	15	and	and	CCONJ
eaes-3418	32	16	dispatched	dispatch	VERB
eaes-3418	32	17	at	at	ADP
eaes-3418	32	18	15	15	NUM
eaes-3418	32	19	and	and	CCONJ
eaes-3418	32	20	5	5	NUM
eaes-3418	32	21	minute	minute	NOUN
eaes-3418	32	22	intervals	interval	NOUN
eaes-3418	32	23	in	in	ADP
eaes-3418	32	24	the	the	DET
eaes-3418	32	25	day	day	NOUN
eaes-3418	32	26	-	-	PUNCT
eaes-3418	32	27	ahead	ahead	NOUN
eaes-3418	32	28	and	and	CCONJ
eaes-3418	32	29	real	real	ADJ
eaes-3418	32	30	-	-	PUNCT
eaes-3418	32	31	time	time	NOUN
eaes-3418	32	32	markets	market	NOUN
eaes-3418	32	33	respectively	respectively	ADV
eaes-3418	32	34	,	,	PUNCT
eaes-3418	32	35	so	so	SCONJ
eaes-3418	32	36	this	this	DET
eaes-3418	32	37	data	data	NOUN
eaes-3418	32	38	collection	collection	NOUN
eaes-3418	32	39	includes	include	VERB
eaes-3418	32	40	over	over	ADP
eaes-3418	32	41	125	125	NUM
eaes-3418	32	42	million	million	NUM
eaes-3418	32	43	records	record	NOUN
eaes-3418	32	44	.	.	PUNCT
eaes-3418	33	1	we	we	PRON
eaes-3418	33	2	characterize	characterize	VERB
eaes-3418	33	3	negative	negative	ADJ
eaes-3418	33	4	pricing	pricing	NOUN
eaes-3418	33	5	in	in	ADP
eaes-3418	33	6	the	the	DET
eaes-3418	33	7	day	day	NOUN
eaes-3418	33	8	-	-	PUNCT
eaes-3418	33	9	head	head	NOUN
eaes-3418	33	10	and	and	CCONJ
eaes-3418	33	11	real	real	ADJ
eaes-3418	33	12	-	-	PUNCT
eaes-3418	33	13	time	time	NOUN
eaes-3418	33	14	markets	market	NOUN
eaes-3418	33	15	and	and	CCONJ
eaes-3418	33	16	also	also	ADV
eaes-3418	33	17	include	include	VERB
eaes-3418	33	18	caiso	caiso	NOUN
eaes-3418	33	19	’s	’s	PART
eaes-3418	33	20	reported	report	VERB
eaes-3418	33	21	curtailment	curtailment	ADJ
eaes-3418	33	22	for	for	ADP
eaes-3418	33	23	renewable	renewable	ADJ
eaes-3418	33	24	generation	generation	NOUN
eaes-3418	33	25	(	(	PUNCT
eaes-3418	33	26	initiated	initiate	VERB
eaes-3418	33	27	in	in	ADP
eaes-3418	33	28	2016	2016	NUM
eaes-3418	33	29	)	)	PUNCT
eaes-3418	33	30	.	.	PUNCT
eaes-3418	34	1	we	we	PRON
eaes-3418	34	2	use	use	VERB
eaes-3418	34	3	this	this	DET
eaes-3418	34	4	information	information	NOUN
eaes-3418	34	5	to	to	PART
eaes-3418	34	6	estimate	estimate	VERB
eaes-3418	34	7	negative	negative	ADV
eaes-3418	34	8	-	-	PUNCT
eaes-3418	34	9	priced	price	VERB
eaes-3418	34	10	generation	generation	NOUN
eaes-3418	34	11	.	.	PUNCT
eaes-3418	35	1	together	together	ADV
eaes-3418	35	2	these	these	DET
eaes-3418	35	3	form	form	NOUN
eaes-3418	35	4	an	an	DET
eaes-3418	35	5	assessment	assessment	NOUN
eaes-3418	35	6	of	of	ADP
eaes-3418	35	7	current	current	ADJ
eaes-3418	35	8	opportunity	opportunity	NOUN
eaes-3418	35	9	power	power	NOUN
eaes-3418	35	10	today	today	NOUN
eaes-3418	35	11	and	and	CCONJ
eaes-3418	35	12	its	its	PRON
eaes-3418	35	13	trends	trend	NOUN
eaes-3418	35	14	of	of	ADP
eaes-3418	35	15	change	change	NOUN
eaes-3418	35	16	.	.	PUNCT
eaes-3418	36	1	findings	finding	NOUN
eaes-3418	36	2	include	include	VERB
eaes-3418	36	3	:	:	PUNCT
eaes-3418	36	4			NOUN
eaes-3418	36	5	negative	negative	ADV
eaes-3418	36	6	-	-	PUNCT
eaes-3418	36	7	priced	price	VERB
eaes-3418	36	8	renewable	renewable	ADJ
eaes-3418	36	9	power	power	NOUN
eaes-3418	36	10	is	be	AUX
eaes-3418	36	11	significant	significant	ADJ
eaes-3418	36	12	and	and	CCONJ
eaes-3418	36	13	growing	grow	VERB
eaes-3418	36	14	.	.	PUNCT
eaes-3418	37	1	day	day	NOUN
eaes-3418	37	2	-	-	PUNCT
eaes-3418	37	3	ahead	ahead	NOUN
eaes-3418	37	4	market	market	NOUN
eaes-3418	37	5	(	(	PUNCT
eaes-3418	37	6	dam	dam	NOUN
eaes-3418	37	7	)	)	PUNCT
eaes-3418	37	8	combined	combine	VERB
eaes-3418	37	9	with	with	ADP
eaes-3418	37	10	estimated	estimate	VERB
eaes-3418	37	11	real	real	ADJ
eaes-3418	37	12	-	-	PUNCT
eaes-3418	37	13	time	time	NOUN
eaes-3418	37	14	dispatch	dispatch	NOUN
eaes-3418	37	15	(	(	PUNCT
eaes-3418	37	16	rtd	rtd	PROPN
eaes-3418	37	17	)	)	PUNCT
eaes-3418	37	18	show	show	VERB
eaes-3418	37	19	this	this	PRON
eaes-3418	37	20	at	at	ADP
eaes-3418	37	21	1.5	1.5	NUM
eaes-3418	37	22	twh	twh	NOUN
eaes-3418	37	23	in	in	ADP
eaes-3418	37	24	2017	2017	NUM
eaes-3418	37	25	.	.	PUNCT
eaes-3418	38	1	estimates	estimate	NOUN
eaes-3418	38	2	based	base	VERB
eaes-3418	38	3	on	on	ADP
eaes-3418	38	4	dam	dam	NOUN
eaes-3418	38	5	alone	alone	ADV
eaes-3418	38	6	approach	approach	VERB
eaes-3418	38	7	1	1	NUM
eaes-3418	38	8	twh	twh	NOUN
eaes-3418	38	9	and	and	CCONJ
eaes-3418	38	10	rtd	rtd	PROPN
eaes-3418	38	11	alone	alone	ADV
eaes-3418	38	12	are	be	AUX
eaes-3418	38	13	5	5	NUM
eaes-3418	38	14	twh	twh	NOUN
eaes-3418	38	15	in	in	ADP
eaes-3418	38	16	2017	2017	NUM
eaes-3418	38	17	.	.	PUNCT
eaes-3418	39	1	these	these	DET
eaes-3418	39	2	quantities	quantity	NOUN
eaes-3418	39	3	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	39	4	energy	energy	NOUN
eaes-3418	39	5	and	and	CCONJ
eaes-3418	39	6	earth	earth	NOUN
eaes-3418	39	7	science	science	NOUN
eaes-3418	39	8	vol	vol	NOUN
eaes-3418	39	9	.	.	PROPN
eaes-3418	40	1	3	3	NUM
eaes-3418	40	2	,	,	PUNCT
eaes-3418	40	3	no	no	INTJ
eaes-3418	40	4	.	.	NOUN
eaes-3418	40	5	2	2	NUM
eaes-3418	40	6	,	,	PUNCT
eaes-3418	40	7	2020	2020	NUM
eaes-3418	40	8	115	115	NUM
eaes-3418	40	9	published	publish	VERB
eaes-3418	40	10	by	by	ADP
eaes-3418	40	11	scholink	scholink	PROPN
eaes-3418	40	12	inc	inc	PROPN
eaes-3418	40	13	.	.	PROPN
eaes-3418	40	14	and	and	CCONJ
eaes-3418	40	15	growing	grow	VERB
eaes-3418	40	16	at	at	ADP
eaes-3418	40	17	nearly	nearly	ADV
eaes-3418	40	18	40	40	NUM
eaes-3418	40	19	%	%	NOUN
eaes-3418	40	20	cagr	cagr	NOUN
eaes-3418	40	21	,	,	PUNCT
eaes-3418	40	22	and	and	CCONJ
eaes-3418	40	23	are	be	AUX
eaes-3418	40	24	similar	similar	ADJ
eaes-3418	40	25	to	to	ADP
eaes-3418	40	26	miso	miso	NOUN
eaes-3418	40	27	which	which	PRON
eaes-3418	40	28	is	be	AUX
eaes-3418	40	29	2.5x	2.5x	NUM
eaes-3418	40	30	larger	large	ADJ
eaes-3418	40	31	.	.	PUNCT
eaes-3418	41	1			PRON
eaes-3418	41	2	while	while	SCONJ
eaes-3418	41	3	curtailment	curtailment	ADJ
eaes-3418	41	4	is	be	AUX
eaes-3418	41	5	a	a	DET
eaes-3418	41	6	smaller	small	ADJ
eaes-3418	41	7	quantity	quantity	NOUN
eaes-3418	41	8	,	,	PUNCT
eaes-3418	41	9	it	it	PRON
eaes-3418	41	10	also	also	ADV
eaes-3418	41	11	continues	continue	VERB
eaes-3418	41	12	to	to	PART
eaes-3418	41	13	increase	increase	VERB
eaes-3418	41	14	rapidly	rapidly	ADV
eaes-3418	41	15	,	,	PUNCT
eaes-3418	41	16	tripling	triple	VERB
eaes-3418	41	17	to	to	ADP
eaes-3418	41	18	over	over	ADP
eaes-3418	41	19	400	400	NUM
eaes-3418	41	20	gwh	gwh	NOUN
eaes-3418	41	21	from	from	ADP
eaes-3418	41	22	2015	2015	NUM
eaes-3418	41	23	to	to	ADP
eaes-3418	41	24	2018	2018	NUM
eaes-3418	41	25	.	.	PUNCT
eaes-3418	42	1	and	and	CCONJ
eaes-3418	42	2	despite	despite	SCONJ
eaes-3418	42	3	a	a	DET
eaes-3418	42	4	pause	pause	NOUN
eaes-3418	42	5	in	in	ADP
eaes-3418	42	6	recent	recent	ADJ
eaes-3418	42	7	2018	2018	NUM
eaes-3418	42	8	due	due	ADJ
eaes-3418	42	9	to	to	ADP
eaes-3418	42	10	lower	low	ADJ
eaes-3418	42	11	hydro	hydro	NOUN
eaes-3418	42	12	generation	generation	NOUN
eaes-3418	42	13	,	,	PUNCT
eaes-3418	42	14	it	it	PRON
eaes-3418	42	15	is	be	AUX
eaes-3418	42	16	expected	expect	VERB
eaes-3418	42	17	to	to	PART
eaes-3418	42	18	resume	resume	VERB
eaes-3418	42	19	its	its	PRON
eaes-3418	42	20	rapid	rapid	ADJ
eaes-3418	42	21	growth	growth	NOUN
eaes-3418	42	22	in	in	ADP
eaes-3418	42	23	2019	2019	NUM
eaes-3418	42	24	and	and	CCONJ
eaes-3418	42	25	beyond	beyond	ADP
eaes-3418	42	26	.	.	PUNCT
eaes-3418	43	1			X
eaes-3418	43	2	resource	resource	NOUN
eaes-3418	43	3	-	-	PUNCT
eaes-3418	43	4	hours	hour	NOUN
eaes-3418	43	5	in	in	ADP
eaes-3418	43	6	caiso	caiso	NOUN
eaes-3418	43	7	for	for	ADP
eaes-3418	43	8	negative	negative	ADJ
eaes-3418	43	9	pricing	pricing	NOUN
eaes-3418	43	10	are	be	AUX
eaes-3418	43	11	growing	grow	VERB
eaes-3418	43	12	rapidly	rapidly	ADV
eaes-3418	43	13	from	from	ADP
eaes-3418	43	14	80,006	80,006	NUM
eaes-3418	43	15	to	to	ADP
eaes-3418	43	16	over	over	ADP
eaes-3418	43	17	217,728	217,728	NUM
eaes-3418	43	18	resource	resource	NOUN
eaes-3418	43	19	-	-	PUNCT
eaes-3418	43	20	hours	hour	NOUN
eaes-3418	43	21	,	,	PUNCT
eaes-3418	43	22	and	and	CCONJ
eaes-3418	43	23	already	already	ADV
eaes-3418	43	24	cover	cover	VERB
eaes-3418	43	25	all	all	PRON
eaes-3418	43	26	of	of	ADP
eaes-3418	43	27	the	the	DET
eaes-3418	43	28	renewable	renewable	ADJ
eaes-3418	43	29	generators	generator	NOUN
eaes-3418	43	30	.	.	PUNCT
eaes-3418	44	1	all	all	DET
eaes-3418	44	2	resources	resource	NOUN
eaes-3418	44	3	are	be	AUX
eaes-3418	44	4	experiencing	experience	VERB
eaes-3418	44	5	steady	steady	ADJ
eaes-3418	44	6	increase	increase	NOUN
eaes-3418	44	7	in	in	ADP
eaes-3418	44	8	number	number	NOUN
eaes-3418	44	9	of	of	ADP
eaes-3418	44	10	hours	hour	NOUN
eaes-3418	44	11	with	with	ADP
eaes-3418	44	12	averages	average	NOUN
eaes-3418	44	13	growing	grow	VERB
eaes-3418	44	14	,	,	PUNCT
eaes-3418	44	15	a	a	DET
eaes-3418	44	16	peak	peak	NOUN
eaes-3418	44	17	of	of	ADP
eaes-3418	44	18	955	955	NUM
eaes-3418	44	19	hours	hour	NOUN
eaes-3418	44	20	/	/	SYM
eaes-3418	44	21	year	year	NOUN
eaes-3418	44	22	in	in	ADP
eaes-3418	44	23	2017	2017	NUM
eaes-3418	44	24	,	,	PUNCT
eaes-3418	44	25	a	a	DET
eaes-3418	44	26	~33	~33	NOUN
eaes-3418	44	27	%	%	NOUN
eaes-3418	44	28	duty	duty	NOUN
eaes-3418	44	29	factor	factor	NOUN
eaes-3418	44	30	during	during	ADP
eaes-3418	44	31	solar	solar	ADJ
eaes-3418	44	32	hours	hour	NOUN
eaes-3418	44	33	,	,	PUNCT
eaes-3418	44	34	increasing	increase	VERB
eaes-3418	44	35	to	to	ADP
eaes-3418	44	36	higher	high	ADJ
eaes-3418	44	37	duty	duty	NOUN
eaes-3418	44	38	factors	factor	NOUN
eaes-3418	44	39	as	as	SCONJ
eaes-3418	44	40	rps	rps	PROPN
eaes-3418	44	41	levels	level	NOUN
eaes-3418	44	42	increase	increase	VERB
eaes-3418	44	43	.	.	PUNCT
eaes-3418	45	1	nearly	nearly	ADV
eaes-3418	45	2	all	all	PRON
eaes-3418	45	3	experienced	experienced	ADJ
eaes-3418	45	4	>	>	ADP
eaes-3418	45	5	600	600	NUM
eaes-3418	45	6	hours	hour	NOUN
eaes-3418	45	7	/	/	SYM
eaes-3418	45	8	year	year	NOUN
eaes-3418	45	9	.	.	PUNCT
eaes-3418	46	1			X
eaes-3418	46	2	negative	negative	ADV
eaes-3418	46	3	-	-	PUNCT
eaes-3418	46	4	priced	price	VERB
eaes-3418	46	5	power	power	NOUN
eaes-3418	46	6	is	be	AUX
eaes-3418	46	7	several	several	ADJ
eaes-3418	46	8	times	time	NOUN
eaes-3418	46	9	larger	large	ADJ
eaes-3418	46	10	than	than	ADP
eaes-3418	46	11	curtailed	curtail	VERB
eaes-3418	46	12	power	power	NOUN
eaes-3418	46	13	for	for	ADP
eaes-3418	46	14	renewable	renewable	ADJ
eaes-3418	46	15	generation	generation	NOUN
eaes-3418	46	16	;	;	PUNCT
eaes-3418	46	17	4x	4x	NOUN
eaes-3418	46	18	based	base	VERB
eaes-3418	46	19	on	on	ADP
eaes-3418	46	20	conservative	conservative	ADJ
eaes-3418	46	21	estimation	estimation	NOUN
eaes-3418	46	22	(	(	PUNCT
eaes-3418	46	23	dam	dam	NOUN
eaes-3418	46	24	-	-	PUNCT
eaes-3418	46	25	rtd	rtd	NOUN
eaes-3418	46	26	-	-	PUNCT
eaes-3418	46	27	scaled	scale	VERB
eaes-3418	46	28	)	)	PUNCT
eaes-3418	46	29	,	,	PUNCT
eaes-3418	46	30	more	more	ADJ
eaes-3418	46	31	than	than	ADP
eaes-3418	46	32	10x	10x	NUM
eaes-3418	46	33	by	by	ADP
eaes-3418	46	34	our	our	PRON
eaes-3418	46	35	aggressive	aggressive	ADJ
eaes-3418	46	36	measure	measure	NOUN
eaes-3418	46	37	(	(	PUNCT
eaes-3418	46	38	rtd	rtd	PROPN
eaes-3418	46	39	)	)	PUNCT
eaes-3418	46	40	.	.	PUNCT
eaes-3418	47	1			PROPN
eaes-3418	47	2	spatially	spatially	ADV
eaes-3418	47	3	,	,	PUNCT
eaes-3418	47	4	the	the	DET
eaes-3418	47	5	quantity	quantity	NOUN
eaes-3418	47	6	negative	negative	ADV
eaes-3418	47	7	-	-	PUNCT
eaes-3418	47	8	priced	price	VERB
eaes-3418	47	9	power	power	NOUN
eaes-3418	47	10	is	be	AUX
eaes-3418	47	11	concentrated	concentrate	VERB
eaes-3418	47	12	at	at	ADP
eaes-3418	47	13	a	a	DET
eaes-3418	47	14	few	few	ADJ
eaes-3418	47	15	dozen	dozen	NOUN
eaes-3418	47	16	renewable	renewable	ADJ
eaes-3418	47	17	generators	generator	NOUN
eaes-3418	47	18	.	.	PUNCT
eaes-3418	48	1	and	and	CCONJ
eaes-3418	48	2	,	,	PUNCT
eaes-3418	48	3	using	use	VERB
eaes-3418	48	4	rtd	rtd	NOUN
eaes-3418	48	5	-	-	PUNCT
eaes-3418	48	6	lmp	lmp	NOUN
eaes-3418	48	7	measures	measure	NOUN
eaes-3418	48	8	,	,	PUNCT
eaes-3418	48	9	reach	reach	VERB
eaes-3418	48	10	significant	significant	ADJ
eaes-3418	48	11	quantity—170	quantity—170	NOUN
eaes-3418	48	12	gwh	gwh	NOUN
eaes-3418	48	13	at	at	ADP
eaes-3418	48	14	a	a	DET
eaes-3418	48	15	single	single	ADJ
eaes-3418	48	16	generator	generator	NOUN
eaes-3418	48	17	,	,	PUNCT
eaes-3418	48	18	comparable	comparable	ADJ
eaes-3418	48	19	to	to	ADP
eaes-3418	48	20	19mw	19mw	ADJ
eaes-3418	48	21	continuous	continuous	ADJ
eaes-3418	48	22	or	or	CCONJ
eaes-3418	48	23	47mw	47mw	NOUN
eaes-3418	48	24	in	in	ADP
eaes-3418	48	25	sunlight	sunlight	NOUN
eaes-3418	48	26	hours	hour	NOUN
eaes-3418	48	27	.	.	PUNCT
eaes-3418	49	1			X
eaes-3418	50	1	the	the	DET
eaes-3418	50	2	duty	duty	NOUN
eaes-3418	50	3	factor	factor	NOUN
eaes-3418	50	4	negative	negative	ADJ
eaes-3418	50	5	-	-	PUNCT
eaes-3418	50	6	pricing	pricing	NOUN
eaes-3418	50	7	is	be	AUX
eaes-3418	50	8	more	more	ADV
eaes-3418	50	9	dispersed	disperse	VERB
eaes-3418	50	10	across	across	ADP
eaes-3418	50	11	resources	resource	NOUN
eaes-3418	50	12	,	,	PUNCT
eaes-3418	50	13	with	with	ADP
eaes-3418	50	14	a	a	DET
eaes-3418	50	15	median	median	ADJ
eaes-3418	50	16	close	close	ADJ
eaes-3418	50	17	to	to	ADP
eaes-3418	50	18	the	the	DET
eaes-3418	50	19	average	average	NOUN
eaes-3418	50	20	grown	grow	VERB
eaes-3418	50	21	to	to	ADP
eaes-3418	50	22	576	576	NUM
eaes-3418	50	23	hours	hour	NOUN
eaes-3418	50	24	/	/	SYM
eaes-3418	50	25	year	year	NOUN
eaes-3418	50	26	in	in	ADP
eaes-3418	50	27	2017	2017	NUM
eaes-3418	50	28	.	.	PUNCT
eaes-3418	51	1	the	the	DET
eaes-3418	51	2	peak	peak	NOUN
eaes-3418	51	3	of	of	ADP
eaes-3418	51	4	955	955	NUM
eaes-3418	51	5	hours	hour	NOUN
eaes-3418	51	6	represents	represent	VERB
eaes-3418	51	7	a	a	DET
eaes-3418	51	8	duty	duty	NOUN
eaes-3418	51	9	factor	factor	NOUN
eaes-3418	51	10	of	of	ADP
eaes-3418	51	11	11	11	NUM
eaes-3418	51	12	%	%	NOUN
eaes-3418	51	13	(	(	PUNCT
eaes-3418	51	14	24	24	NUM
eaes-3418	51	15	hours	hour	NOUN
eaes-3418	51	16	)	)	PUNCT
eaes-3418	51	17	or	or	CCONJ
eaes-3418	51	18	33	33	NUM
eaes-3418	51	19	%	%	NOUN
eaes-3418	51	20	(	(	PUNCT
eaes-3418	51	21	for	for	ADP
eaes-3418	51	22	10	10	NUM
eaes-3418	51	23	hours	hour	NOUN
eaes-3418	51	24	)	)	PUNCT
eaes-3418	51	25	.	.	PUNCT
eaes-3418	52	1			X
eaes-3418	52	2	we	we	PRON
eaes-3418	52	3	also	also	ADV
eaes-3418	52	4	consider	consider	VERB
eaes-3418	52	5	average	average	ADJ
eaes-3418	52	6	power	power	NOUN
eaes-3418	52	7	price	price	NOUN
eaes-3418	52	8	models	model	NOUN
eaes-3418	52	9	(	(	PUNCT
eaes-3418	52	10	called	call	VERB
eaes-3418	52	11	netprice	netprice	NOUN
eaes-3418	52	12	)	)	PUNCT
eaes-3418	52	13	that	that	PRON
eaes-3418	52	14	have	have	AUX
eaes-3418	52	15	been	be	AUX
eaes-3418	52	16	shown	show	VERB
eaes-3418	52	17	to	to	PART
eaes-3418	52	18	smooth	smooth	VERB
eaes-3418	52	19	over	over	ADP
eaes-3418	52	20	market	market	NOUN
eaes-3418	52	21	fluctuations	fluctuation	NOUN
eaes-3418	52	22	,	,	PUNCT
eaes-3418	52	23	increasing	increase	VERB
eaes-3418	52	24	realistic	realistic	ADJ
eaes-3418	52	25	estimates	estimate	NOUN
eaes-3418	52	26	of	of	ADP
eaes-3418	52	27	duration	duration	NOUN
eaes-3418	52	28	and	and	CCONJ
eaes-3418	52	29	quantity	quantity	NOUN
eaes-3418	52	30	of	of	ADP
eaes-3418	52	31	negative	negative	ADV
eaes-3418	52	32	-	-	PUNCT
eaes-3418	52	33	priced	price	VERB
eaes-3418	52	34	power	power	NOUN
eaes-3418	52	35	(	(	PUNCT
eaes-3418	52	36	chien	chien	PROPN
eaes-3418	52	37	,	,	PUNCT
eaes-3418	52	38	2018	2018	NUM
eaes-3418	52	39	)	)	PUNCT
eaes-3418	52	40	.	.	PUNCT
eaes-3418	53	1	these	these	DET
eaes-3418	53	2	price	price	NOUN
eaes-3418	53	3	models	model	NOUN
eaes-3418	53	4	have	have	VERB
eaes-3418	53	5	similar	similar	ADJ
eaes-3418	53	6	impact	impact	NOUN
eaes-3418	53	7	in	in	ADP
eaes-3418	53	8	caiso	caiso	NOUN
eaes-3418	53	9	,	,	PUNCT
eaes-3418	53	10	and	and	CCONJ
eaes-3418	53	11	show	show	VERB
eaes-3418	53	12	greater	great	ADJ
eaes-3418	53	13	quantity	quantity	NOUN
eaes-3418	53	14	of	of	ADP
eaes-3418	53	15	negative	negative	ADV
eaes-3418	53	16	-	-	PUNCT
eaes-3418	53	17	priced	price	VERB
eaes-3418	53	18	power	power	NOUN
eaes-3418	53	19	available	available	ADJ
eaes-3418	53	20	.	.	PUNCT
eaes-3418	54	1	in	in	ADP
eaes-3418	54	2	summary	summary	NOUN
eaes-3418	54	3	,	,	PUNCT
eaes-3418	54	4	opportunity	opportunity	NOUN
eaes-3418	54	5	power	power	NOUN
eaes-3418	54	6	,	,	PUNCT
eaes-3418	54	7	both	both	CCONJ
eaes-3418	54	8	negative	negative	ADV
eaes-3418	54	9	-	-	PUNCT
eaes-3418	54	10	priced	price	VERB
eaes-3418	54	11	and	and	CCONJ
eaes-3418	54	12	curtailment	curtailment	ADJ
eaes-3418	54	13	is	be	AUX
eaes-3418	54	14	growing	grow	VERB
eaes-3418	54	15	rapidly	rapidly	ADV
eaes-3418	54	16	.	.	PUNCT
eaes-3418	55	1	quantities	quantity	NOUN
eaes-3418	55	2	are	be	AUX
eaes-3418	55	3	increasing	increase	VERB
eaes-3418	55	4	at	at	ADP
eaes-3418	55	5	more	more	ADJ
eaes-3418	55	6	than	than	ADP
eaes-3418	55	7	40	40	NUM
eaes-3418	55	8	%	%	NOUN
eaes-3418	55	9	per	per	ADP
eaes-3418	55	10	year	year	NOUN
eaes-3418	55	11	,	,	PUNCT
eaes-3418	55	12	and	and	CCONJ
eaes-3418	55	13	duty	duty	NOUN
eaes-3418	55	14	factors	factor	NOUN
eaes-3418	55	15	rising	rise	VERB
eaes-3418	55	16	across	across	ADP
eaes-3418	55	17	all	all	DET
eaes-3418	55	18	renewable	renewable	ADJ
eaes-3418	55	19	generators	generator	NOUN
eaes-3418	55	20	.	.	PUNCT
eaes-3418	56	1	these	these	DET
eaes-3418	56	2	trends	trend	NOUN
eaes-3418	56	3	represent	represent	VERB
eaes-3418	56	4	significant	significant	ADJ
eaes-3418	56	5	challenges	challenge	NOUN
eaes-3418	56	6	for	for	ADP
eaes-3418	56	7	the	the	DET
eaes-3418	56	8	power	power	NOUN
eaes-3418	56	9	grid	grid	NOUN
eaes-3418	56	10	and	and	CCONJ
eaes-3418	56	11	perhaps	perhaps	ADV
eaes-3418	56	12	opportunities	opportunity	NOUN
eaes-3418	56	13	for	for	ADP
eaes-3418	56	14	alternate	alternate	ADJ
eaes-3418	56	15	usage	usage	NOUN
eaes-3418	56	16	.	.	PUNCT
eaes-3418	57	1	further	further	ADJ
eaes-3418	57	2	study	study	NOUN
eaes-3418	57	3	in	in	ADP
eaes-3418	57	4	this	this	DET
eaes-3418	57	5	area	area	NOUN
eaes-3418	57	6	is	be	AUX
eaes-3418	57	7	a	a	DET
eaes-3418	57	8	worthwhile	worthwhile	ADJ
eaes-3418	57	9	endeavor	endeavor	NOUN
eaes-3418	57	10	.	.	PUNCT
eaes-3418	58	1	the	the	DET
eaes-3418	58	2	remainder	remainder	NOUN
eaes-3418	58	3	of	of	ADP
eaes-3418	58	4	the	the	DET
eaes-3418	58	5	paper	paper	NOUN
eaes-3418	58	6	is	be	AUX
eaes-3418	58	7	organized	organize	VERB
eaes-3418	58	8	as	as	SCONJ
eaes-3418	58	9	follows	follow	VERB
eaes-3418	58	10	.	.	PUNCT
eaes-3418	59	1	we	we	PRON
eaes-3418	59	2	define	define	VERB
eaes-3418	59	3	opportunity	opportunity	NOUN
eaes-3418	59	4	power	power	NOUN
eaes-3418	59	5	and	and	CCONJ
eaes-3418	59	6	methods	method	NOUN
eaes-3418	59	7	for	for	ADP
eaes-3418	59	8	computing	compute	VERB
eaes-3418	59	9	it	it	PRON
eaes-3418	59	10	in	in	ADP
eaes-3418	59	11	section	section	NOUN
eaes-3418	59	12	2	2	NUM
eaes-3418	59	13	.	.	PUNCT
eaes-3418	59	14	curtailment	curtailment	ADJ
eaes-3418	59	15	in	in	ADP
eaes-3418	59	16	caiso	caiso	NOUN
eaes-3418	59	17	is	be	AUX
eaes-3418	59	18	discussed	discuss	VERB
eaes-3418	59	19	in	in	ADP
eaes-3418	59	20	section	section	NOUN
eaes-3418	59	21	3	3	NUM
eaes-3418	59	22	.	.	PUNCT
eaes-3418	60	1	in	in	ADP
eaes-3418	60	2	section	section	NOUN
eaes-3418	60	3	4	4	NUM
eaes-3418	60	4	,	,	PUNCT
eaes-3418	60	5	we	we	PRON
eaes-3418	60	6	estimate	estimate	VERB
eaes-3418	60	7	negative	negative	ADV
eaes-3418	60	8	-	-	PUNCT
eaes-3418	60	9	priced	price	VERB
eaes-3418	60	10	power	power	NOUN
eaes-3418	60	11	,	,	PUNCT
eaes-3418	60	12	using	use	VERB
eaes-3418	60	13	three	three	NUM
eaes-3418	60	14	different	different	ADJ
eaes-3418	60	15	models	model	NOUN
eaes-3418	60	16	.	.	PUNCT
eaes-3418	61	1	in	in	ADP
eaes-3418	61	2	section	section	NOUN
eaes-3418	61	3	5	5	NUM
eaes-3418	61	4	,	,	PUNCT
eaes-3418	61	5	we	we	PRON
eaes-3418	61	6	combine	combine	VERB
eaes-3418	61	7	negative	negative	ADV
eaes-3418	61	8	-	-	PUNCT
eaes-3418	61	9	priced	price	VERB
eaes-3418	61	10	power	power	NOUN
eaes-3418	61	11	and	and	CCONJ
eaes-3418	61	12	curtailment	curtailment	ADJ
eaes-3418	61	13	to	to	PART
eaes-3418	61	14	provide	provide	VERB
eaes-3418	61	15	an	an	DET
eaes-3418	61	16	overall	overall	ADJ
eaes-3418	61	17	opportunity	opportunity	NOUN
eaes-3418	61	18	power	power	NOUN
eaes-3418	61	19	assessment	assessment	NOUN
eaes-3418	61	20	.	.	PUNCT
eaes-3418	62	1	in	in	ADP
eaes-3418	62	2	sections	section	NOUN
eaes-3418	62	3	6	6	NUM
eaes-3418	62	4	and	and	CCONJ
eaes-3418	62	5	7	7	NUM
eaes-3418	62	6	,	,	PUNCT
eaes-3418	62	7	we	we	PRON
eaes-3418	62	8	refine	refine	VERB
eaes-3418	62	9	this	this	DET
eaes-3418	62	10	view	view	NOUN
eaes-3418	62	11	,	,	PUNCT
eaes-3418	62	12	using	use	VERB
eaes-3418	62	13	the	the	DET
eaes-3418	62	14	real	real	ADJ
eaes-3418	62	15	-	-	PUNCT
eaes-3418	62	16	time	time	NOUN
eaes-3418	62	17	market	market	NOUN
eaes-3418	62	18	data	datum	NOUN
eaes-3418	62	19	to	to	PART
eaes-3418	62	20	examine	examine	VERB
eaes-3418	62	21	spatial	spatial	ADJ
eaes-3418	62	22	and	and	CCONJ
eaes-3418	62	23	temporal	temporal	ADJ
eaes-3418	62	24	distribution	distribution	NOUN
eaes-3418	62	25	of	of	ADP
eaes-3418	62	26	negative	negative	ADV
eaes-3418	62	27	-	-	PUNCT
eaes-3418	62	28	priced	price	VERB
eaes-3418	62	29	power	power	NOUN
eaes-3418	62	30	.	.	PUNCT
eaes-3418	63	1	in	in	ADP
eaes-3418	63	2	section	section	NOUN
eaes-3418	63	3	8	8	NUM
eaes-3418	63	4	,	,	PUNCT
eaes-3418	63	5	we	we	PRON
eaes-3418	63	6	consider	consider	VERB
eaes-3418	63	7	usage	usage	NOUN
eaes-3418	63	8	-	-	PUNCT
eaes-3418	63	9	oriented	orient	VERB
eaes-3418	63	10	models	model	NOUN
eaes-3418	63	11	that	that	PRON
eaes-3418	63	12	look	look	VERB
eaes-3418	63	13	at	at	ADP
eaes-3418	63	14	average	average	ADJ
eaes-3418	63	15	power	power	NOUN
eaes-3418	63	16	pricing	pricing	NOUN
eaes-3418	63	17	,	,	PUNCT
eaes-3418	63	18	exploring	explore	VERB
eaes-3418	63	19	how	how	SCONJ
eaes-3418	63	20	they	they	PRON
eaes-3418	63	21	would	would	AUX
eaes-3418	63	22	impact	impact	VERB
eaes-3418	63	23	the	the	DET
eaes-3418	63	24	usability	usability	NOUN
eaes-3418	63	25	of	of	ADP
eaes-3418	63	26	the	the	DET
eaes-3418	63	27	resource	resource	NOUN
eaes-3418	63	28	.	.	PUNCT
eaes-3418	64	1	in	in	ADP
eaes-3418	64	2	section	section	NOUN
eaes-3418	64	3	9	9	NUM
eaes-3418	64	4	,	,	PUNCT
eaes-3418	64	5	we	we	PRON
eaes-3418	64	6	discuss	discuss	VERB
eaes-3418	64	7	our	our	PRON
eaes-3418	64	8	results	result	NOUN
eaes-3418	64	9	and	and	CCONJ
eaes-3418	64	10	compare	compare	VERB
eaes-3418	64	11	to	to	ADP
eaes-3418	64	12	related	related	ADJ
eaes-3418	64	13	work	work	NOUN
eaes-3418	64	14	.	.	PUNCT
eaes-3418	65	1	section	section	NOUN
eaes-3418	65	2	10	10	NUM
eaes-3418	65	3	summarizes	summarize	NOUN
eaes-3418	65	4	the	the	DET
eaes-3418	65	5	results	result	NOUN
eaes-3418	65	6	of	of	ADP
eaes-3418	65	7	the	the	DET
eaes-3418	65	8	study	study	NOUN
eaes-3418	65	9	and	and	CCONJ
eaes-3418	65	10	suggests	suggest	VERB
eaes-3418	65	11	directions	direction	NOUN
eaes-3418	65	12	for	for	ADP
eaes-3418	65	13	future	future	ADJ
eaes-3418	65	14	work	work	NOUN
eaes-3418	65	15	.	.	PUNCT
eaes-3418	66	1	finally	finally	ADV
eaes-3418	66	2	,	,	PUNCT
eaes-3418	66	3	in	in	ADP
eaes-3418	66	4	the	the	DET
eaes-3418	66	5	appendix	appendix	NOUN
eaes-3418	66	6	(	(	PUNCT
eaes-3418	66	7	section	section	NOUN
eaes-3418	66	8	11	11	NUM
eaes-3418	66	9	)	)	PUNCT
eaes-3418	66	10	,	,	PUNCT
eaes-3418	66	11	we	we	PRON
eaes-3418	66	12	present	present	VERB
eaes-3418	66	13	several	several	ADJ
eaes-3418	66	14	scatter	scatter	NOUN
eaes-3418	66	15	plots	plot	NOUN
eaes-3418	66	16	illustrating	illustrate	VERB
eaes-3418	66	17	the	the	DET
eaes-3418	66	18	statistical	statistical	ADJ
eaes-3418	66	19	temporal	temporal	ADJ
eaes-3418	66	20	properties	property	NOUN
eaes-3418	66	21	of	of	ADP
eaes-3418	66	22	opportunity	opportunity	NOUN
eaes-3418	66	23	power	power	NOUN
eaes-3418	66	24	.	.	PUNCT
eaes-3418	67	1	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	67	2	energy	energy	NOUN
eaes-3418	67	3	and	and	CCONJ
eaes-3418	67	4	earth	earth	NOUN
eaes-3418	67	5	science	science	NOUN
eaes-3418	67	6	vol	vol	NOUN
eaes-3418	67	7	.	.	PROPN
eaes-3418	68	1	3	3	NUM
eaes-3418	68	2	,	,	PUNCT
eaes-3418	68	3	no	no	INTJ
eaes-3418	68	4	.	.	NOUN
eaes-3418	68	5	2	2	NUM
eaes-3418	68	6	,	,	PUNCT
eaes-3418	68	7	2020	2020	NUM
eaes-3418	68	8	116	116	NUM
eaes-3418	68	9	published	publish	VERB
eaes-3418	68	10	by	by	ADP
eaes-3418	68	11	scholink	scholink	PROPN
eaes-3418	68	12	inc	inc	PROPN
eaes-3418	68	13	.	.	PROPN
eaes-3418	69	1	2	2	NUM
eaes-3418	69	2	.	.	X
eaes-3418	69	3	definition	definition	NOUN
eaes-3418	69	4	of	of	ADP
eaes-3418	69	5	opportunity	opportunity	NOUN
eaes-3418	69	6	power	power	NOUN
eaes-3418	69	7	we	we	PRON
eaes-3418	69	8	define	define	VERB
eaes-3418	69	9	opportunity	opportunity	NOUN
eaes-3418	69	10	power	power	NOUN
eaes-3418	69	11	as	as	ADP
eaes-3418	69	12	two	two	NUM
eaes-3418	69	13	components	component	NOUN
eaes-3418	69	14	:	:	PUNCT
eaes-3418	69	15	1	1	NUM
eaes-3418	69	16	)	)	PUNCT
eaes-3418	69	17	curtailment	curtailment	ADJ
eaes-3418	69	18	,	,	PUNCT
eaes-3418	69	19	the	the	DET
eaes-3418	69	20	power	power	NOUN
eaes-3418	69	21	a	a	DET
eaes-3418	69	22	generator	generator	NOUN
eaes-3418	69	23	would	would	AUX
eaes-3418	69	24	like	like	VERB
eaes-3418	69	25	to	to	PART
eaes-3418	69	26	generate	generate	VERB
eaes-3418	69	27	and	and	CCONJ
eaes-3418	69	28	transmit	transmit	VERB
eaes-3418	69	29	into	into	ADP
eaes-3418	69	30	the	the	DET
eaes-3418	69	31	power	power	NOUN
eaes-3418	69	32	grid	grid	NOUN
eaes-3418	69	33	,	,	PUNCT
eaes-3418	69	34	but	but	CCONJ
eaes-3418	69	35	ultimately	ultimately	ADV
eaes-3418	69	36	does	do	VERB
eaes-3418	69	37	not	not	PART
eaes-3418	69	38	,	,	PUNCT
eaes-3418	69	39	and	and	CCONJ
eaes-3418	69	40	2	2	X
eaes-3418	69	41	)	)	PUNCT
eaes-3418	69	42	negative	negative	ADV
eaes-3418	69	43	-	-	PUNCT
eaes-3418	69	44	priced	price	VERB
eaes-3418	69	45	power	power	NOUN
eaes-3418	69	46	,	,	PUNCT
eaes-3418	69	47	that	that	PRON
eaes-3418	69	48	which	which	PRON
eaes-3418	69	49	is	be	AUX
eaes-3418	69	50	generated	generate	VERB
eaes-3418	69	51	and	and	CCONJ
eaes-3418	69	52	transmitted	transmit	VERB
eaes-3418	69	53	into	into	ADP
eaes-3418	69	54	the	the	DET
eaes-3418	69	55	grid	grid	NOUN
eaes-3418	69	56	,	,	PUNCT
eaes-3418	69	57	but	but	CCONJ
eaes-3418	69	58	at	at	ADP
eaes-3418	69	59	a	a	DET
eaes-3418	69	60	market	market	NOUN
eaes-3418	69	61	price	price	NOUN
eaes-3418	69	62	that	that	PRON
eaes-3418	69	63	is	be	AUX
eaes-3418	69	64	negative	negative	ADJ
eaes-3418	69	65	.	.	PUNCT
eaes-3418	70	1	that	that	PRON
eaes-3418	70	2	is	be	AUX
eaes-3418	70	3	,	,	PUNCT
eaes-3418	70	4	in	in	ADP
eaes-3418	70	5	effect	effect	NOUN
eaes-3418	70	6	,	,	PUNCT
eaes-3418	70	7	the	the	DET
eaes-3418	70	8	generator	generator	NOUN
eaes-3418	70	9	is	be	AUX
eaes-3418	70	10	paying	pay	VERB
eaes-3418	70	11	the	the	DET
eaes-3418	70	12	load	load	NOUN
eaes-3418	70	13	to	to	PART
eaes-3418	70	14	take	take	VERB
eaes-3418	70	15	the	the	DET
eaes-3418	70	16	power	power	NOUN
eaes-3418	70	17	.	.	PUNCT
eaes-3418	71	1	2.1	2.1	NUM
eaes-3418	71	2	curtailed	curtail	VERB
eaes-3418	71	3	renewable	renewable	ADJ
eaes-3418	71	4	generation	generation	NOUN
eaes-3418	71	5	the	the	DET
eaes-3418	71	6	methodology	methodology	NOUN
eaes-3418	71	7	of	of	ADP
eaes-3418	71	8	(	(	PUNCT
eaes-3418	71	9	caiso	caiso	NOUN
eaes-3418	71	10	,	,	PUNCT
eaes-3418	71	11	2018	2018	NUM
eaes-3418	71	12	)	)	PUNCT
eaes-3418	71	13	computes	compute	VERB
eaes-3418	71	14	renewable	renewable	ADJ
eaes-3418	71	15	generation	generation	NOUN
eaes-3418	71	16	as	as	ADP
eaes-3418	71	17	the	the	DET
eaes-3418	71	18	difference	difference	NOUN
eaes-3418	71	19	between	between	ADP
eaes-3418	71	20	forecast	forecast	NOUN
eaes-3418	71	21	and	and	CCONJ
eaes-3418	71	22	actual	actual	ADJ
eaes-3418	71	23	generation	generation	NOUN
eaes-3418	71	24	for	for	ADP
eaes-3418	71	25	each	each	DET
eaes-3418	71	26	dispatch	dispatch	NOUN
eaes-3418	71	27	interval	interval	NOUN
eaes-3418	71	28	.	.	PUNCT
eaes-3418	72	1	this	this	DET
eaes-3418	72	2	data	data	NOUN
eaes-3418	72	3	is	be	AUX
eaes-3418	72	4	publicly	publicly	ADV
eaes-3418	72	5	reported	report	VERB
eaes-3418	72	6	at	at	ADP
eaes-3418	72	7	(	(	PUNCT
eaes-3418	72	8	caiso	caiso	NOUN
eaes-3418	72	9	,	,	PUNCT
eaes-3418	72	10	2018	2018	NUM
eaes-3418	72	11	)	)	PUNCT
eaes-3418	72	12	,	,	PUNCT
eaes-3418	72	13	and	and	CCONJ
eaes-3418	72	14	is	be	AUX
eaes-3418	72	15	available	available	ADJ
eaes-3418	72	16	only	only	ADV
eaes-3418	72	17	at	at	ADP
eaes-3418	72	18	the	the	DET
eaes-3418	72	19	level	level	NOUN
eaes-3418	72	20	of	of	ADP
eaes-3418	72	21	the	the	DET
eaes-3418	72	22	entire	entire	ADJ
eaes-3418	72	23	caiso	caiso	NOUN
eaes-3418	72	24	region	region	NOUN
eaes-3418	72	25	.	.	PUNCT
eaes-3418	73	1	we	we	PRON
eaes-3418	73	2	plot	plot	VERB
eaes-3418	73	3	and	and	CCONJ
eaes-3418	73	4	analyze	analyze	NOUN
eaes-3418	73	5	curtailed	curtail	VERB
eaes-3418	73	6	renewable	renewable	ADJ
eaes-3418	73	7	generation	generation	NOUN
eaes-3418	73	8	from	from	ADP
eaes-3418	73	9	several	several	ADJ
eaes-3418	73	10	perspectives	perspective	NOUN
eaes-3418	73	11	in	in	ADP
eaes-3418	73	12	section	section	NOUN
eaes-3418	73	13	3	3	NUM
eaes-3418	73	14	.	.	NOUN
eaes-3418	73	15	2.2	2.2	NUM
eaes-3418	73	16	negative	negative	ADV
eaes-3418	73	17	-	-	PUNCT
eaes-3418	73	18	priced	price	VERB
eaes-3418	73	19	power	power	NOUN
eaes-3418	73	20	caiso	caiso	NOUN
eaes-3418	73	21	employs	employ	VERB
eaes-3418	73	22	an	an	DET
eaes-3418	73	23	intricate	intricate	ADJ
eaes-3418	73	24	set	set	NOUN
eaes-3418	73	25	of	of	ADP
eaes-3418	73	26	markets	market	NOUN
eaes-3418	73	27	and	and	CCONJ
eaes-3418	73	28	dispatch	dispatch	NOUN
eaes-3418	73	29	mechanisms	mechanism	NOUN
eaes-3418	73	30	to	to	PART
eaes-3418	73	31	ensure	ensure	VERB
eaes-3418	73	32	reliable	reliable	ADJ
eaes-3418	73	33	power	power	NOUN
eaes-3418	73	34	to	to	ADP
eaes-3418	73	35	a	a	DET
eaes-3418	73	36	diverse	diverse	ADJ
eaes-3418	73	37	set	set	NOUN
eaes-3418	73	38	of	of	ADP
eaes-3418	73	39	loads	load	NOUN
eaes-3418	73	40	,	,	PUNCT
eaes-3418	73	41	dispatching	dispatch	VERB
eaes-3418	73	42	generation	generation	NOUN
eaes-3418	73	43	and	and	CCONJ
eaes-3418	73	44	scheduling	scheduling	NOUN
eaes-3418	73	45	transmission	transmission	NOUN
eaes-3418	73	46	.	.	PUNCT
eaes-3418	74	1	we	we	PRON
eaes-3418	74	2	use	use	VERB
eaes-3418	74	3	several	several	ADJ
eaes-3418	74	4	methods	method	NOUN
eaes-3418	74	5	to	to	PART
eaes-3418	74	6	estimate	estimate	VERB
eaes-3418	74	7	negative	negative	ADV
eaes-3418	74	8	-	-	PUNCT
eaes-3418	74	9	priced	price	VERB
eaes-3418	74	10	power	power	NOUN
eaes-3418	74	11	.	.	PUNCT
eaes-3418	75	1	1	1	NUM
eaes-3418	75	2	)	)	PUNCT
eaes-3418	75	3	dam	dam	NOUN
eaes-3418	75	4	-	-	PUNCT
eaes-3418	75	5	lmp	lmp	NOUN
eaes-3418	75	6	:	:	PUNCT
eaes-3418	75	7	using	use	VERB
eaes-3418	75	8	the	the	DET
eaes-3418	75	9	day	day	NOUN
eaes-3418	75	10	-	-	PUNCT
eaes-3418	75	11	ahead	ahead	NOUN
eaes-3418	75	12	market	market	NOUN
eaes-3418	75	13	(	(	PUNCT
eaes-3418	75	14	dam	dam	NOUN
eaes-3418	75	15	)	)	PUNCT
eaes-3418	75	16	hourly	hourly	ADJ
eaes-3418	75	17	settlements	settlement	NOUN
eaes-3418	75	18	,	,	PUNCT
eaes-3418	75	19	we	we	PRON
eaes-3418	75	20	characterize	characterize	VERB
eaes-3418	75	21	the	the	DET
eaes-3418	75	22	quantity	quantity	NOUN
eaes-3418	75	23	of	of	ADP
eaes-3418	75	24	negative	negative	ADV
eaes-3418	75	25	-	-	PUNCT
eaes-3418	75	26	priced	price	VERB
eaes-3418	75	27	power	power	NOUN
eaes-3418	75	28	.	.	PUNCT
eaes-3418	76	1	because	because	SCONJ
eaes-3418	76	2	the	the	DET
eaes-3418	76	3	dam	dam	NOUN
eaes-3418	76	4	accounts	account	VERB
eaes-3418	76	5	for	for	ADP
eaes-3418	76	6	only	only	ADV
eaes-3418	76	7	a	a	DET
eaes-3418	76	8	portion	portion	NOUN
eaes-3418	76	9	of	of	ADP
eaes-3418	76	10	the	the	DET
eaes-3418	76	11	power	power	NOUN
eaes-3418	76	12	transacted	transact	VERB
eaes-3418	76	13	by	by	ADP
eaes-3418	76	14	caiso	caiso	NOUN
eaes-3418	76	15	,	,	PUNCT
eaes-3418	76	16	and	and	CCONJ
eaes-3418	76	17	dam	dam	NOUN
eaes-3418	76	18	negative	negative	ADJ
eaes-3418	76	19	pricing	pricing	NOUN
eaes-3418	76	20	is	be	AUX
eaes-3418	76	21	less	less	ADV
eaes-3418	76	22	frequent	frequent	ADJ
eaes-3418	76	23	than	than	ADP
eaes-3418	76	24	rtd	rtd	NOUN
eaes-3418	76	25	,	,	PUNCT
eaes-3418	76	26	this	this	PRON
eaes-3418	76	27	is	be	AUX
eaes-3418	76	28	a	a	DET
eaes-3418	76	29	conservative	conservative	ADJ
eaes-3418	76	30	estimate	estimate	NOUN
eaes-3418	76	31	.	.	PUNCT
eaes-3418	77	1	2	2	X
eaes-3418	77	2	)	)	PUNCT
eaes-3418	77	3	rtd	rtd	NOUN
eaes-3418	77	4	-	-	PUNCT
eaes-3418	77	5	lmp	lmp	NOUN
eaes-3418	77	6	,	,	PUNCT
eaes-3418	77	7	rtd	rtd	NOUN
eaes-3418	77	8	-	-	PUNCT
eaes-3418	77	9	np	np	NOUN
eaes-3418	77	10	:	:	PUNCT
eaes-3418	77	11	using	use	VERB
eaes-3418	77	12	the	the	DET
eaes-3418	77	13	real	real	ADJ
eaes-3418	77	14	-	-	PUNCT
eaes-3418	77	15	time	time	NOUN
eaes-3418	77	16	market	market	NOUN
eaes-3418	77	17	(	(	PUNCT
eaes-3418	77	18	rtm	rtm	NOUN
eaes-3418	77	19	or	or	CCONJ
eaes-3418	77	20	rtd	rtd	NOUN
eaes-3418	77	21	)	)	PUNCT
eaes-3418	77	22	5	5	NUM
eaes-3418	77	23	-	-	PUNCT
eaes-3418	77	24	minute	minute	NOUN
eaes-3418	77	25	settlements	settlement	NOUN
eaes-3418	77	26	,	,	PUNCT
eaes-3418	77	27	at	at	ADP
eaes-3418	77	28	the	the	DET
eaes-3418	77	29	resource	resource	NOUN
eaes-3418	77	30	level	level	NOUN
eaes-3418	77	31	,	,	PUNCT
eaes-3418	77	32	for	for	ADP
eaes-3418	77	33	rtd	rtd	NOUN
eaes-3418	77	34	-	-	PUNCT
eaes-3418	77	35	lmp	lmp	NOUN
eaes-3418	77	36	,	,	PUNCT
eaes-3418	77	37	we	we	PRON
eaes-3418	77	38	sum	sum	VERB
eaes-3418	77	39	the	the	DET
eaes-3418	77	40	total	total	ADJ
eaes-3418	77	41	power	power	NOUN
eaes-3418	77	42	produced	produce	VERB
eaes-3418	77	43	when	when	SCONJ
eaes-3418	77	44	there	there	PRON
eaes-3418	77	45	is	be	VERB
eaes-3418	77	46	a	a	DET
eaes-3418	77	47	negative	negative	ADJ
eaes-3418	77	48	price	price	NOUN
eaes-3418	77	49	(	(	PUNCT
eaes-3418	77	50	rtd	rtd	NOUN
eaes-3418	77	51	price	price	NOUN
eaes-3418	77	52	)	)	PUNCT
eaes-3418	77	53	for	for	ADP
eaes-3418	77	54	the	the	DET
eaes-3418	77	55	interval	interval	NOUN
eaes-3418	77	56	.	.	PUNCT
eaes-3418	78	1	for	for	ADP
eaes-3418	78	2	rtd	rtd	PROPN
eaes-3418	78	3	-	-	PUNCT
eaes-3418	78	4	np	np	NOUN
eaes-3418	78	5	,	,	PUNCT
eaes-3418	78	6	again	again	ADV
eaes-3418	78	7	at	at	ADP
eaes-3418	78	8	the	the	DET
eaes-3418	78	9	resource	resource	NOUN
eaes-3418	78	10	level	level	NOUN
eaes-3418	78	11	,	,	PUNCT
eaes-3418	78	12	we	we	PRON
eaes-3418	78	13	sum	sum	VERB
eaes-3418	78	14	the	the	DET
eaes-3418	78	15	total	total	ADJ
eaes-3418	78	16	power	power	NOUN
eaes-3418	78	17	produced	produce	VERB
eaes-3418	78	18	as	as	ADV
eaes-3418	78	19	long	long	ADV
eaes-3418	78	20	as	as	SCONJ
eaes-3418	78	21	the	the	DET
eaes-3418	78	22	average	average	ADJ
eaes-3418	78	23	price	price	NOUN
eaes-3418	78	24	for	for	ADP
eaes-3418	78	25	that	that	DET
eaes-3418	78	26	interval	interval	NOUN
eaes-3418	78	27	remains	remain	VERB
eaes-3418	78	28	negative	negative	ADJ
eaes-3418	78	29	.	.	PUNCT
eaes-3418	79	1	we	we	PRON
eaes-3418	79	2	consider	consider	VERB
eaes-3418	79	3	np0	np0	ADJ
eaes-3418	79	4	and	and	CCONJ
eaes-3418	79	5	np5	np5	ADJ
eaes-3418	79	6	for	for	ADP
eaes-3418	79	7	average	average	ADJ
eaes-3418	79	8	price	price	NOUN
eaes-3418	79	9	thresholds	threshold	NOUN
eaes-3418	79	10	of	of	ADP
eaes-3418	79	11	$	$	SYM
eaes-3418	79	12	0	0	NUM
eaes-3418	79	13	/	/	SYM
eaes-3418	79	14	mwh	mwh	PROPN
eaes-3418	79	15	and	and	CCONJ
eaes-3418	79	16	$	$	SYM
eaes-3418	79	17	5	5	NUM
eaes-3418	79	18	/	/	SYM
eaes-3418	79	19	mwh	mwh	PROPN
eaes-3418	79	20	respectively	respectively	ADV
eaes-3418	79	21	.	.	PUNCT
eaes-3418	80	1	this	this	PRON
eaes-3418	80	2	is	be	AUX
eaes-3418	80	3	an	an	DET
eaes-3418	80	4	aggressive	aggressive	ADJ
eaes-3418	80	5	model	model	NOUN
eaes-3418	80	6	and	and	CCONJ
eaes-3418	80	7	likely	likely	ADJ
eaes-3418	80	8	an	an	DET
eaes-3418	80	9	overestimate	overestimate	NOUN
eaes-3418	80	10	(	(	PUNCT
eaes-3418	80	11	note	note	NOUN
eaes-3418	80	12	3	3	NUM
eaes-3418	80	13	)	)	PUNCT
eaes-3418	80	14	,	,	PUNCT
eaes-3418	80	15	but	but	CCONJ
eaes-3418	80	16	matches	match	VERB
eaes-3418	80	17	the	the	DET
eaes-3418	80	18	methodology	methodology	NOUN
eaes-3418	80	19	in	in	ADP
eaes-3418	80	20	(	(	PUNCT
eaes-3418	80	21	chien	chien	PROPN
eaes-3418	80	22	,	,	PUNCT
eaes-3418	80	23	2018	2018	NUM
eaes-3418	80	24	)	)	PUNCT
eaes-3418	80	25	,	,	PUNCT
eaes-3418	80	26	allowing	allow	VERB
eaes-3418	80	27	direct	direct	ADJ
eaes-3418	80	28	comparison	comparison	NOUN
eaes-3418	80	29	to	to	ADP
eaes-3418	80	30	miso	miso	NOUN
eaes-3418	80	31	.	.	PUNCT
eaes-3418	81	1	3	3	X
eaes-3418	81	2	)	)	PUNCT
eaes-3418	81	3	dam	dam	NOUN
eaes-3418	81	4	-	-	PUNCT
eaes-3418	81	5	rtd	rtd	NOUN
eaes-3418	81	6	-	-	PUNCT
eaes-3418	81	7	scaled	scale	VERB
eaes-3418	81	8	:	:	PUNCT
eaes-3418	81	9	combine	combine	VERB
eaes-3418	81	10	the	the	DET
eaes-3418	81	11	dam	dam	NOUN
eaes-3418	81	12	-	-	PUNCT
eaes-3418	81	13	lmp	lmp	NOUN
eaes-3418	81	14	with	with	ADP
eaes-3418	81	15	an	an	DET
eaes-3418	81	16	estimate	estimate	NOUN
eaes-3418	81	17	of	of	ADP
eaes-3418	81	18	the	the	DET
eaes-3418	81	19	additional	additional	ADJ
eaes-3418	81	20	negative	negative	ADV
eaes-3418	81	21	-	-	PUNCT
eaes-3418	81	22	priced	price	VERB
eaes-3418	81	23	power	power	NOUN
eaes-3418	81	24	dispatched	dispatch	VERB
eaes-3418	81	25	in	in	ADP
eaes-3418	81	26	the	the	DET
eaes-3418	81	27	real	real	ADJ
eaes-3418	81	28	-	-	PUNCT
eaes-3418	81	29	time	time	NOUN
eaes-3418	81	30	market	market	NOUN
eaes-3418	81	31	,	,	PUNCT
eaes-3418	81	32	using	use	VERB
eaes-3418	81	33	the	the	DET
eaes-3418	81	34	fraction	fraction	NOUN
eaes-3418	81	35	of	of	ADP
eaes-3418	81	36	the	the	DET
eaes-3418	81	37	power	power	NOUN
eaes-3418	81	38	covered	cover	VERB
eaes-3418	81	39	by	by	ADP
eaes-3418	81	40	rtd	rtd	PROPN
eaes-3418	81	41	but	but	CCONJ
eaes-3418	81	42	not	not	PART
eaes-3418	81	43	dam	dam	NOUN
eaes-3418	81	44	.	.	PUNCT
eaes-3418	82	1	this	this	DET
eaes-3418	82	2	model	model	NOUN
eaes-3418	82	3	uses	use	VERB
eaes-3418	82	4	the	the	DET
eaes-3418	82	5	assumption	assumption	NOUN
eaes-3418	82	6	that	that	SCONJ
eaes-3418	82	7	the	the	DET
eaes-3418	82	8	fraction	fraction	NOUN
eaes-3418	82	9	of	of	ADP
eaes-3418	82	10	negative	negative	ADV
eaes-3418	82	11	-	-	PUNCT
eaes-3418	82	12	priced	price	VERB
eaes-3418	82	13	power	power	NOUN
eaes-3418	82	14	in	in	ADP
eaes-3418	82	15	the	the	DET
eaes-3418	82	16	rtd	rtd	PROPN
eaes-3418	82	17	is	be	AUX
eaes-3418	82	18	the	the	DET
eaes-3418	82	19	same	same	ADJ
eaes-3418	82	20	as	as	ADP
eaes-3418	82	21	that	that	PRON
eaes-3418	82	22	in	in	ADP
eaes-3418	82	23	the	the	DET
eaes-3418	82	24	dam	dam	NOUN
eaes-3418	82	25	,	,	PUNCT
eaes-3418	82	26	perhaps	perhaps	ADV
eaes-3418	82	27	a	a	DET
eaes-3418	82	28	conservative	conservative	ADJ
eaes-3418	82	29	projection	projection	NOUN
eaes-3418	82	30	.	.	PUNCT
eaes-3418	83	1	in	in	ADP
eaes-3418	83	2	the	the	DET
eaes-3418	83	3	above	above	ADJ
eaes-3418	83	4	three	three	NUM
eaes-3418	83	5	models	model	NOUN
eaes-3418	83	6	,	,	PUNCT
eaes-3418	83	7	we	we	PRON
eaes-3418	83	8	use	use	VERB
eaes-3418	83	9	two	two	NUM
eaes-3418	83	10	underlying	underlying	ADJ
eaes-3418	83	11	definitions	definition	NOUN
eaes-3418	83	12	of	of	ADP
eaes-3418	83	13	negative	negative	ADV
eaes-3418	83	14	-	-	PUNCT
eaes-3418	83	15	priced	price	VERB
eaes-3418	83	16	.	.	PUNCT
eaes-3418	84	1	the	the	DET
eaes-3418	84	2	first	first	ADJ
eaes-3418	84	3	is	be	AUX
eaes-3418	84	4	instantaneous	instantaneous	ADJ
eaes-3418	84	5	(	(	PUNCT
eaes-3418	84	6	single	single	ADJ
eaes-3418	84	7	interval	interval	NOUN
eaes-3418	84	8	)	)	PUNCT
eaes-3418	84	9	negative	negative	ADJ
eaes-3418	84	10	pricing	pricing	NOUN
eaes-3418	84	11	.	.	PUNCT
eaes-3418	85	1	we	we	PRON
eaes-3418	85	2	call	call	VERB
eaes-3418	85	3	this	this	DET
eaes-3418	85	4	model	model	NOUN
eaes-3418	85	5	lmpx	lmpx	NOUN
eaes-3418	85	6	or	or	CCONJ
eaes-3418	85	7	locational	locational	ADJ
eaes-3418	85	8	marginal	marginal	ADJ
eaes-3418	85	9	pricing	pricing	NOUN
eaes-3418	85	10	with	with	ADP
eaes-3418	85	11	threshold	threshold	NOUN
eaes-3418	85	12	of	of	ADP
eaes-3418	85	13	$	$	SYM
eaes-3418	85	14	x.	x.	NOUN
eaes-3418	85	15	analyzing	analyze	VERB
eaes-3418	85	16	detailed	detailed	ADJ
eaes-3418	85	17	market	market	NOUN
eaes-3418	85	18	and	and	CCONJ
eaes-3418	85	19	dispatch	dispatch	NOUN
eaes-3418	85	20	data	datum	NOUN
eaes-3418	85	21	,	,	PUNCT
eaes-3418	85	22	we	we	PRON
eaes-3418	85	23	can	can	AUX
eaes-3418	85	24	compute	compute	VERB
eaes-3418	85	25	both	both	DET
eaes-3418	85	26	caiso	caiso	NOUN
eaes-3418	85	27	aggregate	aggregate	VERB
eaes-3418	85	28	negative	negative	ADV
eaes-3418	85	29	-	-	PUNCT
eaes-3418	85	30	priced	price	VERB
eaes-3418	85	31	power	power	NOUN
eaes-3418	85	32	at	at	ADP
eaes-3418	85	33	the	the	DET
eaes-3418	85	34	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	85	35	energy	energy	NOUN
eaes-3418	85	36	and	and	CCONJ
eaes-3418	85	37	earth	earth	NOUN
eaes-3418	85	38	science	science	NOUN
eaes-3418	85	39	vol	vol	NOUN
eaes-3418	85	40	.	.	PROPN
eaes-3418	86	1	3	3	NUM
eaes-3418	86	2	,	,	PUNCT
eaes-3418	86	3	no	no	INTJ
eaes-3418	86	4	.	.	NOUN
eaes-3418	86	5	2	2	NUM
eaes-3418	86	6	,	,	PUNCT
eaes-3418	86	7	2020	2020	NUM
eaes-3418	86	8	117	117	NUM
eaes-3418	86	9	published	publish	VERB
eaes-3418	86	10	by	by	ADP
eaes-3418	86	11	scholink	scholink	PROPN
eaes-3418	86	12	inc	inc	PROPN
eaes-3418	86	13	.	.	PROPN
eaes-3418	86	14	resolution	resolution	NOUN
eaes-3418	86	15	of	of	ADP
eaes-3418	86	16	dispatch	dispatch	NOUN
eaes-3418	86	17	intervals	interval	NOUN
eaes-3418	86	18	,	,	PUNCT
eaes-3418	86	19	and	and	CCONJ
eaes-3418	86	20	also	also	ADV
eaes-3418	86	21	per	per	ADP
eaes-3418	86	22	anonymized	anonymize	VERB
eaes-3418	86	23	market	market	NOUN
eaes-3418	86	24	participant	participant	NOUN
eaes-3418	86	25	.	.	PUNCT
eaes-3418	87	1	the	the	DET
eaes-3418	87	2	second	second	NOUN
eaes-3418	87	3	is	be	AUX
eaes-3418	87	4	an	an	DET
eaes-3418	87	5	average	average	ADJ
eaes-3418	87	6	price	price	NOUN
eaes-3418	87	7	model	model	NOUN
eaes-3418	87	8	for	for	ADP
eaes-3418	87	9	negative	negative	ADV
eaes-3418	87	10	-	-	PUNCT
eaes-3418	87	11	priced	price	VERB
eaes-3418	87	12	power	power	NOUN
eaes-3418	87	13	.	.	PUNCT
eaes-3418	88	1	we	we	PRON
eaes-3418	88	2	call	call	VERB
eaes-3418	88	3	this	this	DET
eaes-3418	88	4	model	model	NOUN
eaes-3418	88	5	netpriced	netprice	VERB
eaes-3418	88	6	,	,	PUNCT
eaes-3418	88	7	because	because	SCONJ
eaes-3418	88	8	it	it	PRON
eaes-3418	88	9	computes	compute	VERB
eaes-3418	88	10	intervals	interval	NOUN
eaes-3418	88	11	for	for	ADP
eaes-3418	88	12	which	which	PRON
eaes-3418	88	13	the	the	DET
eaes-3418	88	14	average	average	ADJ
eaes-3418	88	15	price	price	NOUN
eaes-3418	88	16	of	of	ADP
eaes-3418	88	17	power	power	NOUN
eaes-3418	88	18	is	be	AUX
eaes-3418	88	19	less	less	ADJ
eaes-3418	88	20	than	than	SCONJ
eaes-3418	88	21	d.	d.	PROPN
eaes-3418	88	22	we	we	PRON
eaes-3418	88	23	studied	study	VERB
eaes-3418	88	24	three	three	NUM
eaes-3418	88	25	years	year	NOUN
eaes-3418	88	26	of	of	ADP
eaes-3418	88	27	caiso	caiso	NOUN
eaes-3418	88	28	renewable	renewable	ADJ
eaes-3418	88	29	bids	bid	NOUN
eaes-3418	88	30	,	,	PUNCT
eaes-3418	88	31	dispatch	dispatch	NOUN
eaes-3418	88	32	prices	price	NOUN
eaes-3418	88	33	,	,	PUNCT
eaes-3418	88	34	and	and	CCONJ
eaes-3418	88	35	production	production	NOUN
eaes-3418	88	36	for	for	ADP
eaes-3418	88	37	over	over	ADP
eaes-3418	88	38	375	375	NUM
eaes-3418	88	39	renewable	renewable	ADJ
eaes-3418	88	40	generation	generation	NOUN
eaes-3418	88	41	resources	resource	NOUN
eaes-3418	88	42	for	for	ADP
eaes-3418	88	43	a	a	DET
eaes-3418	88	44	three	three	NUM
eaes-3418	88	45	-	-	PUNCT
eaes-3418	88	46	year	year	NOUN
eaes-3418	88	47	period	period	NOUN
eaes-3418	88	48	.	.	PUNCT
eaes-3418	89	1	we	we	PRON
eaes-3418	89	2	consider	consider	VERB
eaes-3418	89	3	negative	negative	ADJ
eaes-3418	89	4	pricing	pricing	NOUN
eaes-3418	89	5	in	in	ADP
eaes-3418	89	6	both	both	CCONJ
eaes-3418	89	7	the	the	DET
eaes-3418	89	8	day	day	NOUN
eaes-3418	89	9	-	-	PUNCT
eaes-3418	89	10	ahead	ahead	NOUN
eaes-3418	89	11	and	and	CCONJ
eaes-3418	89	12	real	real	ADJ
eaes-3418	89	13	-	-	PUNCT
eaes-3418	89	14	time	time	NOUN
eaes-3418	89	15	markets	market	NOUN
eaes-3418	89	16	,	,	PUNCT
eaes-3418	89	17	calculating	calculate	VERB
eaes-3418	89	18	the	the	DET
eaes-3418	89	19	transacted	transact	VERB
eaes-3418	89	20	power	power	NOUN
eaes-3418	89	21	for	for	ADP
eaes-3418	89	22	each	each	DET
eaes-3418	89	23	generator	generator	NOUN
eaes-3418	89	24	.	.	PUNCT
eaes-3418	90	1	as	as	SCONJ
eaes-3418	90	2	discussed	discuss	VERB
eaes-3418	90	3	,	,	PUNCT
eaes-3418	90	4	the	the	DET
eaes-3418	90	5	definition	definition	NOUN
eaes-3418	90	6	of	of	ADP
eaes-3418	90	7	negative	negative	ADV
eaes-3418	90	8	-	-	PUNCT
eaes-3418	90	9	priced	price	VERB
eaes-3418	90	10	power	power	NOUN
eaes-3418	90	11	varies	vary	VERB
eaes-3418	90	12	with	with	ADP
eaes-3418	90	13	our	our	PRON
eaes-3418	90	14	lmp	lmp	NOUN
eaes-3418	90	15	and	and	CCONJ
eaes-3418	90	16	np	np	NOUN
eaes-3418	90	17	models	model	NOUN
eaes-3418	90	18	.	.	PUNCT
eaes-3418	91	1	in	in	ADP
eaes-3418	91	2	caiso	caiso	NOUN
eaes-3418	91	3	,	,	PUNCT
eaes-3418	91	4	power	power	NOUN
eaes-3418	91	5	is	be	AUX
eaes-3418	91	6	dispatched	dispatch	VERB
eaes-3418	91	7	at	at	ADP
eaes-3418	91	8	1	1	NUM
eaes-3418	91	9	-	-	PUNCT
eaes-3418	91	10	hour	hour	NOUN
eaes-3418	91	11	intervals	interval	NOUN
eaes-3418	91	12	in	in	ADP
eaes-3418	91	13	the	the	DET
eaes-3418	91	14	day	day	NOUN
eaes-3418	91	15	-	-	PUNCT
eaes-3418	91	16	ahead	ahead	NOUN
eaes-3418	91	17	and	and	CCONJ
eaes-3418	91	18	5	5	NUM
eaes-3418	91	19	minute	minute	NOUN
eaes-3418	91	20	intervals	interval	NOUN
eaes-3418	91	21	in	in	ADP
eaes-3418	91	22	the	the	DET
eaes-3418	91	23	real	real	ADJ
eaes-3418	91	24	-	-	PUNCT
eaes-3418	91	25	time	time	NOUN
eaes-3418	91	26	market	market	NOUN
eaes-3418	91	27	,	,	PUNCT
eaes-3418	91	28	to	to	ADP
eaes-3418	91	29	this	this	DET
eaes-3418	91	30	data	datum	NOUN
eaes-3418	91	31	collection	collection	NOUN
eaes-3418	91	32	includes	include	VERB
eaes-3418	91	33	over	over	ADP
eaes-3418	91	34	125	125	NUM
eaes-3418	91	35	million	million	NUM
eaes-3418	91	36	records	record	NOUN
eaes-3418	91	37	.	.	PUNCT
eaes-3418	92	1	3	3	X
eaes-3418	92	2	.	.	NUM
eaes-3418	92	3	curtailed	curtail	VERB
eaes-3418	92	4	renewable	renewable	ADJ
eaes-3418	92	5	power	power	NOUN
eaes-3418	92	6	3.1	3.1	NUM
eaes-3418	92	7	system	system	NOUN
eaes-3418	92	8	-	-	PUNCT
eaes-3418	92	9	wide	wide	ADJ
eaes-3418	92	10	seasonal	seasonal	ADJ
eaes-3418	92	11	characterization	characterization	NOUN
eaes-3418	92	12	renewable	renewable	ADJ
eaes-3418	92	13	generation	generation	NOUN
eaes-3418	92	14	bid	bid	VERB
eaes-3418	92	15	into	into	ADP
eaes-3418	92	16	the	the	DET
eaes-3418	92	17	market	market	NOUN
eaes-3418	92	18	is	be	AUX
eaes-3418	92	19	sometimes	sometimes	ADV
eaes-3418	92	20	not	not	PART
eaes-3418	92	21	dispatched	dispatch	VERB
eaes-3418	92	22	;	;	PUNCT
eaes-3418	92	23	it	it	PRON
eaes-3418	92	24	is	be	AUX
eaes-3418	92	25	curtailed	curtail	VERB
eaes-3418	92	26	.	.	PUNCT
eaes-3418	93	1	this	this	PRON
eaes-3418	93	2	is	be	AUX
eaes-3418	93	3	another	another	DET
eaes-3418	93	4	element	element	NOUN
eaes-3418	93	5	opportunity	opportunity	NOUN
eaes-3418	93	6	power	power	NOUN
eaes-3418	93	7	beyond	beyond	ADP
eaes-3418	93	8	the	the	DET
eaes-3418	93	9	negative	negative	ADV
eaes-3418	93	10	-	-	PUNCT
eaes-3418	93	11	priced	price	VERB
eaes-3418	93	12	power	power	NOUN
eaes-3418	93	13	.	.	PUNCT
eaes-3418	94	1	as	as	SCONJ
eaes-3418	94	2	shown	show	VERB
eaes-3418	94	3	in	in	ADP
eaes-3418	94	4	table	table	NOUN
eaes-3418	94	5	1	1	NUM
eaes-3418	94	6	,	,	PUNCT
eaes-3418	94	7	the	the	DET
eaes-3418	94	8	quantity	quantity	NOUN
eaes-3418	94	9	of	of	ADP
eaes-3418	94	10	renewable	renewable	ADJ
eaes-3418	94	11	power	power	NOUN
eaes-3418	94	12	curtailed	curtail	VERB
eaes-3418	94	13	has	have	AUX
eaes-3418	94	14	grown	grow	VERB
eaes-3418	94	15	significantly	significantly	ADV
eaes-3418	94	16	from	from	ADP
eaes-3418	94	17	2015	2015	NUM
eaes-3418	94	18	to	to	ADP
eaes-3418	94	19	2017	2017	NUM
eaes-3418	94	20	.	.	PUNCT
eaes-3418	95	1	this	this	DET
eaes-3418	95	2	power	power	NOUN
eaes-3418	95	3	represents	represent	VERB
eaes-3418	95	4	a	a	DET
eaes-3418	95	5	small	small	ADJ
eaes-3418	95	6	portion	portion	NOUN
eaes-3418	95	7	of	of	ADP
eaes-3418	95	8	renewable	renewable	ADJ
eaes-3418	95	9	generation	generation	NOUN
eaes-3418	95	10	,	,	PUNCT
eaes-3418	95	11	and	and	CCONJ
eaes-3418	95	12	an	an	DET
eaes-3418	95	13	even	even	ADV
eaes-3418	95	14	smaller	small	ADJ
eaes-3418	95	15	portion	portion	NOUN
eaes-3418	95	16	of	of	ADP
eaes-3418	95	17	the	the	DET
eaes-3418	95	18	overall	overall	ADJ
eaes-3418	95	19	caiso	caiso	NOUN
eaes-3418	95	20	generation	generation	NOUN
eaes-3418	95	21	.	.	PUNCT
eaes-3418	96	1	however	however	ADV
eaes-3418	96	2	,	,	PUNCT
eaes-3418	96	3	at	at	ADP
eaes-3418	96	4	402	402	NUM
eaes-3418	96	5	gigawatt	gigawatt	NUM
eaes-3418	96	6	-	-	PUNCT
eaes-3418	96	7	hours	hour	NOUN
eaes-3418	96	8	it	it	PRON
eaes-3418	96	9	represents	represent	VERB
eaes-3418	96	10	over	over	ADP
eaes-3418	96	11	$	$	SYM
eaes-3418	96	12	12	12	NUM
eaes-3418	96	13	m	m	NOUN
eaes-3418	96	14	of	of	ADP
eaes-3418	96	15	power	power	NOUN
eaes-3418	96	16	(	(	PUNCT
eaes-3418	96	17	at	at	ADP
eaes-3418	96	18	$	$	SYM
eaes-3418	96	19	30	30	NUM
eaes-3418	96	20	/	/	SYM
eaes-3418	96	21	mwh	mwh	PROPN
eaes-3418	96	22	)	)	PUNCT
eaes-3418	96	23	,	,	PUNCT
eaes-3418	96	24	so	so	ADV
eaes-3418	96	25	its	its	PRON
eaes-3418	96	26	loss	loss	NOUN
eaes-3418	96	27	is	be	AUX
eaes-3418	96	28	a	a	DET
eaes-3418	96	29	significant	significant	ADJ
eaes-3418	96	30	cost	cost	NOUN
eaes-3418	96	31	.	.	PUNCT
eaes-3418	97	1	we	we	PRON
eaes-3418	97	2	report	report	VERB
eaes-3418	97	3	aggregate	aggregate	ADJ
eaes-3418	97	4	renewable	renewable	ADJ
eaes-3418	97	5	numbers	number	NOUN
eaes-3418	97	6	,	,	PUNCT
eaes-3418	97	7	but	but	CCONJ
eaes-3418	97	8	it	it	PRON
eaes-3418	97	9	is	be	AUX
eaes-3418	97	10	worth	worth	ADJ
eaes-3418	97	11	noting	note	VERB
eaes-3418	97	12	that	that	SCONJ
eaes-3418	97	13	renewable	renewable	ADJ
eaes-3418	97	14	curtailment	curtailment	NOUN
eaes-3418	97	15	in	in	ADP
eaes-3418	97	16	caiso	caiso	NOUN
eaes-3418	97	17	is	be	AUX
eaes-3418	97	18	dominated	dominate	VERB
eaes-3418	97	19	by	by	ADP
eaes-3418	97	20	solar	solar	ADJ
eaes-3418	97	21	,	,	PUNCT
eaes-3418	97	22	at	at	ADP
eaes-3418	97	23	a	a	DET
eaes-3418	97	24	4.5:1	4.5:1	NUM
eaes-3418	97	25	ratio	ratio	NOUN
eaes-3418	97	26	to	to	ADP
eaes-3418	97	27	wind	wind	NOUN
eaes-3418	97	28	generation	generation	NOUN
eaes-3418	97	29	.	.	PUNCT
eaes-3418	98	1	table	table	NOUN
eaes-3418	98	2	1	1	NUM
eaes-3418	98	3	.	.	PUNCT
eaes-3418	99	1	caiso	caiso	NOUN
eaes-3418	99	2	system	system	NOUN
eaes-3418	99	3	-	-	PUNCT
eaes-3418	99	4	wide	wide	ADJ
eaes-3418	99	5	renewable	renewable	ADJ
eaes-3418	99	6	curtailment	curtailment	ADJ
eaes-3418	99	7	,	,	PUNCT
eaes-3418	99	8	2015	2015	NUM
eaes-3418	99	9	-	-	SYM
eaes-3418	99	10	2017	2017	NUM
eaes-3418	99	11	year	year	NOUN
eaes-3418	99	12	curtailed	curtail	VERB
eaes-3418	99	13	renewable	renewable	ADJ
eaes-3418	99	14	power	power	NOUN
eaes-3418	99	15	(	(	PUNCT
eaes-3418	99	16	wind	wind	NOUN
eaes-3418	99	17	+	+	CCONJ
eaes-3418	99	18	solar	solar	ADJ
eaes-3418	99	19	)	)	PUNCT
eaes-3418	99	20	increase	increase	NOUN
eaes-3418	99	21	yoy	yoy	PROPN
eaes-3418	99	22	2015	2015	NUM
eaes-3418	99	23	187,770	187,770	NUM
eaes-3418	99	24	mwh	mwh	PROPN
eaes-3418	99	25	2016	2016	NUM
eaes-3418	99	26	308,423	308,423	NUM
eaes-3418	99	27	mwh	mwh	PROPN
eaes-3418	99	28	64	64	NUM
eaes-3418	99	29	%	%	NOUN
eaes-3418	99	30	yoy	yoy	NOUN
eaes-3418	99	31	2017	2017	NUM
eaes-3418	99	32	401,972	401,972	NUM
eaes-3418	99	33	mwh	mwh	PROPN
eaes-3418	99	34	30	30	NUM
eaes-3418	99	35	%	%	NOUN
eaes-3418	99	36	yoy	yoy	NOUN
eaes-3418	99	37	2018	2018	NUM
eaes-3418	99	38	(	(	PUNCT
eaes-3418	99	39	thru	thru	PROPN
eaes-3418	99	40	july	july	PROPN
eaes-3418	99	41	)	)	PUNCT
eaes-3418	99	42	317,213	317,213	NUM
eaes-3418	100	1	mwh	mwh	PROPN
eaes-3418	100	2	n.a	n.a	PROPN
eaes-3418	100	3	.	.	PROPN
eaes-3418	101	1	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	101	2	energy	energy	NOUN
eaes-3418	101	3	and	and	CCONJ
eaes-3418	101	4	earth	earth	NOUN
eaes-3418	101	5	science	science	NOUN
eaes-3418	101	6	vol	vol	NOUN
eaes-3418	101	7	.	.	PROPN
eaes-3418	102	1	3	3	NUM
eaes-3418	102	2	,	,	PUNCT
eaes-3418	102	3	no	no	INTJ
eaes-3418	102	4	.	.	NOUN
eaes-3418	102	5	2	2	NUM
eaes-3418	102	6	,	,	PUNCT
eaes-3418	102	7	2020	2020	NUM
eaes-3418	102	8	118	118	NUM
eaes-3418	102	9	published	publish	VERB
eaes-3418	102	10	by	by	ADP
eaes-3418	102	11	scholink	scholink	PROPN
eaes-3418	102	12	inc	inc	PROPN
eaes-3418	102	13	.	.	PROPN
eaes-3418	102	14	looking	look	VERB
eaes-3418	102	15	at	at	ADP
eaes-3418	102	16	seasonal	seasonal	ADJ
eaes-3418	102	17	variation	variation	NOUN
eaes-3418	102	18	in	in	ADP
eaes-3418	102	19	curtailment	curtailment	ADJ
eaes-3418	102	20	(	(	PUNCT
eaes-3418	102	21	see	see	VERB
eaes-3418	102	22	table	table	NOUN
eaes-3418	102	23	2	2	NUM
eaes-3418	102	24	)	)	PUNCT
eaes-3418	102	25	,	,	PUNCT
eaes-3418	102	26	the	the	DET
eaes-3418	102	27	largest	large	ADJ
eaes-3418	102	28	quantity	quantity	NOUN
eaes-3418	102	29	occurs	occur	VERB
eaes-3418	102	30	in	in	ADP
eaes-3418	102	31	the	the	DET
eaes-3418	102	32	winter	winter	NOUN
eaes-3418	102	33	(	(	PUNCT
eaes-3418	102	34	january	january	NOUN
eaes-3418	102	35	to	to	ADP
eaes-3418	102	36	march	march	PROPN
eaes-3418	102	37	)	)	PUNCT
eaes-3418	102	38	and	and	CCONJ
eaes-3418	102	39	the	the	DET
eaes-3418	102	40	spring	spring	NOUN
eaes-3418	102	41	(	(	PUNCT
eaes-3418	102	42	april	april	PROPN
eaes-3418	102	43	to	to	ADP
eaes-3418	102	44	june	june	PROPN
eaes-3418	102	45	)	)	PUNCT
eaes-3418	102	46	,	,	PUNCT
eaes-3418	102	47	and	and	CCONJ
eaes-3418	102	48	that	that	SCONJ
eaes-3418	102	49	quantity	quantity	NOUN
eaes-3418	102	50	is	be	AUX
eaes-3418	102	51	has	have	AUX
eaes-3418	102	52	grown	grow	VERB
eaes-3418	102	53	at	at	ADP
eaes-3418	102	54	an	an	DET
eaes-3418	102	55	annual	annual	ADJ
eaes-3418	102	56	rate	rate	NOUN
eaes-3418	102	57	exceeding	exceed	VERB
eaes-3418	102	58	an	an	DET
eaes-3418	102	59	average	average	NOUN
eaes-3418	102	60	of	of	ADP
eaes-3418	102	61	50	50	NUM
eaes-3418	102	62	%	%	NOUN
eaes-3418	102	63	cagr	cagr	NOUN
eaes-3418	102	64	from	from	ADP
eaes-3418	102	65	2015	2015	NUM
eaes-3418	102	66	to	to	ADP
eaes-3418	102	67	2018	2018	NUM
eaes-3418	102	68	(	(	PUNCT
eaes-3418	102	69	tripling	triple	VERB
eaes-3418	102	70	)	)	PUNCT
eaes-3418	102	71	.	.	PUNCT
eaes-3418	103	1	reasons	reason	NOUN
eaes-3418	103	2	for	for	ADP
eaes-3418	103	3	this	this	PRON
eaes-3418	103	4	might	might	AUX
eaes-3418	103	5	include	include	VERB
eaes-3418	103	6	greater	great	ADJ
eaes-3418	103	7	mandatory	mandatory	ADJ
eaes-3418	103	8	hydropower	hydropower	NOUN
eaes-3418	103	9	in	in	ADP
eaes-3418	103	10	the	the	DET
eaes-3418	103	11	winter	winter	NOUN
eaes-3418	103	12	and	and	CCONJ
eaes-3418	103	13	spring	spring	NOUN
eaes-3418	103	14	.	.	PUNCT
eaes-3418	104	1	curtailment	curtailment	ADJ
eaes-3418	104	2	in	in	ADP
eaes-3418	104	3	summer	summer	NOUN
eaes-3418	104	4	is	be	AUX
eaes-3418	104	5	much	much	ADV
eaes-3418	104	6	smaller	small	ADJ
eaes-3418	104	7	,	,	PUNCT
eaes-3418	104	8	and	and	CCONJ
eaes-3418	104	9	while	while	SCONJ
eaes-3418	104	10	larger	large	ADJ
eaes-3418	104	11	in	in	ADP
eaes-3418	104	12	the	the	DET
eaes-3418	104	13	fall	fall	NOUN
eaes-3418	104	14	,	,	PUNCT
eaes-3418	104	15	it	it	PRON
eaes-3418	104	16	is	be	AUX
eaes-3418	104	17	fluctuating	fluctuate	VERB
eaes-3418	104	18	.	.	PUNCT
eaes-3418	105	1	in	in	ADP
eaes-3418	105	2	2018	2018	NUM
eaes-3418	105	3	,	,	PUNCT
eaes-3418	105	4	this	this	DET
eaes-3418	105	5	growth	growth	NOUN
eaes-3418	105	6	has	have	AUX
eaes-3418	105	7	slowed	slow	VERB
eaes-3418	105	8	due	due	ADJ
eaes-3418	105	9	to	to	ADP
eaes-3418	105	10	decreased	decrease	VERB
eaes-3418	105	11	hydro	hydro	NOUN
eaes-3418	105	12	generation	generation	NOUN
eaes-3418	105	13	,	,	PUNCT
eaes-3418	105	14	but	but	CCONJ
eaes-3418	105	15	it	it	PRON
eaes-3418	105	16	expected	expect	VERB
eaes-3418	105	17	to	to	PART
eaes-3418	105	18	resume	resume	VERB
eaes-3418	105	19	its	its	PRON
eaes-3418	105	20	rapid	rapid	ADJ
eaes-3418	105	21	growth	growth	NOUN
eaes-3418	105	22	in	in	ADP
eaes-3418	105	23	2019	2019	NUM
eaes-3418	105	24	and	and	CCONJ
eaes-3418	105	25	beyond	beyond	ADP
eaes-3418	105	26	.	.	PUNCT
eaes-3418	106	1	table	table	NOUN
eaes-3418	106	2	2	2	NUM
eaes-3418	106	3	.	.	PUNCT
eaes-3418	107	1	caiso	caiso	NOUN
eaes-3418	107	2	system	system	NOUN
eaes-3418	107	3	-	-	PUNCT
eaes-3418	107	4	wide	wide	ADJ
eaes-3418	107	5	renewable	renewable	ADJ
eaes-3418	107	6	curtailment	curtailment	ADJ
eaes-3418	107	7	,	,	PUNCT
eaes-3418	107	8	2015	2015	NUM
eaes-3418	107	9	-	-	SYM
eaes-3418	107	10	2017	2017	NUM
eaes-3418	107	11	year	year	NOUN
eaes-3418	107	12	winter	winter	NOUN
eaes-3418	107	13	(	(	PUNCT
eaes-3418	107	14	mwh	mwh	PROPN
eaes-3418	107	15	)	)	PUNCT
eaes-3418	107	16	increase	increase	NOUN
eaes-3418	107	17	yoy	yoy	ADJ
eaes-3418	107	18	spring	spring	NOUN
eaes-3418	107	19	(	(	PUNCT
eaes-3418	107	20	mwh	mwh	PROPN
eaes-3418	107	21	)	)	PUNCT
eaes-3418	107	22	increase	increase	NOUN
eaes-3418	107	23	yoy	yoy	ADJ
eaes-3418	107	24	summer	summer	NOUN
eaes-3418	107	25	(	(	PUNCT
eaes-3418	107	26	mwh	mwh	PROPN
eaes-3418	107	27	)	)	PUNCT
eaes-3418	107	28	increase	increase	NOUN
eaes-3418	107	29	yoy	yoy	ADJ
eaes-3418	107	30	fall	fall	NOUN
eaes-3418	107	31	(	(	PUNCT
eaes-3418	107	32	mwh	mwh	PROPN
eaes-3418	107	33	)	)	PUNCT
eaes-3418	107	34	increase	increase	NOUN
eaes-3418	107	35	yoy	yoy	PROPN
eaes-3418	107	36	2015	2015	NUM
eaes-3418	108	1	47,024	47,024	NUM
eaes-3418	109	1	n.a	n.a	PROPN
eaes-3418	109	2	.	.	PROPN
eaes-3418	109	3	84,453	84,453	NUM
eaes-3418	109	4	n.a	n.a	PROPN
eaes-3418	109	5	.	.	PROPN
eaes-3418	109	6	21,496	21,496	NUM
eaes-3418	109	7	n.a	n.a	PROPN
eaes-3418	109	8	.	.	PROPN
eaes-3418	109	9	34,797	34,797	NUM
eaes-3418	109	10	2016	2016	NUM
eaes-3418	109	11	74,885	74,885	NUM
eaes-3418	109	12	59	59	NUM
eaes-3418	109	13	%	%	NOUN
eaes-3418	109	14	yoy	yoy	NOUN
eaes-3418	109	15	92,597	92,597	NUM
eaes-3418	109	16	2	2	NUM
eaes-3418	109	17	%	%	NOUN
eaes-3418	109	18	yoy	yoy	NOUN
eaes-3418	109	19	38,899	38,899	NUM
eaes-3418	109	20	81	81	NUM
eaes-3418	109	21	%	%	NOUN
eaes-3418	109	22	yoy	yoy	NOUN
eaes-3418	109	23	102,043	102,043	NUM
eaes-3418	109	24	194	194	NUM
eaes-3418	109	25	%	%	NOUN
eaes-3418	109	26	yoy	yoy	NOUN
eaes-3418	109	27	2017	2017	NUM
eaes-3418	109	28	185,116	185,116	NUM
eaes-3418	109	29	147	147	NUM
eaes-3418	109	30	%	%	NOUN
eaes-3418	109	31	yoy	yoy	NOUN
eaes-3418	109	32	142,855	142,855	NUM
eaes-3418	109	33	54	54	NUM
eaes-3418	109	34	%	%	NOUN
eaes-3418	109	35	yoy	yoy	NOUN
eaes-3418	109	36	31,329	31,329	NUM
eaes-3418	109	37	-20	-20	NUM
eaes-3418	109	38	%	%	NOUN
eaes-3418	110	1	yoy	yoy	NOUN
eaes-3418	110	2	42,672	42,672	NUM
eaes-3418	110	3	-59	-59	NUM
eaes-3418	110	4	%	%	NOUN
eaes-3418	110	5	yoy	yoy	NOUN
eaes-3418	110	6	2018	2018	NUM
eaes-3418	110	7	145,191	145,191	NUM
eaes-3418	110	8	-22	-22	SYM
eaes-3418	110	9	%	%	NOUN
eaes-3418	110	10	yoy	yoy	NOUN
eaes-3418	110	11	163,309	163,309	NUM
eaes-3418	110	12	14	14	NUM
eaes-3418	110	13	%	%	NOUN
eaes-3418	110	14	yoy	yoy	PROPN
eaes-3418	110	15	n.a	n.a	PROPN
eaes-3418	110	16	.	.	PROPN
eaes-3418	110	17	n.a	n.a	PROPN
eaes-3418	110	18	.	.	PROPN
eaes-3418	110	19	3.2	3.2	NUM
eaes-3418	110	20	caiso	caiso	NOUN
eaes-3418	110	21	daily	daily	ADV
eaes-3418	110	22	and	and	CCONJ
eaes-3418	110	23	monthly	monthly	ADJ
eaes-3418	110	24	reporting	reporting	NOUN
eaes-3418	110	25	caiso	caiso	NOUN
eaes-3418	110	26	provides	provide	VERB
eaes-3418	110	27	a	a	DET
eaes-3418	110	28	nice	nice	ADJ
eaes-3418	110	29	graphical	graphical	ADJ
eaes-3418	110	30	summary	summary	NOUN
eaes-3418	110	31	of	of	ADP
eaes-3418	110	32	monthly	monthly	ADJ
eaes-3418	110	33	renewable	renewable	ADJ
eaes-3418	110	34	curtailment	curtailment	NOUN
eaes-3418	110	35	on	on	ADP
eaes-3418	110	36	is	be	AUX
eaes-3418	110	37	“	"	PUNCT
eaes-3418	110	38	managing	manage	VERB
eaes-3418	110	39	oversupply	oversupply	NOUN
eaes-3418	110	40	”	"	PUNCT
eaes-3418	110	41	web	web	NOUN
eaes-3418	110	42	page	page	NOUN
eaes-3418	110	43	.	.	PUNCT
eaes-3418	111	1	we	we	PRON
eaes-3418	111	2	reproduce	reproduce	VERB
eaes-3418	111	3	the	the	DET
eaes-3418	111	4	june	june	PROPN
eaes-3418	111	5	2018	2018	NUM
eaes-3418	111	6	version	version	NOUN
eaes-3418	111	7	of	of	ADP
eaes-3418	111	8	this	this	DET
eaes-3418	111	9	graph	graph	NOUN
eaes-3418	111	10	in	in	ADP
eaes-3418	111	11	figure	figure	NOUN
eaes-3418	111	12	1	1	NUM
eaes-3418	111	13	.	.	PUNCT
eaes-3418	112	1	of	of	ADP
eaes-3418	112	2	course	course	NOUN
eaes-3418	112	3	,	,	PUNCT
eaes-3418	112	4	its	its	PRON
eaes-3418	112	5	captures	capture	NOUN
eaes-3418	112	6	similar	similar	ADJ
eaes-3418	112	7	trends	trend	NOUN
eaes-3418	112	8	to	to	ADP
eaes-3418	112	9	those	those	PRON
eaes-3418	112	10	we	we	PRON
eaes-3418	112	11	have	have	AUX
eaes-3418	112	12	summarized	summarize	VERB
eaes-3418	112	13	above	above	ADV
eaes-3418	112	14	.	.	PUNCT
eaes-3418	113	1	daily	daily	ADJ
eaes-3418	113	2	reporting	reporting	NOUN
eaes-3418	113	3	of	of	ADP
eaes-3418	113	4	curtailed	curtail	VERB
eaes-3418	113	5	renewables	renewable	NOUN
eaes-3418	113	6	is	be	AUX
eaes-3418	113	7	also	also	ADV
eaes-3418	113	8	available	available	ADJ
eaes-3418	113	9	on	on	ADP
eaes-3418	113	10	this	this	DET
eaes-3418	113	11	site	site	NOUN
eaes-3418	113	12	(	(	PUNCT
eaes-3418	113	13	caiso	caiso	NOUN
eaes-3418	113	14	,	,	PUNCT
eaes-3418	113	15	2018	2018	NUM
eaes-3418	113	16	)	)	PUNCT
eaes-3418	113	17	.	.	PUNCT
eaes-3418	114	1	figure	figure	NOUN
eaes-3418	114	2	1	1	NUM
eaes-3418	114	3	.	.	PUNCT
eaes-3418	115	1	caiso	caiso	NOUN
eaes-3418	115	2	renewable	renewable	ADJ
eaes-3418	115	3	curtailment	curtailment	ADJ
eaes-3418	115	4	by	by	ADP
eaes-3418	115	5	month	month	NOUN
eaes-3418	115	6	,	,	PUNCT
eaes-3418	115	7	january	january	PROPN
eaes-3418	115	8	2016	2016	NUM
eaes-3418	115	9	thru	thru	ADP
eaes-3418	115	10	july	july	PROPN
eaes-3418	115	11	2018	2018	NUM
eaes-3418	115	12	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	115	13	energy	energy	NOUN
eaes-3418	115	14	and	and	CCONJ
eaes-3418	115	15	earth	earth	NOUN
eaes-3418	115	16	science	science	NOUN
eaes-3418	115	17	vol	vol	NOUN
eaes-3418	115	18	.	.	PROPN
eaes-3418	116	1	3	3	NUM
eaes-3418	116	2	,	,	PUNCT
eaes-3418	116	3	no	no	INTJ
eaes-3418	116	4	.	.	NOUN
eaes-3418	116	5	2	2	NUM
eaes-3418	116	6	,	,	PUNCT
eaes-3418	116	7	2020	2020	NUM
eaes-3418	116	8	119	119	NUM
eaes-3418	116	9	published	publish	VERB
eaes-3418	116	10	by	by	ADP
eaes-3418	116	11	scholink	scholink	PROPN
eaes-3418	116	12	inc	inc	PROPN
eaes-3418	116	13	.	.	PROPN
eaes-3418	116	14	4	4	NUM
eaes-3418	116	15	.	.	X
eaes-3418	116	16	negative	negative	ADV
eaes-3418	116	17	-	-	PUNCT
eaes-3418	116	18	priced	price	VERB
eaes-3418	116	19	power	power	NOUN
eaes-3418	116	20	we	we	PRON
eaes-3418	116	21	first	first	ADV
eaes-3418	116	22	consider	consider	VERB
eaes-3418	116	23	the	the	DET
eaes-3418	116	24	aggregate	aggregate	ADJ
eaes-3418	116	25	occurrence	occurrence	NOUN
eaes-3418	116	26	of	of	ADP
eaes-3418	116	27	negative	negative	ADV
eaes-3418	116	28	-	-	PUNCT
eaes-3418	116	29	priced	price	VERB
eaes-3418	116	30	power	power	NOUN
eaes-3418	116	31	in	in	ADP
eaes-3418	116	32	the	the	DET
eaes-3418	116	33	day	day	NOUN
eaes-3418	116	34	-	-	PUNCT
eaes-3418	116	35	ahead	ahead	NOUN
eaes-3418	116	36	and	and	CCONJ
eaes-3418	116	37	real	real	ADJ
eaes-3418	116	38	-	-	PUNCT
eaes-3418	116	39	time	time	NOUN
eaes-3418	116	40	markets	market	NOUN
eaes-3418	116	41	for	for	ADP
eaes-3418	116	42	renewable	renewable	ADJ
eaes-3418	116	43	generation	generation	NOUN
eaes-3418	116	44	,	,	PUNCT
eaes-3418	116	45	system	system	NOUN
eaes-3418	116	46	-	-	PUNCT
eaes-3418	116	47	wide	wide	ADV
eaes-3418	116	48	.	.	PUNCT
eaes-3418	117	1	subsequently	subsequently	ADV
eaes-3418	117	2	,	,	PUNCT
eaes-3418	117	3	using	use	VERB
eaes-3418	117	4	the	the	DET
eaes-3418	117	5	real	real	ADJ
eaes-3418	117	6	-	-	PUNCT
eaes-3418	117	7	time	time	NOUN
eaes-3418	117	8	market	market	NOUN
eaes-3418	117	9	data	datum	NOUN
eaes-3418	117	10	,	,	PUNCT
eaes-3418	117	11	we	we	PRON
eaes-3418	117	12	characterize	characterize	VERB
eaes-3418	117	13	seasonal	seasonal	ADJ
eaes-3418	117	14	variations	variation	NOUN
eaes-3418	117	15	.	.	PUNCT
eaes-3418	118	1	4.1	4.1	NUM
eaes-3418	118	2	system	system	NOUN
eaes-3418	118	3	-	-	PUNCT
eaes-3418	118	4	wide	wide	ADJ
eaes-3418	118	5	negative	negative	ADV
eaes-3418	118	6	-	-	PUNCT
eaes-3418	118	7	priced	price	VERB
eaes-3418	118	8	power	power	NOUN
eaes-3418	118	9	as	as	SCONJ
eaes-3418	118	10	shown	show	VERB
eaes-3418	118	11	in	in	ADP
eaes-3418	118	12	figure	figure	NOUN
eaes-3418	118	13	2	2	NUM
eaes-3418	118	14	,	,	PUNCT
eaes-3418	118	15	the	the	DET
eaes-3418	118	16	quantity	quantity	NOUN
eaes-3418	118	17	of	of	ADP
eaes-3418	118	18	negative	negative	ADV
eaes-3418	118	19	-	-	PUNCT
eaes-3418	118	20	priced	price	VERB
eaes-3418	118	21	power	power	NOUN
eaes-3418	118	22	in	in	ADP
eaes-3418	118	23	both	both	CCONJ
eaes-3418	118	24	the	the	DET
eaes-3418	118	25	day	day	NOUN
eaes-3418	118	26	-	-	PUNCT
eaes-3418	118	27	ahead	ahead	NOUN
eaes-3418	118	28	and	and	CCONJ
eaes-3418	118	29	real	real	ADJ
eaes-3418	118	30	-	-	PUNCT
eaes-3418	118	31	time	time	NOUN
eaes-3418	118	32	markets	market	NOUN
eaes-3418	118	33	has	have	AUX
eaes-3418	118	34	grown	grow	VERB
eaes-3418	118	35	rapidly	rapidly	ADV
eaes-3418	118	36	in	in	ADP
eaes-3418	118	37	the	the	DET
eaes-3418	118	38	period	period	NOUN
eaes-3418	118	39	.	.	PUNCT
eaes-3418	119	1	a	a	DET
eaes-3418	119	2	significant	significant	ADJ
eaes-3418	119	3	quantity	quantity	NOUN
eaes-3418	119	4	of	of	ADP
eaes-3418	119	5	power	power	NOUN
eaes-3418	119	6	is	be	AUX
eaes-3418	119	7	transacted	transact	VERB
eaes-3418	119	8	at	at	ADP
eaes-3418	119	9	negative	negative	ADJ
eaes-3418	119	10	prices	price	NOUN
eaes-3418	119	11	in	in	ADP
eaes-3418	119	12	the	the	DET
eaes-3418	119	13	both	both	CCONJ
eaes-3418	119	14	the	the	DET
eaes-3418	119	15	day	day	NOUN
eaes-3418	119	16	-	-	PUNCT
eaes-3418	119	17	ahead	ahead	NOUN
eaes-3418	119	18	and	and	CCONJ
eaes-3418	119	19	the	the	DET
eaes-3418	119	20	real	real	ADJ
eaes-3418	119	21	-	-	PUNCT
eaes-3418	119	22	time	time	NOUN
eaes-3418	119	23	markets	market	NOUN
eaes-3418	119	24	,	,	PUNCT
eaes-3418	119	25	indicating	indicate	VERB
eaes-3418	119	26	a	a	DET
eaes-3418	119	27	growing	grow	VERB
eaes-3418	119	28	quantity	quantity	NOUN
eaes-3418	119	29	of	of	ADP
eaes-3418	119	30	excess	excess	ADJ
eaes-3418	119	31	renewable	renewable	ADJ
eaes-3418	119	32	power	power	NOUN
eaes-3418	119	33	.	.	PUNCT
eaes-3418	120	1	the	the	DET
eaes-3418	120	2	dam	dam	NOUN
eaes-3418	120	3	negative	negative	ADJ
eaes-3418	120	4	priced	price	VERB
eaes-3418	120	5	power	power	NOUN
eaes-3418	120	6	is	be	AUX
eaes-3418	120	7	nearly	nearly	ADV
eaes-3418	120	8	1twh	1twh	NUM
eaes-3418	120	9	for	for	ADP
eaes-3418	120	10	2017	2017	NUM
eaes-3418	120	11	.	.	PUNCT
eaes-3418	121	1	the	the	DET
eaes-3418	121	2	dam	dam	PROPN
eaes-3418	121	3	-	-	PUNCT
eaes-3418	121	4	rtd	rtd	NOUN
eaes-3418	121	5	-	-	PUNCT
eaes-3418	121	6	scaled	scale	VERB
eaes-3418	121	7	estimates	estimate	NOUN
eaes-3418	121	8	of	of	ADP
eaes-3418	121	9	negative	negative	ADV
eaes-3418	121	10	-	-	PUNCT
eaes-3418	121	11	priced	price	VERB
eaes-3418	121	12	power	power	NOUN
eaes-3418	121	13	are	be	AUX
eaes-3418	121	14	significantly	significantly	ADV
eaes-3418	121	15	larger	large	ADJ
eaes-3418	121	16	,	,	PUNCT
eaes-3418	121	17	as	as	SCONJ
eaes-3418	121	18	they	they	PRON
eaes-3418	121	19	reflect	reflect	VERB
eaes-3418	121	20	both	both	CCONJ
eaes-3418	121	21	the	the	DET
eaes-3418	121	22	growing	grow	VERB
eaes-3418	121	23	dam	dam	NOUN
eaes-3418	121	24	negative	negative	ADJ
eaes-3418	121	25	priced	price	VERB
eaes-3418	121	26	power	power	NOUN
eaes-3418	121	27	,	,	PUNCT
eaes-3418	121	28	and	and	CCONJ
eaes-3418	121	29	a	a	DET
eaes-3418	121	30	scaled	scale	VERB
eaes-3418	121	31	portion	portion	NOUN
eaes-3418	121	32	of	of	ADP
eaes-3418	121	33	the	the	DET
eaes-3418	121	34	rtd	rtd	PROPN
eaes-3418	121	35	negative	negative	ADJ
eaes-3418	121	36	priced	price	VERB
eaes-3418	121	37	power	power	NOUN
eaes-3418	121	38	.	.	PUNCT
eaes-3418	122	1	finally	finally	ADV
eaes-3418	122	2	,	,	PUNCT
eaes-3418	122	3	the	the	DET
eaes-3418	122	4	rtd	rtd	NOUN
eaes-3418	122	5	-	-	PUNCT
eaes-3418	122	6	lmp	lmp	NOUN
eaes-3418	122	7	negative	negative	ADV
eaes-3418	122	8	-	-	PUNCT
eaes-3418	122	9	priced	price	VERB
eaes-3418	122	10	power	power	NOUN
eaes-3418	122	11	is	be	AUX
eaes-3418	122	12	the	the	DET
eaes-3418	122	13	largest	large	ADJ
eaes-3418	122	14	quantity	quantity	NOUN
eaes-3418	122	15	and	and	CCONJ
eaes-3418	122	16	growing	grow	VERB
eaes-3418	122	17	rapidly	rapidly	ADV
eaes-3418	122	18	.	.	PUNCT
eaes-3418	123	1	this	this	DET
eaes-3418	123	2	quantity	quantity	NOUN
eaes-3418	123	3	of	of	ADP
eaes-3418	123	4	2.5	2.5	NUM
eaes-3418	123	5	to	to	PART
eaes-3418	123	6	over	over	ADP
eaes-3418	123	7	5	5	NUM
eaes-3418	123	8	terawatt	terawatt	NOUN
eaes-3418	123	9	-	-	PUNCT
eaes-3418	123	10	hours	hour	NOUN
eaes-3418	123	11	overestimates	overestimate	VERB
eaes-3418	123	12	the	the	DET
eaes-3418	123	13	power	power	NOUN
eaes-3418	123	14	transacted	transact	VERB
eaes-3418	123	15	at	at	ADP
eaes-3418	123	16	negative	negative	ADJ
eaes-3418	123	17	prices	price	NOUN
eaes-3418	123	18	(	(	PUNCT
eaes-3418	123	19	the	the	DET
eaes-3418	123	20	dam	dam	NOUN
eaes-3418	123	21	prices	price	VERB
eaes-3418	123	22	the	the	DET
eaes-3418	123	23	majority	majority	NOUN
eaes-3418	123	24	of	of	ADP
eaes-3418	123	25	the	the	DET
eaes-3418	123	26	power	power	NOUN
eaes-3418	123	27	)	)	PUNCT
eaes-3418	123	28	,	,	PUNCT
eaes-3418	123	29	but	but	CCONJ
eaes-3418	123	30	does	do	AUX
eaes-3418	123	31	reflect	reflect	VERB
eaes-3418	123	32	the	the	DET
eaes-3418	123	33	net	net	ADJ
eaes-3418	123	34	balance	balance	NOUN
eaes-3418	123	35	at	at	ADP
eaes-3418	123	36	real	real	ADJ
eaes-3418	123	37	-	-	PUNCT
eaes-3418	123	38	time	time	NOUN
eaes-3418	123	39	dispatch	dispatch	NOUN
eaes-3418	123	40	,	,	PUNCT
eaes-3418	123	41	and	and	CCONJ
eaes-3418	123	42	can	can	AUX
eaes-3418	123	43	be	be	AUX
eaes-3418	123	44	directly	directly	ADV
eaes-3418	123	45	compared	compare	VERB
eaes-3418	123	46	to	to	ADP
eaes-3418	123	47	studies	study	NOUN
eaes-3418	123	48	in	in	ADP
eaes-3418	123	49	other	other	ADJ
eaes-3418	123	50	iso	iso	NOUN
eaes-3418	123	51	’s	’s	PART
eaes-3418	123	52	.	.	PUNCT
eaes-3418	124	1	figure	figure	NOUN
eaes-3418	124	2	2	2	NUM
eaes-3418	124	3	.	.	PUNCT
eaes-3418	124	4	estimates	estimate	NOUN
eaes-3418	124	5	for	for	ADP
eaes-3418	124	6	negative	negative	ADV
eaes-3418	124	7	-	-	PUNCT
eaes-3418	124	8	priced	price	VERB
eaes-3418	124	9	power	power	NOUN
eaes-3418	124	10	from	from	ADP
eaes-3418	124	11	day	day	NOUN
eaes-3418	124	12	-	-	PUNCT
eaes-3418	124	13	ahead	ahead	NOUN
eaes-3418	124	14	,	,	PUNCT
eaes-3418	124	15	real	real	ADJ
eaes-3418	124	16	-	-	PUNCT
eaes-3418	124	17	time	time	NOUN
eaes-3418	124	18	,	,	PUNCT
eaes-3418	124	19	and	and	CCONJ
eaes-3418	124	20	a	a	DET
eaes-3418	124	21	scaled	scale	VERB
eaes-3418	124	22	estimate	estimate	NOUN
eaes-3418	124	23	,	,	PUNCT
eaes-3418	124	24	caiso	caiso	NOUN
eaes-3418	124	25	,	,	PUNCT
eaes-3418	124	26	2015	2015	NUM
eaes-3418	124	27	-	-	SYM
eaes-3418	124	28	017	017	NUM
eaes-3418	124	29	looking	look	VERB
eaes-3418	124	30	at	at	ADP
eaes-3418	124	31	table	table	NOUN
eaes-3418	124	32	3	3	NUM
eaes-3418	124	33	,	,	PUNCT
eaes-3418	124	34	we	we	PRON
eaes-3418	124	35	see	see	VERB
eaes-3418	124	36	that	that	SCONJ
eaes-3418	124	37	all	all	DET
eaes-3418	124	38	three	three	NUM
eaes-3418	124	39	estimates	estimate	NOUN
eaes-3418	124	40	of	of	ADP
eaes-3418	124	41	negative	negative	ADV
eaes-3418	124	42	-	-	PUNCT
eaes-3418	124	43	priced	price	VERB
eaes-3418	124	44	power	power	NOUN
eaes-3418	124	45	have	have	VERB
eaes-3418	124	46	large	large	ADJ
eaes-3418	124	47	cagr	cagr	NOUN
eaes-3418	124	48	’s	’s	NOUN
eaes-3418	124	49	:	:	PUNCT
eaes-3418	124	50	>	>	PUNCT
eaes-3418	124	51	300	300	NUM
eaes-3418	124	52	%	%	NOUN
eaes-3418	124	53	for	for	ADP
eaes-3418	124	54	dam	dam	NOUN
eaes-3418	124	55	-	-	PUNCT
eaes-3418	124	56	lmp	lmp	ADJ
eaes-3418	124	57	,	,	PUNCT
eaes-3418	124	58	49	49	NUM
eaes-3418	124	59	%	%	NOUN
eaes-3418	124	60	and	and	CCONJ
eaes-3418	124	61	102	102	NUM
eaes-3418	124	62	%	%	NOUN
eaes-3418	124	63	for	for	ADP
eaes-3418	124	64	dam	dam	NOUN
eaes-3418	124	65	-	-	PUNCT
eaes-3418	124	66	rtd	rtd	NOUN
eaes-3418	124	67	-	-	PUNCT
eaes-3418	124	68	scaled	scale	VERB
eaes-3418	124	69	,	,	PUNCT
eaes-3418	124	70	and	and	CCONJ
eaes-3418	124	71	35	35	NUM
eaes-3418	124	72	%	%	NOUN
eaes-3418	124	73	and	and	CCONJ
eaes-3418	124	74	54	54	NUM
eaes-3418	124	75	%	%	NOUN
eaes-3418	124	76	for	for	ADP
eaes-3418	124	77	rtd	rtd	NOUN
eaes-3418	124	78	-	-	PUNCT
eaes-3418	124	79	lmp	lmp	NOUN
eaes-3418	124	80	.	.	PUNCT
eaes-3418	125	1	all	all	PRON
eaes-3418	125	2	of	of	ADP
eaes-3418	125	3	these	these	DET
eaes-3418	125	4	measures	measure	NOUN
eaes-3418	125	5	are	be	AUX
eaes-3418	125	6	growing	grow	VERB
eaes-3418	125	7	fast	fast	ADV
eaes-3418	125	8	,	,	PUNCT
eaes-3418	125	9	and	and	CCONJ
eaes-3418	125	10	at	at	ADP
eaes-3418	125	11	terawatt	terawatt	NOUN
eaes-3418	125	12	-	-	PUNCT
eaes-3418	125	13	hours	hour	NOUN
eaes-3418	125	14	,	,	PUNCT
eaes-3418	125	15	these	these	PRON
eaes-3418	125	16	are	be	AUX
eaes-3418	125	17	large	large	ADJ
eaes-3418	125	18	quantities	quantity	NOUN
eaes-3418	125	19	of	of	ADP
eaes-3418	125	20	power	power	NOUN
eaes-3418	125	21	.	.	PUNCT
eaes-3418	126	1	the	the	DET
eaes-3418	126	2	rtd	rtd	PROPN
eaes-3418	126	3	-	-	PUNCT
eaes-3418	126	4	lmp	lmp	NOUN
eaes-3418	126	5	negative	negative	ADV
eaes-3418	126	6	-	-	PUNCT
eaes-3418	126	7	priced	price	VERB
eaes-3418	126	8	power	power	NOUN
eaes-3418	126	9	represents	represent	VERB
eaes-3418	126	10	a	a	DET
eaes-3418	126	11	significant	significant	ADJ
eaes-3418	126	12	fraction	fraction	NOUN
eaes-3418	126	13	of	of	ADP
eaes-3418	126	14	total	total	ADJ
eaes-3418	126	15	renewable	renewable	ADJ
eaes-3418	126	16	generation	generation	NOUN
eaes-3418	126	17	in	in	ADP
eaes-3418	126	18	the	the	DET
eaes-3418	126	19	caiso	caiso	NOUN
eaes-3418	126	20	region	region	NOUN
eaes-3418	126	21	and	and	CCONJ
eaes-3418	126	22	is	be	AUX
eaes-3418	126	23	now	now	ADV
eaes-3418	126	24	a	a	DET
eaes-3418	126	25	magnitude	magnitude	NOUN
eaes-3418	126	26	that	that	PRON
eaes-3418	126	27	is	be	AUX
eaes-3418	126	28	comparable	comparable	ADJ
eaes-3418	126	29	to	to	ADP
eaes-3418	126	30	the	the	DET
eaes-3418	126	31	negative	negative	ADV
eaes-3418	126	32	-	-	PUNCT
eaes-3418	126	33	priced	price	VERB
eaes-3418	126	34	power	power	NOUN
eaes-3418	126	35	documented	document	VERB
eaes-3418	126	36	in	in	ADP
eaes-3418	126	37	the	the	DET
eaes-3418	126	38	miso	miso	NOUN
eaes-3418	126	39	region	region	NOUN
eaes-3418	126	40	(	(	PUNCT
eaes-3418	126	41	6	6	NUM
eaes-3418	126	42	twh	twh	NOUN
eaes-3418	126	43	in	in	ADP
eaes-3418	126	44	2013	2013	NUM
eaes-3418	126	45	increasing	increase	VERB
eaes-3418	126	46	to	to	ADP
eaes-3418	126	47	over	over	ADP
eaes-3418	126	48	7	7	NUM
eaes-3418	126	49	twh	twh	NOUN
eaes-3418	126	50	in	in	ADP
eaes-3418	126	51	2016	2016	NUM
eaes-3418	126	52	(	(	PUNCT
eaes-3418	126	53	chien	chien	PROPN
eaes-3418	126	54	,	,	PUNCT
eaes-3418	126	55	2018	2018	NUM
eaes-3418	126	56	)	)	PUNCT
eaes-3418	126	57	)	)	PUNCT
eaes-3418	126	58	.	.	PUNCT
eaes-3418	127	1	the	the	DET
eaes-3418	127	2	growth	growth	NOUN
eaes-3418	127	3	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	127	4	energy	energy	NOUN
eaes-3418	127	5	and	and	CCONJ
eaes-3418	127	6	earth	earth	NOUN
eaes-3418	127	7	science	science	NOUN
eaes-3418	127	8	vol	vol	NOUN
eaes-3418	127	9	.	.	PROPN
eaes-3418	128	1	3	3	NUM
eaes-3418	128	2	,	,	PUNCT
eaes-3418	128	3	no	no	INTJ
eaes-3418	128	4	.	.	NOUN
eaes-3418	128	5	2	2	NUM
eaes-3418	128	6	,	,	PUNCT
eaes-3418	128	7	2020	2020	NUM
eaes-3418	128	8	120	120	NUM
eaes-3418	128	9	published	publish	VERB
eaes-3418	128	10	by	by	ADP
eaes-3418	128	11	scholink	scholink	PROPN
eaes-3418	128	12	inc	inc	PROPN
eaes-3418	128	13	.	.	PROPN
eaes-3418	129	1	observed	observe	VERB
eaes-3418	129	2	from	from	ADP
eaes-3418	129	3	2015	2015	NUM
eaes-3418	129	4	-	-	SYM
eaes-3418	129	5	17	17	NUM
eaes-3418	129	6	,	,	PUNCT
eaes-3418	129	7	if	if	SCONJ
eaes-3418	129	8	extrapolated	extrapolate	VERB
eaes-3418	129	9	,	,	PUNCT
eaes-3418	129	10	suggests	suggest	VERB
eaes-3418	129	11	a	a	DET
eaes-3418	129	12	doubling	double	VERB
eaes-3418	129	13	period	period	NOUN
eaes-3418	129	14	of	of	ADP
eaes-3418	129	15	2	2	NUM
eaes-3418	129	16	years	year	NOUN
eaes-3418	129	17	that	that	SCONJ
eaes-3418	129	18	if	if	SCONJ
eaes-3418	129	19	realized	realize	VERB
eaes-3418	129	20	would	would	AUX
eaes-3418	129	21	produce	produce	VERB
eaes-3418	129	22	in	in	ADP
eaes-3418	129	23	excess	excess	NOUN
eaes-3418	129	24	of	of	ADP
eaes-3418	129	25	10	10	NUM
eaes-3418	129	26	twh	twh	NOUN
eaes-3418	129	27	of	of	ADP
eaes-3418	129	28	negative	negative	ADV
eaes-3418	129	29	-	-	PUNCT
eaes-3418	129	30	priced	price	VERB
eaes-3418	129	31	power	power	NOUN
eaes-3418	129	32	in	in	ADP
eaes-3418	129	33	the	the	DET
eaes-3418	129	34	real	real	ADJ
eaes-3418	129	35	-	-	PUNCT
eaes-3418	129	36	time	time	NOUN
eaes-3418	129	37	market	market	NOUN
eaes-3418	129	38	.	.	PUNCT
eaes-3418	130	1	this	this	DET
eaes-3418	130	2	quantity	quantity	NOUN
eaes-3418	130	3	would	would	AUX
eaes-3418	130	4	be	be	AUX
eaes-3418	130	5	far	far	ADV
eaes-3418	130	6	larger	large	ADJ
eaes-3418	130	7	than	than	ADP
eaes-3418	130	8	that	that	PRON
eaes-3418	130	9	occurring	occur	VERB
eaes-3418	130	10	in	in	ADP
eaes-3418	130	11	miso	miso	NOUN
eaes-3418	130	12	,	,	PUNCT
eaes-3418	130	13	and	and	CCONJ
eaes-3418	130	14	larger	large	ADJ
eaes-3418	130	15	as	as	ADP
eaes-3418	130	16	a	a	DET
eaes-3418	130	17	fraction	fraction	NOUN
eaes-3418	130	18	of	of	ADP
eaes-3418	130	19	total	total	ADJ
eaes-3418	130	20	power	power	NOUN
eaes-3418	130	21	delivered	deliver	VERB
eaes-3418	130	22	by	by	ADP
eaes-3418	130	23	more	more	ADJ
eaes-3418	130	24	than	than	ADP
eaes-3418	130	25	2.5x	2.5x	NUM
eaes-3418	130	26	.	.	PUNCT
eaes-3418	130	27	table	table	NOUN
eaes-3418	130	28	3	3	NUM
eaes-3418	130	29	.	.	PUNCT
eaes-3418	130	30	caiso	caiso	NOUN
eaes-3418	130	31	system	system	NOUN
eaes-3418	130	32	-	-	PUNCT
eaes-3418	130	33	wide	wide	ADJ
eaes-3418	130	34	negative	negative	ADV
eaes-3418	130	35	-	-	PUNCT
eaes-3418	130	36	priced	price	VERB
eaes-3418	130	37	renewable	renewable	ADJ
eaes-3418	130	38	generation	generation	NOUN
eaes-3418	130	39	,	,	PUNCT
eaes-3418	130	40	2015	2015	NUM
eaes-3418	130	41	-	-	SYM
eaes-3418	130	42	2017	2017	NUM
eaes-3418	130	43	year	year	NOUN
eaes-3418	130	44	dam	dam	NOUN
eaes-3418	130	45	-	-	PROPN
eaes-3418	130	46	l	l	NOUN
eaes-3418	130	47	mp	mp	PROPN
eaes-3418	130	48	(	(	PUNCT
eaes-3418	130	49	mwh	mwh	PROPN
eaes-3418	130	50	)	)	PUNCT
eaes-3418	130	51	dam	dam	PROPN
eaes-3418	130	52	-	-	PROPN
eaes-3418	130	53	rt	rt	INTJ
eaes-3418	130	54	d	d	PROPN
eaes-3418	130	55	-	-	PUNCT
eaes-3418	130	56	scaled	scale	VERB
eaes-3418	130	57	(	(	PUNCT
eaes-3418	130	58	mwh	mwh	PROPN
eaes-3418	130	59	)	)	PUNCT
eaes-3418	130	60	yoy	yoy	PROPN
eaes-3418	130	61	rtd	rtd	PROPN
eaes-3418	130	62	-	-	PUNCT
eaes-3418	130	63	lmp	lmp	PROPN
eaes-3418	130	64	(	(	PUNCT
eaes-3418	130	65	mwh	mwh	PROPN
eaes-3418	130	66	)	)	PUNCT
eaes-3418	130	67	yoy	yoy	PROPN
eaes-3418	130	68	total	total	ADJ
eaes-3418	130	69	renewables	renewable	NOUN
eaes-3418	130	70	dam	dam	NOUN
eaes-3418	130	71	(	(	PUNCT
eaes-3418	130	72	mwh	mwh	PROPN
eaes-3418	130	73	)	)	PUNCT
eaes-3418	130	74	total	total	ADJ
eaes-3418	130	75	renewables	renewable	NOUN
eaes-3418	130	76	rtd	rtd	PROPN
eaes-3418	130	77	(	(	PUNCT
eaes-3418	130	78	mwh	mwh	PROPN
eaes-3418	130	79	)	)	PUNCT
eaes-3418	130	80	fraction	fraction	NOUN
eaes-3418	130	81	total	total	ADJ
eaes-3418	130	82	renewables	renewable	NOUN
eaes-3418	130	83	2015	2015	NUM
eaes-3418	130	84	48,655	48,655	NUM
eaes-3418	130	85	539,271	539,271	NUM
eaes-3418	130	86	n.a	n.a	PROPN
eaes-3418	130	87	.	.	PROPN
eaes-3418	130	88	2,512,571	2,512,571	NUM
eaes-3418	130	89	n.a	n.a	PROPN
eaes-3418	130	90	.	.	PROPN
eaes-3418	130	91	20,377,783	20,377,783	NUM
eaes-3418	130	92	25,322,336	25,322,336	NUM
eaes-3418	130	93	9.9	9.9	NUM
eaes-3418	130	94	%	%	NOUN
eaes-3418	130	95	2016	2016	NUM
eaes-3418	130	96	213,952	213,952	NUM
eaes-3418	130	97	801,911	801,911	NUM
eaes-3418	130	98	49	49	NUM
eaes-3418	130	99	%	%	NOUN
eaes-3418	130	100	3,879,929	3,879,929	NUM
eaes-3418	130	101	54	54	NUM
eaes-3418	130	102	%	%	NOUN
eaes-3418	130	103	26,770,145	26,770,145	NUM
eaes-3418	130	104	31,551,400	31,551,400	NUM
eaes-3418	130	105	12.3	12.3	NUM
eaes-3418	130	106	%	%	NOUN
eaes-3418	130	107	2017	2017	NUM
eaes-3418	130	108	945,791	945,791	NUM
eaes-3418	130	109	1,626,848	1,626,848	NUM
eaes-3418	130	110	102	102	NUM
eaes-3418	130	111	%	%	NOUN
eaes-3418	130	112	5,263,853	5,263,853	NUM
eaes-3418	130	113	35	35	NUM
eaes-3418	130	114	%	%	NOUN
eaes-3418	130	115	32,686,789	32,686,789	NUM
eaes-3418	130	116	37,544,424	37,544,424	NUM
eaes-3418	130	117	14.0	14.0	NUM
eaes-3418	130	118	%	%	NOUN
eaes-3418	130	119	4.2	4.2	NUM
eaes-3418	130	120	real	real	ADJ
eaes-3418	130	121	-	-	PUNCT
eaes-3418	130	122	time	time	NOUN
eaes-3418	130	123	dispatch	dispatch	NOUN
eaes-3418	130	124	(	(	PUNCT
eaes-3418	130	125	rtd	rtd	NOUN
eaes-3418	130	126	-	-	PUNCT
eaes-3418	130	127	lmp	lmp	NOUN
eaes-3418	130	128	)	)	PUNCT
eaes-3418	130	129	seasonal	seasonal	ADJ
eaes-3418	130	130	characterization	characterization	NOUN
eaes-3418	130	131	study	study	NOUN
eaes-3418	130	132	of	of	ADP
eaes-3418	130	133	negative	negative	ADV
eaes-3418	130	134	-	-	PUNCT
eaes-3418	130	135	priced	price	VERB
eaes-3418	130	136	generation	generation	NOUN
eaes-3418	130	137	using	use	VERB
eaes-3418	130	138	rtd	rtd	NOUN
eaes-3418	130	139	-	-	PUNCT
eaes-3418	130	140	lmp	lmp	NOUN
eaes-3418	130	141	across	across	ADP
eaes-3418	130	142	seasons	season	NOUN
eaes-3418	130	143	is	be	AUX
eaes-3418	130	144	shown	show	VERB
eaes-3418	130	145	table	table	NOUN
eaes-3418	130	146	4	4	NUM
eaes-3418	130	147	and	and	CCONJ
eaes-3418	130	148	figure	figure	VERB
eaes-3418	130	149	3	3	NUM
eaes-3418	130	150	.	.	PUNCT
eaes-3418	131	1	the	the	DET
eaes-3418	131	2	largest	large	ADJ
eaes-3418	131	3	quantities	quantity	NOUN
eaes-3418	131	4	occur	occur	VERB
eaes-3418	131	5	in	in	ADP
eaes-3418	131	6	the	the	DET
eaes-3418	131	7	winter	winter	NOUN
eaes-3418	131	8	(	(	PUNCT
eaes-3418	131	9	january	january	PROPN
eaes-3418	131	10	thru	thru	ADP
eaes-3418	131	11	march	march	PROPN
eaes-3418	131	12	)	)	PUNCT
eaes-3418	131	13	and	and	CCONJ
eaes-3418	131	14	spring	spring	NOUN
eaes-3418	131	15	(	(	PUNCT
eaes-3418	131	16	april	april	PROPN
eaes-3418	131	17	thru	thru	PROPN
eaes-3418	131	18	june	june	PROPN
eaes-3418	131	19	)	)	PUNCT
eaes-3418	131	20	seasons	season	NOUN
eaes-3418	131	21	,	,	PUNCT
eaes-3418	131	22	with	with	ADP
eaes-3418	131	23	those	those	DET
eaes-3418	131	24	seasons	season	NOUN
eaes-3418	131	25	accounting	account	VERB
eaes-3418	131	26	for	for	ADP
eaes-3418	131	27	44	44	NUM
eaes-3418	131	28	%	%	NOUN
eaes-3418	131	29	and	and	CCONJ
eaes-3418	131	30	37	37	NUM
eaes-3418	131	31	%	%	NOUN
eaes-3418	131	32	of	of	ADP
eaes-3418	131	33	the	the	DET
eaes-3418	131	34	annual	annual	ADJ
eaes-3418	131	35	quantities	quantity	NOUN
eaes-3418	131	36	respectively	respectively	ADV
eaes-3418	131	37	.	.	PUNCT
eaes-3418	132	1	increase	increase	NOUN
eaes-3418	132	2	in	in	ADP
eaes-3418	132	3	these	these	DET
eaes-3418	132	4	seasons	season	NOUN
eaes-3418	132	5	has	have	AUX
eaes-3418	132	6	been	be	AUX
eaes-3418	132	7	rapid	rapid	ADJ
eaes-3418	132	8	and	and	CCONJ
eaes-3418	132	9	continued	continue	VERB
eaes-3418	132	10	,	,	PUNCT
eaes-3418	132	11	but	but	CCONJ
eaes-3418	132	12	fluctuating	fluctuate	VERB
eaes-3418	132	13	,	,	PUNCT
eaes-3418	132	14	perhaps	perhaps	ADV
eaes-3418	132	15	due	due	ADP
eaes-3418	132	16	to	to	ADP
eaes-3418	132	17	changes	change	NOUN
eaes-3418	132	18	in	in	ADP
eaes-3418	132	19	mandatory	mandatory	ADJ
eaes-3418	132	20	generation	generation	NOUN
eaes-3418	132	21	due	due	ADP
eaes-3418	132	22	to	to	ADP
eaes-3418	132	23	runoff	runoff	NOUN
eaes-3418	132	24	requirements	requirement	NOUN
eaes-3418	132	25	in	in	ADP
eaes-3418	132	26	hydroelectric	hydroelectric	ADJ
eaes-3418	132	27	generation	generation	NOUN
eaes-3418	132	28	.	.	PUNCT
eaes-3418	133	1	however	however	ADV
eaes-3418	133	2	,	,	PUNCT
eaes-3418	133	3	while	while	SCONJ
eaes-3418	133	4	those	those	DET
eaes-3418	133	5	fluctuations	fluctuation	NOUN
eaes-3418	133	6	may	may	AUX
eaes-3418	133	7	mask	mask	VERB
eaes-3418	133	8	the	the	DET
eaes-3418	133	9	trend	trend	NOUN
eaes-3418	133	10	,	,	PUNCT
eaes-3418	133	11	they	they	PRON
eaes-3418	133	12	present	present	VERB
eaes-3418	133	13	no	no	DET
eaes-3418	133	14	mechanistic	mechanistic	ADJ
eaes-3418	133	15	argument	argument	NOUN
eaes-3418	133	16	for	for	ADP
eaes-3418	133	17	changing	change	VERB
eaes-3418	133	18	it	it	PRON
eaes-3418	133	19	.	.	PUNCT
eaes-3418	134	1	the	the	DET
eaes-3418	134	2	winter	winter	NOUN
eaes-3418	134	3	2017	2017	NUM
eaes-3418	134	4	negative	negative	ADV
eaes-3418	134	5	-	-	PUNCT
eaes-3418	134	6	priced	price	VERB
eaes-3418	134	7	generation	generation	NOUN
eaes-3418	134	8	corresponds	correspond	VERB
eaes-3418	134	9	to	to	ADP
eaes-3418	134	10	25.5	25.5	NUM
eaes-3418	134	11	gwh	gwh	NOUN
eaes-3418	134	12	/	/	SYM
eaes-3418	134	13	day	day	NOUN
eaes-3418	134	14	,	,	PUNCT
eaes-3418	134	15	a	a	DET
eaes-3418	134	16	24	24	NUM
eaes-3418	134	17	-	-	PUNCT
eaes-3418	134	18	hour	hour	NOUN
eaes-3418	134	19	rate	rate	NOUN
eaes-3418	134	20	of	of	ADP
eaes-3418	134	21	1.06	1.06	NUM
eaes-3418	134	22	gw	gw	NOUN
eaes-3418	134	23	,	,	PUNCT
eaes-3418	134	24	but	but	CCONJ
eaes-3418	134	25	if	if	SCONJ
eaes-3418	134	26	over	over	ADP
eaes-3418	134	27	the	the	DET
eaes-3418	134	28	solar	solar	ADJ
eaes-3418	134	29	generation	generation	NOUN
eaes-3418	134	30	hours	hour	NOUN
eaes-3418	134	31	,	,	PUNCT
eaes-3418	134	32	closer	close	ADJ
eaes-3418	134	33	to	to	ADP
eaes-3418	134	34	2.6	2.6	NUM
eaes-3418	134	35	gw	gw	NOUN
eaes-3418	134	36	.	.	PUNCT
eaes-3418	135	1	in	in	ADP
eaes-3418	135	2	summer	summer	NOUN
eaes-3418	135	3	and	and	CCONJ
eaes-3418	135	4	fall	fall	NOUN
eaes-3418	135	5	,	,	PUNCT
eaes-3418	135	6	negative	negative	ADV
eaes-3418	135	7	-	-	PUNCT
eaes-3418	135	8	priced	price	VERB
eaes-3418	135	9	generation	generation	NOUN
eaes-3418	135	10	is	be	AUX
eaes-3418	135	11	much	much	ADV
eaes-3418	135	12	smaller	small	ADJ
eaes-3418	135	13	,	,	PUNCT
eaes-3418	135	14	due	due	ADP
eaes-3418	135	15	to	to	ADP
eaes-3418	135	16	higher	high	ADJ
eaes-3418	135	17	loads	load	NOUN
eaes-3418	135	18	,	,	PUNCT
eaes-3418	135	19	but	but	CCONJ
eaes-3418	135	20	still	still	ADV
eaes-3418	135	21	significant	significant	ADJ
eaes-3418	135	22	,	,	PUNCT
eaes-3418	135	23	5.5	5.5	NUM
eaes-3418	135	24	gwh	gwh	NOUN
eaes-3418	135	25	/	/	SYM
eaes-3418	135	26	day	day	NOUN
eaes-3418	135	27	,	,	PUNCT
eaes-3418	135	28	with	with	ADP
eaes-3418	135	29	corresponding	correspond	VERB
eaes-3418	135	30	24	24	NUM
eaes-3418	135	31	-	-	PUNCT
eaes-3418	135	32	hour	hour	NOUN
eaes-3418	135	33	rates	rate	NOUN
eaes-3418	135	34	of	of	ADP
eaes-3418	135	35	0.23	0.23	NUM
eaes-3418	135	36	gw	gw	NOUN
eaes-3418	135	37	,	,	PUNCT
eaes-3418	135	38	and	and	CCONJ
eaes-3418	135	39	solar	solar	ADJ
eaes-3418	135	40	generation	generation	NOUN
eaes-3418	135	41	hours	hour	NOUN
eaes-3418	135	42	of	of	ADP
eaes-3418	135	43	0.55	0.55	NUM
eaes-3418	135	44	gw	gw	NOUN
eaes-3418	135	45	.	.	PUNCT
eaes-3418	135	46	table	table	NOUN
eaes-3418	135	47	4	4	NUM
eaes-3418	135	48	.	.	PUNCT
eaes-3418	135	49	caiso	caiso	NOUN
eaes-3418	135	50	system	system	NOUN
eaes-3418	135	51	-	-	PUNCT
eaes-3418	135	52	wide	wide	ADJ
eaes-3418	135	53	negative	negative	ADV
eaes-3418	135	54	-	-	PUNCT
eaes-3418	135	55	priced	price	VERB
eaes-3418	135	56	renewable	renewable	ADJ
eaes-3418	135	57	generation	generation	NOUN
eaes-3418	135	58	(	(	PUNCT
eaes-3418	135	59	rtd	rtd	NOUN
eaes-3418	135	60	-	-	PUNCT
eaes-3418	135	61	lmp	lmp	NOUN
eaes-3418	135	62	)	)	PUNCT
eaes-3418	135	63	,	,	PUNCT
eaes-3418	135	64	by	by	ADP
eaes-3418	135	65	season	season	NOUN
eaes-3418	135	66	,	,	PUNCT
eaes-3418	135	67	2015	2015	NUM
eaes-3418	135	68	-	-	SYM
eaes-3418	135	69	2017	2017	NUM
eaes-3418	135	70	year	year	NOUN
eaes-3418	135	71	winter	winter	NOUN
eaes-3418	135	72	(	(	PUNCT
eaes-3418	135	73	mwh	mwh	PROPN
eaes-3418	135	74	)	)	PUNCT
eaes-3418	135	75	increase	increase	NOUN
eaes-3418	135	76	yoy	yoy	ADJ
eaes-3418	135	77	spring	spring	NOUN
eaes-3418	135	78	(	(	PUNCT
eaes-3418	135	79	mwh	mwh	PROPN
eaes-3418	135	80	)	)	PUNCT
eaes-3418	135	81	increase	increase	NOUN
eaes-3418	135	82	yoy	yoy	ADJ
eaes-3418	135	83	summer	summer	NOUN
eaes-3418	135	84	(	(	PUNCT
eaes-3418	135	85	mwh	mwh	PROPN
eaes-3418	135	86	)	)	PUNCT
eaes-3418	135	87	increase	increase	NOUN
eaes-3418	135	88	yoy	yoy	ADJ
eaes-3418	135	89	fall	fall	NOUN
eaes-3418	135	90	(	(	PUNCT
eaes-3418	135	91	mwh	mwh	PROPN
eaes-3418	135	92	)	)	PUNCT
eaes-3418	135	93	increase	increase	NOUN
eaes-3418	135	94	yoy	yoy	PROPN
eaes-3418	136	1	2015	2015	NUM
eaes-3418	136	2	656,484	656,484	NUM
eaes-3418	136	3	n.a	n.a	PROPN
eaes-3418	136	4	.	.	PROPN
eaes-3418	136	5	1,294,340	1,294,340	NUM
eaes-3418	136	6	n.a	n.a	PROPN
eaes-3418	136	7	.	.	PROPN
eaes-3418	136	8	224,489	224,489	NUM
eaes-3418	137	1	n.a	n.a	PROPN
eaes-3418	137	2	.	.	PROPN
eaes-3418	137	3	336,677	336,677	NUM
eaes-3418	137	4	2016	2016	NUM
eaes-3418	137	5	962,276	962,276	NUM
eaes-3418	137	6	47	47	NUM
eaes-3418	137	7	%	%	NOUN
eaes-3418	137	8	yoy	yoy	NOUN
eaes-3418	137	9	1,273,677	1,273,677	NUM
eaes-3418	137	10	(	(	PUNCT
eaes-3418	137	11	-2	-2	INTJ
eaes-3418	137	12	%	%	INTJ
eaes-3418	137	13	)	)	PUNCT
eaes-3418	138	1	yoy	yoy	NOUN
eaes-3418	138	2	468,794	468,794	NUM
eaes-3418	138	3	109	109	NUM
eaes-3418	138	4	%	%	NOUN
eaes-3418	139	1	yoy	yoy	NOUN
eaes-3418	139	2	975,180	975,180	NUM
eaes-3418	139	3	190	190	NUM
eaes-3418	139	4	%	%	NOUN
eaes-3418	139	5	yoy	yoy	NOUN
eaes-3418	139	6	2017	2017	NUM
eaes-3418	139	7	2,316,267	2,316,267	NUM
eaes-3418	139	8	140	140	NUM
eaes-3418	139	9	%	%	NOUN
eaes-3418	139	10	yoy	yoy	NOUN
eaes-3418	139	11	1,964,827	1,964,827	NUM
eaes-3418	139	12	54	54	NUM
eaes-3418	139	13	%	%	NOUN
eaes-3418	139	14	yoy	yoy	NOUN
eaes-3418	140	1	535,722	535,722	NUM
eaes-3418	140	2	14	14	NUM
eaes-3418	140	3	%	%	NOUN
eaes-3418	140	4	yoy	yoy	NOUN
eaes-3418	140	5	447,037	447,037	NUM
eaes-3418	140	6	-55	-55	NUM
eaes-3418	140	7	%	%	NOUN
eaes-3418	141	1	yoy	yoy	PROPN
eaes-3418	141	2	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	141	3	energy	energy	NOUN
eaes-3418	141	4	and	and	CCONJ
eaes-3418	141	5	earth	earth	NOUN
eaes-3418	141	6	science	science	NOUN
eaes-3418	141	7	vol	vol	NOUN
eaes-3418	141	8	.	.	PROPN
eaes-3418	142	1	3	3	NUM
eaes-3418	142	2	,	,	PUNCT
eaes-3418	142	3	no	no	INTJ
eaes-3418	142	4	.	.	NOUN
eaes-3418	142	5	2	2	NUM
eaes-3418	142	6	,	,	PUNCT
eaes-3418	142	7	2020	2020	NUM
eaes-3418	142	8	121	121	NUM
eaes-3418	142	9	published	publish	VERB
eaes-3418	142	10	by	by	ADP
eaes-3418	142	11	scholink	scholink	PROPN
eaes-3418	142	12	inc	inc	PROPN
eaes-3418	142	13	.	.	PROPN
eaes-3418	142	14	figure	figure	NOUN
eaes-3418	142	15	3	3	NUM
eaes-3418	142	16	.	.	PUNCT
eaes-3418	142	17	seasonal	seasonal	ADJ
eaes-3418	142	18	growth	growth	NOUN
eaes-3418	142	19	of	of	ADP
eaes-3418	142	20	negative	negative	ADV
eaes-3418	142	21	-	-	PUNCT
eaes-3418	142	22	priced	price	VERB
eaes-3418	142	23	power	power	NOUN
eaes-3418	142	24	(	(	PUNCT
eaes-3418	142	25	rtd	rtd	NOUN
eaes-3418	142	26	-	-	PUNCT
eaes-3418	142	27	lmp	lmp	NOUN
eaes-3418	142	28	)	)	PUNCT
eaes-3418	142	29	,	,	PUNCT
eaes-3418	142	30	caiso	caiso	NOUN
eaes-3418	142	31	2015	2015	NUM
eaes-3418	142	32	-	-	SYM
eaes-3418	142	33	2017	2017	NUM
eaes-3418	142	34	4.3	4.3	NUM
eaes-3418	142	35	daily	daily	ADJ
eaes-3418	142	36	variation	variation	NOUN
eaes-3418	142	37	of	of	ADP
eaes-3418	142	38	caiso	caiso	NOUN
eaes-3418	142	39	system	system	NOUN
eaes-3418	142	40	-	-	PUNCT
eaes-3418	142	41	wide	wide	ADJ
eaes-3418	142	42	negative	negative	ADV
eaes-3418	142	43	-	-	PUNCT
eaes-3418	142	44	priced	price	VERB
eaes-3418	142	45	renewable	renewable	ADJ
eaes-3418	142	46	generation	generation	NOUN
eaes-3418	142	47	aggregate	aggregate	NOUN
eaes-3418	142	48	statistics	statistic	NOUN
eaes-3418	142	49	can	can	AUX
eaes-3418	142	50	not	not	PART
eaes-3418	142	51	capture	capture	VERB
eaes-3418	142	52	the	the	DET
eaes-3418	142	53	variation	variation	NOUN
eaes-3418	142	54	in	in	ADP
eaes-3418	142	55	generation	generation	NOUN
eaes-3418	142	56	and	and	CCONJ
eaes-3418	142	57	load	load	NOUN
eaes-3418	142	58	that	that	PRON
eaes-3418	142	59	create	create	VERB
eaes-3418	142	60	negative	negative	ADV
eaes-3418	142	61	-	-	PUNCT
eaes-3418	142	62	priced	price	VERB
eaes-3418	142	63	power	power	NOUN
eaes-3418	142	64	in	in	ADP
eaes-3418	142	65	power	power	NOUN
eaes-3418	142	66	markets	market	NOUN
eaes-3418	142	67	.	.	PUNCT
eaes-3418	143	1	such	such	ADJ
eaes-3418	143	2	variation	variation	NOUN
eaes-3418	143	3	is	be	AUX
eaes-3418	143	4	a	a	DET
eaes-3418	143	5	principal	principal	ADJ
eaes-3418	143	6	challenge	challenge	NOUN
eaes-3418	143	7	in	in	ADP
eaes-3418	143	8	efforts	effort	NOUN
eaes-3418	143	9	to	to	PART
eaes-3418	143	10	reduce	reduce	VERB
eaes-3418	143	11	negative	negative	ADV
eaes-3418	143	12	-	-	PUNCT
eaes-3418	143	13	priced	price	VERB
eaes-3418	143	14	generation	generation	NOUN
eaes-3418	143	15	through	through	ADP
eaes-3418	143	16	better	well	ADJ
eaes-3418	143	17	planning	planning	NOUN
eaes-3418	143	18	and	and	CCONJ
eaes-3418	143	19	management	management	NOUN
eaes-3418	143	20	,	,	PUNCT
eaes-3418	143	21	as	as	ADV
eaes-3418	143	22	well	well	ADV
eaes-3418	143	23	as	as	ADP
eaes-3418	143	24	to	to	ADP
eaes-3418	143	25	efforts	effort	NOUN
eaes-3418	143	26	that	that	PRON
eaes-3418	143	27	seek	seek	VERB
eaes-3418	143	28	to	to	PART
eaes-3418	143	29	exploit	exploit	VERB
eaes-3418	143	30	it	it	PRON
eaes-3418	143	31	as	as	ADP
eaes-3418	143	32	a	a	DET
eaes-3418	143	33	resource	resource	NOUN
eaes-3418	143	34	(	(	PUNCT
eaes-3418	143	35	kim	kim	PROPN
eaes-3418	143	36	,	,	PUNCT
eaes-3418	143	37	2017),(yang	2017),(yang	NUM
eaes-3418	143	38	,	,	PUNCT
eaes-3418	143	39	2016	2016	NUM
eaes-3418	143	40	)	)	PUNCT
eaes-3418	143	41	,	,	PUNCT
eaes-3418	143	42	(	(	PUNCT
eaes-3418	143	43	yang	yang	PROPN
eaes-3418	143	44	,	,	PUNCT
eaes-3418	143	45	2017	2017	NUM
eaes-3418	143	46	)	)	PUNCT
eaes-3418	143	47	.	.	PUNCT
eaes-3418	144	1	we	we	PRON
eaes-3418	144	2	present	present	VERB
eaes-3418	144	3	temporal	temporal	ADJ
eaes-3418	144	4	graphs	graph	NOUN
eaes-3418	144	5	of	of	ADP
eaes-3418	144	6	the	the	DET
eaes-3418	144	7	daily	daily	ADJ
eaes-3418	144	8	quantities	quantity	NOUN
eaes-3418	144	9	of	of	ADP
eaes-3418	144	10	negative	negative	ADV
eaes-3418	144	11	-	-	PUNCT
eaes-3418	144	12	priced	price	VERB
eaes-3418	144	13	generation	generation	NOUN
eaes-3418	144	14	in	in	ADP
eaes-3418	144	15	the	the	DET
eaes-3418	144	16	miso	miso	NOUN
eaes-3418	144	17	region	region	NOUN
eaes-3418	144	18	and	and	CCONJ
eaes-3418	144	19	basic	basic	ADJ
eaes-3418	144	20	statistics	statistic	NOUN
eaes-3418	144	21	that	that	PRON
eaes-3418	144	22	highlight	highlight	VERB
eaes-3418	144	23	its	its	PRON
eaes-3418	144	24	variability	variability	NOUN
eaes-3418	144	25	.	.	PUNCT
eaes-3418	145	1	figures	figure	NOUN
eaes-3418	145	2	4	4	NUM
eaes-3418	145	3	,	,	PUNCT
eaes-3418	145	4	5	5	NUM
eaes-3418	145	5	,	,	PUNCT
eaes-3418	145	6	and	and	CCONJ
eaes-3418	145	7	6	6	NUM
eaes-3418	145	8	plot	plot	NOUN
eaes-3418	145	9	magnitudes	magnitude	NOUN
eaes-3418	145	10	of	of	ADP
eaes-3418	145	11	negative	negative	ADV
eaes-3418	145	12	-	-	PUNCT
eaes-3418	145	13	priced	price	VERB
eaes-3418	145	14	power	power	NOUN
eaes-3418	145	15	occurrences	occurrence	NOUN
eaes-3418	145	16	,	,	PUNCT
eaes-3418	145	17	on	on	ADP
eaes-3418	145	18	an	an	DET
eaes-3418	145	19	irregular	irregular	ADJ
eaes-3418	145	20	x	x	ADJ
eaes-3418	145	21	-	-	ADJ
eaes-3418	145	22	axis	axis	ADJ
eaes-3418	145	23	scale	scale	NOUN
eaes-3418	145	24	of	of	ADP
eaes-3418	145	25	5	5	NUM
eaes-3418	145	26	-	-	PUNCT
eaes-3418	145	27	minute	minute	NOUN
eaes-3418	145	28	intervals	interval	NOUN
eaes-3418	145	29	(	(	PUNCT
eaes-3418	145	30	bears	bear	VERB
eaes-3418	145	31	no	no	DET
eaes-3418	145	32	fixed	fix	VERB
eaes-3418	145	33	relationship	relationship	NOUN
eaes-3418	145	34	to	to	ADP
eaes-3418	145	35	time	time	NOUN
eaes-3418	145	36	as	as	SCONJ
eaes-3418	145	37	the	the	DET
eaes-3418	145	38	many	many	ADJ
eaes-3418	145	39	0	0	NUM
eaes-3418	145	40	-	-	PUNCT
eaes-3418	145	41	value	value	NOUN
eaes-3418	145	42	data	datum	NOUN
eaes-3418	145	43	points	point	NOUN
eaes-3418	145	44	have	have	AUX
eaes-3418	145	45	been	be	AUX
eaes-3418	145	46	omitted	omit	VERB
eaes-3418	145	47	)	)	PUNCT
eaes-3418	145	48	.	.	PUNCT
eaes-3418	146	1	and	and	CCONJ
eaes-3418	146	2	while	while	SCONJ
eaes-3418	146	3	the	the	DET
eaes-3418	146	4	overall	overall	ADJ
eaes-3418	146	5	quantity	quantity	NOUN
eaes-3418	146	6	of	of	ADP
eaes-3418	146	7	negative	negative	ADV
eaes-3418	146	8	-	-	PUNCT
eaes-3418	146	9	priced	price	VERB
eaes-3418	146	10	power	power	NOUN
eaes-3418	146	11	has	have	AUX
eaes-3418	146	12	grown	grow	VERB
eaes-3418	146	13	yoy	yoy	NOUN
eaes-3418	146	14	,	,	PUNCT
eaes-3418	146	15	there	there	PRON
eaes-3418	146	16	is	be	VERB
eaes-3418	146	17	a	a	DET
eaes-3418	146	18	striking	striking	ADJ
eaes-3418	146	19	drop	drop	NOUN
eaes-3418	146	20	in	in	ADP
eaes-3418	146	21	the	the	DET
eaes-3418	146	22	magnitude	magnitude	NOUN
eaes-3418	146	23	of	of	ADP
eaes-3418	146	24	events	event	NOUN
eaes-3418	146	25	from	from	ADP
eaes-3418	146	26	2015	2015	NUM
eaes-3418	146	27	to	to	ADP
eaes-3418	146	28	2016	2016	NUM
eaes-3418	146	29	.	.	PUNCT
eaes-3418	147	1	presumably	presumably	ADV
eaes-3418	147	2	,	,	PUNCT
eaes-3418	147	3	this	this	PRON
eaes-3418	147	4	reflects	reflect	VERB
eaes-3418	147	5	some	some	DET
eaes-3418	147	6	improvements	improvement	NOUN
eaes-3418	147	7	in	in	ADP
eaes-3418	147	8	the	the	DET
eaes-3418	147	9	markets	market	NOUN
eaes-3418	147	10	(	(	PUNCT
eaes-3418	147	11	forecasting	forecasting	NOUN
eaes-3418	147	12	,	,	PUNCT
eaes-3418	147	13	dispatch	dispatch	NOUN
eaes-3418	147	14	,	,	PUNCT
eaes-3418	147	15	etc	etc	X
eaes-3418	147	16	.	.	X
eaes-3418	147	17	)	)	PUNCT
eaes-3418	147	18	.	.	PUNCT
eaes-3418	148	1	all	all	DET
eaes-3418	148	2	three	three	NUM
eaes-3418	148	3	of	of	ADP
eaes-3418	148	4	the	the	DET
eaes-3418	148	5	figures	figure	NOUN
eaes-3418	148	6	show	show	VERB
eaes-3418	148	7	that	that	SCONJ
eaes-3418	148	8	negative	negative	ADV
eaes-3418	148	9	-	-	PUNCT
eaes-3418	148	10	priced	price	VERB
eaes-3418	148	11	power	power	NOUN
eaes-3418	148	12	varies	vary	VERB
eaes-3418	148	13	widely	widely	ADV
eaes-3418	148	14	in	in	ADP
eaes-3418	148	15	quantity	quantity	NOUN
eaes-3418	148	16	and	and	CCONJ
eaes-3418	148	17	seasonally	seasonally	ADV
eaes-3418	148	18	.	.	PUNCT
eaes-3418	149	1	in	in	ADP
eaes-3418	149	2	all	all	DET
eaes-3418	149	3	three	three	NUM
eaes-3418	149	4	years	year	NOUN
eaes-3418	149	5	,	,	PUNCT
eaes-3418	149	6	the	the	DET
eaes-3418	149	7	january	january	PROPN
eaes-3418	149	8	-	-	PUNCT
eaes-3418	149	9	june	june	PROPN
eaes-3418	149	10	period	period	NOUN
eaes-3418	149	11	accounts	account	VERB
eaes-3418	149	12	for	for	ADP
eaes-3418	149	13	significantly	significantly	ADV
eaes-3418	149	14	more	more	ADJ
eaes-3418	149	15	than	than	ADP
eaes-3418	149	16	half	half	NOUN
eaes-3418	149	17	of	of	ADP
eaes-3418	149	18	the	the	DET
eaes-3418	149	19	x	x	NOUN
eaes-3418	149	20	-	-	NOUN
eaes-3418	149	21	axis	axis	ADJ
eaes-3418	149	22	,	,	PUNCT
eaes-3418	149	23	and	and	CCONJ
eaes-3418	149	24	the	the	DET
eaes-3418	149	25	smaller	small	ADJ
eaes-3418	149	26	magnitude	magnitude	NOUN
eaes-3418	149	27	of	of	ADP
eaes-3418	149	28	events	event	NOUN
eaes-3418	149	29	in	in	ADP
eaes-3418	149	30	the	the	DET
eaes-3418	149	31	summer	summer	NOUN
eaes-3418	149	32	is	be	AUX
eaes-3418	149	33	striking	strike	VERB
eaes-3418	149	34	—	—	PUNCT
eaes-3418	149	35	though	though	SCONJ
eaes-3418	149	36	a	a	DET
eaes-3418	149	37	significant	significant	ADJ
eaes-3418	149	38	number	number	NOUN
eaes-3418	149	39	of	of	ADP
eaes-3418	149	40	events	event	NOUN
eaes-3418	149	41	are	be	AUX
eaes-3418	149	42	still	still	ADV
eaes-3418	149	43	occurring	occur	VERB
eaes-3418	149	44	.	.	PUNCT
eaes-3418	150	1	likewise	likewise	ADV
eaes-3418	150	2	the	the	DET
eaes-3418	150	3	fall	fall	NOUN
eaes-3418	150	4	seems	seem	VERB
eaes-3418	150	5	to	to	PART
eaes-3418	150	6	have	have	VERB
eaes-3418	150	7	smaller	small	ADJ
eaes-3418	150	8	magnitude	magnitude	NOUN
eaes-3418	150	9	and	and	CCONJ
eaes-3418	150	10	fewer	few	ADJ
eaes-3418	150	11	occurrences	occurrence	NOUN
eaes-3418	150	12	of	of	ADP
eaes-3418	150	13	negative	negative	ADV
eaes-3418	150	14	-	-	PUNCT
eaes-3418	150	15	priced	price	VERB
eaes-3418	150	16	generation	generation	NOUN
eaes-3418	150	17	.	.	PUNCT
eaes-3418	151	1	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	151	2	energy	energy	NOUN
eaes-3418	151	3	and	and	CCONJ
eaes-3418	151	4	earth	earth	NOUN
eaes-3418	151	5	science	science	NOUN
eaes-3418	151	6	vol	vol	NOUN
eaes-3418	151	7	.	.	PROPN
eaes-3418	152	1	3	3	NUM
eaes-3418	152	2	,	,	PUNCT
eaes-3418	152	3	no	no	INTJ
eaes-3418	152	4	.	.	NOUN
eaes-3418	152	5	2	2	NUM
eaes-3418	152	6	,	,	PUNCT
eaes-3418	152	7	2020	2020	NUM
eaes-3418	152	8	122	122	NUM
eaes-3418	152	9	published	publish	VERB
eaes-3418	152	10	by	by	ADP
eaes-3418	152	11	scholink	scholink	PROPN
eaes-3418	152	12	inc	inc	PROPN
eaes-3418	152	13	.	.	PROPN
eaes-3418	152	14	figure	figure	NOUN
eaes-3418	152	15	4	4	NUM
eaes-3418	152	16	.	.	PUNCT
eaes-3418	152	17	daily	daily	ADJ
eaes-3418	152	18	negative	negative	ADV
eaes-3418	152	19	-	-	PUNCT
eaes-3418	152	20	priced	price	VERB
eaes-3418	152	21	power	power	NOUN
eaes-3418	152	22	(	(	PUNCT
eaes-3418	152	23	mwh	mwh	PROPN
eaes-3418	152	24	)	)	PUNCT
eaes-3418	152	25	in	in	ADP
eaes-3418	152	26	the	the	DET
eaes-3418	152	27	caiso	caiso	NOUN
eaes-3418	152	28	real	real	ADJ
eaes-3418	152	29	-	-	PUNCT
eaes-3418	152	30	time	time	NOUN
eaes-3418	152	31	market	market	NOUN
eaes-3418	152	32	,	,	PUNCT
eaes-3418	152	33	2015	2015	NUM
eaes-3418	152	34	figure	figure	NOUN
eaes-3418	152	35	5	5	NUM
eaes-3418	152	36	.	.	PUNCT
eaes-3418	152	37	daily	daily	ADJ
eaes-3418	152	38	negative	negative	ADV
eaes-3418	152	39	-	-	PUNCT
eaes-3418	152	40	priced	price	VERB
eaes-3418	152	41	power	power	NOUN
eaes-3418	152	42	(	(	PUNCT
eaes-3418	152	43	mwh	mwh	PROPN
eaes-3418	152	44	)	)	PUNCT
eaes-3418	152	45	in	in	ADP
eaes-3418	152	46	the	the	DET
eaes-3418	152	47	caiso	caiso	NOUN
eaes-3418	152	48	real	real	ADJ
eaes-3418	152	49	-	-	PUNCT
eaes-3418	152	50	time	time	NOUN
eaes-3418	152	51	market	market	NOUN
eaes-3418	152	52	,	,	PUNCT
eaes-3418	152	53	2016	2016	NUM
eaes-3418	152	54	figure	figure	NOUN
eaes-3418	152	55	6	6	NUM
eaes-3418	152	56	.	.	PUNCT
eaes-3418	153	1	daily	daily	ADJ
eaes-3418	153	2	negative	negative	ADV
eaes-3418	153	3	-	-	PUNCT
eaes-3418	153	4	priced	price	VERB
eaes-3418	153	5	power	power	NOUN
eaes-3418	153	6	(	(	PUNCT
eaes-3418	153	7	mwh	mwh	PROPN
eaes-3418	153	8	)	)	PUNCT
eaes-3418	153	9	in	in	ADP
eaes-3418	153	10	the	the	DET
eaes-3418	153	11	caiso	caiso	NOUN
eaes-3418	153	12	real	real	ADJ
eaes-3418	153	13	-	-	PUNCT
eaes-3418	153	14	time	time	NOUN
eaes-3418	153	15	market	market	NOUN
eaes-3418	153	16	,	,	PUNCT
eaes-3418	153	17	2017	2017	NUM
eaes-3418	153	18	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	153	19	energy	energy	NOUN
eaes-3418	153	20	and	and	CCONJ
eaes-3418	153	21	earth	earth	NOUN
eaes-3418	153	22	science	science	NOUN
eaes-3418	153	23	vol	vol	NOUN
eaes-3418	153	24	.	.	PROPN
eaes-3418	154	1	3	3	NUM
eaes-3418	154	2	,	,	PUNCT
eaes-3418	154	3	no	no	INTJ
eaes-3418	154	4	.	.	NOUN
eaes-3418	154	5	2	2	NUM
eaes-3418	154	6	,	,	PUNCT
eaes-3418	154	7	2020	2020	NUM
eaes-3418	154	8	123	123	NUM
eaes-3418	154	9	published	publish	VERB
eaes-3418	154	10	by	by	ADP
eaes-3418	154	11	scholink	scholink	PROPN
eaes-3418	154	12	inc	inc	PROPN
eaes-3418	154	13	.	.	PROPN
eaes-3418	154	14	5	5	NUM
eaes-3418	154	15	.	.	X
eaes-3418	155	1	opportunity	opportunity	NOUN
eaes-3418	155	2	power	power	NOUN
eaes-3418	155	3	(	(	PUNCT
eaes-3418	155	4	curtailed	curtail	VERB
eaes-3418	155	5	and	and	CCONJ
eaes-3418	155	6	negative	negative	ADV
eaes-3418	155	7	-	-	PUNCT
eaes-3418	155	8	priced	price	VERB
eaes-3418	155	9	)	)	PUNCT
eaes-3418	155	10	opportunity	opportunity	NOUN
eaes-3418	155	11	power	power	NOUN
eaes-3418	155	12	comprises	comprise	VERB
eaes-3418	155	13	two	two	NUM
eaes-3418	155	14	components	component	NOUN
eaes-3418	155	15	—	—	PUNCT
eaes-3418	155	16	curtailed	curtail	VERB
eaes-3418	155	17	and	and	CCONJ
eaes-3418	155	18	negative	negative	ADV
eaes-3418	155	19	-	-	PUNCT
eaes-3418	155	20	priced	price	VERB
eaes-3418	155	21	generation	generation	NOUN
eaes-3418	155	22	.	.	PUNCT
eaes-3418	156	1	we	we	PRON
eaes-3418	156	2	have	have	AUX
eaes-3418	156	3	examined	examine	VERB
eaes-3418	156	4	both	both	PRON
eaes-3418	156	5	,	,	PUNCT
eaes-3418	156	6	and	and	CCONJ
eaes-3418	156	7	here	here	ADV
eaes-3418	156	8	we	we	PRON
eaes-3418	156	9	combine	combine	VERB
eaes-3418	156	10	them	they	PRON
eaes-3418	156	11	to	to	PART
eaes-3418	156	12	gain	gain	VERB
eaes-3418	156	13	perspective	perspective	NOUN
eaes-3418	156	14	for	for	ADP
eaes-3418	156	15	relative	relative	ADJ
eaes-3418	156	16	impact	impact	NOUN
eaes-3418	156	17	.	.	PUNCT
eaes-3418	157	1	as	as	SCONJ
eaes-3418	157	2	shown	show	VERB
eaes-3418	157	3	in	in	ADP
eaes-3418	157	4	figures	figure	NOUN
eaes-3418	157	5	7	7	NUM
eaes-3418	157	6	and	and	CCONJ
eaes-3418	157	7	8	8	NUM
eaes-3418	157	8	as	as	ADV
eaes-3418	157	9	well	well	ADV
eaes-3418	157	10	as	as	ADP
eaes-3418	157	11	table	table	NOUN
eaes-3418	157	12	5	5	NUM
eaes-3418	157	13	,	,	PUNCT
eaes-3418	157	14	both	both	CCONJ
eaes-3418	157	15	curtailment	curtailment	ADJ
eaes-3418	157	16	and	and	CCONJ
eaes-3418	157	17	negative	negative	ADJ
eaes-3418	157	18	priced	price	VERB
eaes-3418	157	19	power	power	NOUN
eaes-3418	157	20	are	be	AUX
eaes-3418	157	21	growing	grow	VERB
eaes-3418	157	22	rapidly	rapidly	ADV
eaes-3418	157	23	within	within	ADP
eaes-3418	157	24	caiso	caiso	NOUN
eaes-3418	157	25	.	.	PUNCT
eaes-3418	158	1	in	in	ADP
eaes-3418	158	2	figure	figure	NOUN
eaes-3418	158	3	7	7	NUM
eaes-3418	158	4	shows	show	VERB
eaes-3418	158	5	that	that	SCONJ
eaes-3418	158	6	rtd	rtd	NOUN
eaes-3418	158	7	-	-	PUNCT
eaes-3418	158	8	lmp	lmp	NOUN
eaes-3418	158	9	is	be	AUX
eaes-3418	158	10	far	far	ADV
eaes-3418	158	11	larger	large	ADJ
eaes-3418	158	12	than	than	ADP
eaes-3418	158	13	curtailment	curtailment	ADJ
eaes-3418	158	14	(	(	PUNCT
eaes-3418	158	15	13x	13x	NUM
eaes-3418	158	16	)	)	PUNCT
eaes-3418	158	17	,	,	PUNCT
eaes-3418	158	18	but	but	CCONJ
eaes-3418	158	19	is	be	AUX
eaes-3418	158	20	perhaps	perhaps	ADV
eaes-3418	158	21	an	an	DET
eaes-3418	158	22	overestimate	overestimate	NOUN
eaes-3418	158	23	of	of	ADP
eaes-3418	158	24	negative	negative	ADJ
eaes-3418	158	25	priced	price	VERB
eaes-3418	158	26	power	power	NOUN
eaes-3418	158	27	.	.	PUNCT
eaes-3418	159	1	however	however	ADV
eaes-3418	159	2	,	,	PUNCT
eaes-3418	159	3	dam	dam	PROPN
eaes-3418	159	4	-	-	PUNCT
eaes-3418	159	5	rtd	rtd	NOUN
eaes-3418	159	6	-	-	PUNCT
eaes-3418	159	7	scaled	scale	VERB
eaes-3418	159	8	is	be	AUX
eaes-3418	159	9	a	a	DET
eaes-3418	159	10	more	more	ADV
eaes-3418	159	11	conservative	conservative	ADJ
eaes-3418	159	12	estimate	estimate	NOUN
eaes-3418	159	13	of	of	ADP
eaes-3418	159	14	negative	negative	ADJ
eaes-3418	159	15	priced	price	VERB
eaes-3418	159	16	power	power	NOUN
eaes-3418	159	17	,	,	PUNCT
eaes-3418	159	18	and	and	CCONJ
eaes-3418	159	19	is	be	AUX
eaes-3418	159	20	still	still	ADV
eaes-3418	159	21	3	3	NUM
eaes-3418	159	22	-	-	SYM
eaes-3418	159	23	4x	4x	NOUN
eaes-3418	159	24	larger	large	ADJ
eaes-3418	159	25	than	than	ADP
eaes-3418	159	26	curtailment	curtailment	ADJ
eaes-3418	159	27	.	.	PUNCT
eaes-3418	160	1	this	this	PRON
eaes-3418	160	2	is	be	AUX
eaes-3418	160	3	also	also	ADV
eaes-3418	160	4	consistent	consistent	ADJ
eaes-3418	160	5	with	with	ADP
eaes-3418	160	6	studies	study	NOUN
eaes-3418	160	7	of	of	ADP
eaes-3418	160	8	the	the	DET
eaes-3418	160	9	miso	miso	NOUN
eaes-3418	160	10	real	real	ADJ
eaes-3418	160	11	-	-	PUNCT
eaes-3418	160	12	time	time	NOUN
eaes-3418	160	13	markets	market	NOUN
eaes-3418	160	14	(	(	PUNCT
eaes-3418	160	15	chien	chien	PROPN
eaes-3418	160	16	,	,	PUNCT
eaes-3418	160	17	2018	2018	NUM
eaes-3418	160	18	)	)	PUNCT
eaes-3418	160	19	.	.	PUNCT
eaes-3418	161	1	figure	figure	VERB
eaes-3418	161	2	7	7	NUM
eaes-3418	161	3	.	.	PUNCT
eaes-3418	162	1	opportunity	opportunity	NOUN
eaes-3418	162	2	power	power	NOUN
eaes-3418	162	3	=	=	SYM
eaes-3418	162	4	curtailment+negative	curtailment+negative	PROPN
eaes-3418	162	5	-	-	PUNCT
eaes-3418	162	6	priced	price	VERB
eaes-3418	162	7	for	for	ADP
eaes-3418	162	8	rtd	rtd	NOUN
eaes-3418	162	9	-	-	PUNCT
eaes-3418	162	10	lmp	lmp	NOUN
eaes-3418	162	11	,	,	PUNCT
eaes-3418	162	12	caiso	caiso	NOUN
eaes-3418	162	13	,	,	PUNCT
eaes-3418	162	14	2015	2015	NUM
eaes-3418	162	15	-	-	SYM
eaes-3418	162	16	2017	2017	NUM
eaes-3418	162	17	figure	figure	NOUN
eaes-3418	162	18	8	8	NUM
eaes-3418	162	19	.	.	PUNCT
eaes-3418	163	1	opportunity	opportunity	NOUN
eaes-3418	163	2	power	power	NOUN
eaes-3418	163	3	=	=	SYM
eaes-3418	163	4	curtailment+negative	curtailment+negative	PROPN
eaes-3418	163	5	-	-	PUNCT
eaes-3418	163	6	priced	price	VERB
eaes-3418	163	7	for	for	ADP
eaes-3418	163	8	the	the	DET
eaes-3418	163	9	dam	dam	PROPN
eaes-3418	163	10	-	-	PUNCT
eaes-3418	163	11	rtd	rtd	NOUN
eaes-3418	163	12	-	-	PUNCT
eaes-3418	163	13	scaled	scale	VERB
eaes-3418	163	14	model	model	NOUN
eaes-3418	163	15	,	,	PUNCT
eaes-3418	163	16	caiso	caiso	NOUN
eaes-3418	163	17	,	,	PUNCT
eaes-3418	163	18	2015	2015	NUM
eaes-3418	163	19	-	-	SYM
eaes-3418	163	20	2017	2017	NUM
eaes-3418	163	21	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	163	22	energy	energy	NOUN
eaes-3418	163	23	and	and	CCONJ
eaes-3418	163	24	earth	earth	NOUN
eaes-3418	163	25	science	science	NOUN
eaes-3418	163	26	vol	vol	NOUN
eaes-3418	163	27	.	.	PROPN
eaes-3418	164	1	3	3	NUM
eaes-3418	164	2	,	,	PUNCT
eaes-3418	164	3	no	no	INTJ
eaes-3418	164	4	.	.	NOUN
eaes-3418	164	5	2	2	NUM
eaes-3418	164	6	,	,	PUNCT
eaes-3418	164	7	2020	2020	NUM
eaes-3418	164	8	124	124	NUM
eaes-3418	164	9	published	publish	VERB
eaes-3418	164	10	by	by	ADP
eaes-3418	164	11	scholink	scholink	PROPN
eaes-3418	164	12	inc	inc	PROPN
eaes-3418	164	13	.	.	PROPN
eaes-3418	164	14	in	in	ADP
eaes-3418	164	15	table	table	NOUN
eaes-3418	164	16	5	5	NUM
eaes-3418	164	17	,	,	PUNCT
eaes-3418	164	18	we	we	PRON
eaes-3418	164	19	summarize	summarize	VERB
eaes-3418	164	20	several	several	ADJ
eaes-3418	164	21	estimates	estimate	NOUN
eaes-3418	164	22	of	of	ADP
eaes-3418	164	23	opportunity	opportunity	NOUN
eaes-3418	164	24	power	power	NOUN
eaes-3418	164	25	,	,	PUNCT
eaes-3418	164	26	and	and	CCONJ
eaes-3418	164	27	compare	compare	VERB
eaes-3418	164	28	them	they	PRON
eaes-3418	164	29	to	to	ADP
eaes-3418	164	30	curtailment	curtailment	ADJ
eaes-3418	164	31	data	datum	NOUN
eaes-3418	164	32	.	.	PUNCT
eaes-3418	165	1	note	note	VERB
eaes-3418	165	2	that	that	SCONJ
eaes-3418	165	3	all	all	PRON
eaes-3418	165	4	are	be	AUX
eaes-3418	165	5	growing	grow	VERB
eaes-3418	165	6	rapidly	rapidly	ADV
eaes-3418	165	7	,	,	PUNCT
eaes-3418	165	8	and	and	CCONJ
eaes-3418	165	9	the	the	DET
eaes-3418	165	10	ratios	ratio	NOUN
eaes-3418	165	11	for	for	ADP
eaes-3418	165	12	dam	dam	NOUN
eaes-3418	165	13	-	-	PUNCT
eaes-3418	165	14	rtd	rtd	NOUN
eaes-3418	165	15	-	-	PUNCT
eaes-3418	165	16	scaled	scale	VERB
eaes-3418	165	17	/	/	SYM
eaes-3418	165	18	curtailed	curtail	VERB
eaes-3418	165	19	have	have	AUX
eaes-3418	165	20	recently	recently	ADV
eaes-3418	165	21	increased	increase	VERB
eaes-3418	165	22	significantly	significantly	ADV
eaes-3418	165	23	.	.	PUNCT
eaes-3418	166	1	the	the	DET
eaes-3418	166	2	rtd	rtd	PROPN
eaes-3418	166	3	-	-	PUNCT
eaes-3418	166	4	lmp	lmp	NOUN
eaes-3418	166	5	/	/	SYM
eaes-3418	166	6	curtailed	curtail	VERB
eaes-3418	166	7	ratio	ratio	NOUN
eaes-3418	166	8	is	be	AUX
eaes-3418	166	9	remarkably	remarkably	ADV
eaes-3418	166	10	stable	stable	ADJ
eaes-3418	166	11	.	.	PUNCT
eaes-3418	167	1	with	with	ADP
eaes-3418	167	2	the	the	DET
eaes-3418	167	3	rapid	rapid	ADJ
eaes-3418	167	4	growth	growth	NOUN
eaes-3418	167	5	all	all	PRON
eaes-3418	167	6	are	be	AUX
eaes-3418	167	7	large	large	ADJ
eaes-3418	167	8	quantities	quantity	NOUN
eaes-3418	167	9	of	of	ADP
eaes-3418	167	10	power	power	NOUN
eaes-3418	167	11	,	,	PUNCT
eaes-3418	167	12	with	with	ADP
eaes-3418	167	13	2017	2017	NUM
eaes-3418	167	14	dam	dam	NOUN
eaes-3418	167	15	-	-	PUNCT
eaes-3418	167	16	rtd	rtd	NOUN
eaes-3418	167	17	-	-	PUNCT
eaes-3418	167	18	scaled	scale	VERB
eaes-3418	167	19	reaching	reach	VERB
eaes-3418	167	20	more	more	ADJ
eaes-3418	167	21	than	than	ADP
eaes-3418	167	22	1.6	1.6	NUM
eaes-3418	167	23	terawatt	terawatt	NUM
eaes-3418	167	24	-	-	PUNCT
eaes-3418	167	25	hours	hour	NOUN
eaes-3418	167	26	.	.	PUNCT
eaes-3418	167	27	table	table	NOUN
eaes-3418	167	28	5	5	NUM
eaes-3418	167	29	.	.	PUNCT
eaes-3418	168	1	opportunity	opportunity	NOUN
eaes-3418	168	2	power	power	NOUN
eaes-3418	168	3	by	by	ADP
eaes-3418	168	4	type	type	NOUN
eaes-3418	168	5	,	,	PUNCT
eaes-3418	168	6	caiso	caiso	NOUN
eaes-3418	168	7	,	,	PUNCT
eaes-3418	168	8	2015	2015	NUM
eaes-3418	168	9	-	-	SYM
eaes-3418	168	10	2017	2017	NUM
eaes-3418	168	11	year	year	NOUN
eaes-3418	168	12	dam	dam	NOUN
eaes-3418	168	13	-	-	PUNCT
eaes-3418	168	14	rtd	rtd	VERB
eaes-3418	168	15	-scaled	-scaled	PROPN
eaes-3418	168	16	(	(	PUNCT
eaes-3418	168	17	mwh	mwh	PROPN
eaes-3418	168	18	)	)	PUNCT
eaes-3418	168	19	increase	increase	NOUN
eaes-3418	168	20	yoy	yoy	PROPN
eaes-3418	168	21	dam	dam	PROPN
eaes-3418	168	22	-	-	PROPN
eaes-3418	168	23	rtdscaled/	rtdscaled/	PROPN
eaes-3418	168	24	curtailed	curtail	VERB
eaes-3418	168	25	rtd	rtd	PROPN
eaes-3418	168	26	-	-	PUNCT
eaes-3418	168	27	lm	lm	NOUN
eaes-3418	168	28	p	p	PROPN
eaes-3418	168	29	(	(	PUNCT
eaes-3418	168	30	mwh	mwh	PROPN
eaes-3418	168	31	)	)	PUNCT
eaes-3418	168	32	increase	increase	NOUN
eaes-3418	168	33	yoy	yoy	ADJ
eaes-3418	168	34	curtailment	curtailment	NOUN
eaes-3418	168	35	(	(	PUNCT
eaes-3418	168	36	mwh	mwh	PROPN
eaes-3418	168	37	)	)	PUNCT
eaes-3418	168	38	increase	increase	NOUN
eaes-3418	168	39	yoy	yoy	PROPN
eaes-3418	168	40	rtd	rtd	PROPN
eaes-3418	168	41	-	-	PUNCT
eaes-3418	168	42	lmp	lmp	NOUN
eaes-3418	168	43	/curtailed	/curtailed	NUM
eaes-3418	168	44	2015	2015	NUM
eaes-3418	168	45	539,271	539,271	NUM
eaes-3418	168	46	n.a	n.a	PROPN
eaes-3418	168	47	.	.	PROPN
eaes-3418	169	1	2.9x	2.9x	NUM
eaes-3418	169	2	2,512,571	2,512,571	NUM
eaes-3418	169	3	n.a	n.a	PROPN
eaes-3418	169	4	.	.	PROPN
eaes-3418	169	5	187,770	187,770	NUM
eaes-3418	169	6	13.4x	13.4x	NUM
eaes-3418	169	7	2016	2016	NUM
eaes-3418	169	8	801,911	801,911	NUM
eaes-3418	169	9	49	49	NUM
eaes-3418	169	10	%	%	NOUN
eaes-3418	169	11	2.6x	2.6x	NUM
eaes-3418	169	12	3,879,929	3,879,929	NUM
eaes-3418	169	13	54	54	NUM
eaes-3418	169	14	%	%	NOUN
eaes-3418	169	15	yoy	yoy	NOUN
eaes-3418	169	16	308,423	308,423	NUM
eaes-3418	169	17	64	64	NUM
eaes-3418	169	18	%	%	NOUN
eaes-3418	169	19	12.6x	12.6x	NUM
eaes-3418	169	20	2017	2017	NUM
eaes-3418	169	21	1,626,848	1,626,848	NUM
eaes-3418	169	22	102	102	NUM
eaes-3418	169	23	%	%	NOUN
eaes-3418	169	24	4.0x	4.0x	NUM
eaes-3418	169	25	5,263,853	5,263,853	NUM
eaes-3418	169	26	35	35	NUM
eaes-3418	169	27	%	%	NOUN
eaes-3418	169	28	yoy	yoy	NOUN
eaes-3418	169	29	402,972	402,972	NUM
eaes-3418	169	30	30	30	NUM
eaes-3418	169	31	%	%	NOUN
eaes-3418	169	32	13.1x	13.1x	NUM
eaes-3418	169	33	6	6	NUM
eaes-3418	169	34	.	.	PUNCT
eaes-3418	170	1	opportunity	opportunity	NOUN
eaes-3418	170	2	power	power	NOUN
eaes-3418	170	3	spatial	spatial	ADJ
eaes-3418	170	4	dispersion	dispersion	NOUN
eaes-3418	170	5	(	(	PUNCT
eaes-3418	170	6	across	across	ADP
eaes-3418	170	7	resources	resource	NOUN
eaes-3418	170	8	)	)	PUNCT
eaes-3418	170	9	6.1	6.1	NUM
eaes-3418	170	10	per	per	ADP
eaes-3418	170	11	resource	resource	NOUN
eaes-3418	170	12	negative	negative	ADV
eaes-3418	170	13	-	-	PUNCT
eaes-3418	170	14	priced	price	VERB
eaes-3418	170	15	generation	generation	NOUN
eaes-3418	170	16	we	we	PRON
eaes-3418	170	17	further	far	ADV
eaes-3418	170	18	analyze	analyze	VERB
eaes-3418	170	19	the	the	DET
eaes-3418	170	20	rtd	rtd	NOUN
eaes-3418	170	21	-	-	PUNCT
eaes-3418	170	22	lmp	lmp	NOUN
eaes-3418	170	23	data	datum	NOUN
eaes-3418	170	24	to	to	PART
eaes-3418	170	25	characterize	characterize	VERB
eaes-3418	170	26	the	the	DET
eaes-3418	170	27	experience	experience	NOUN
eaes-3418	170	28	of	of	ADP
eaes-3418	170	29	individual	individual	ADJ
eaes-3418	170	30	generators	generator	NOUN
eaes-3418	170	31	,	,	PUNCT
eaes-3418	170	32	computing	compute	VERB
eaes-3418	170	33	basic	basic	ADJ
eaes-3418	170	34	summary	summary	NOUN
eaes-3418	170	35	statistics	statistic	NOUN
eaes-3418	170	36	as	as	SCONJ
eaes-3418	170	37	shown	show	VERB
eaes-3418	170	38	in	in	ADP
eaes-3418	170	39	table	table	NOUN
eaes-3418	170	40	6	6	NUM
eaes-3418	170	41	.	.	PUNCT
eaes-3418	171	1	they	they	PRON
eaes-3418	171	2	shows	show	VERB
eaes-3418	171	3	that	that	SCONJ
eaes-3418	171	4	the	the	DET
eaes-3418	171	5	rapid	rapid	ADJ
eaes-3418	171	6	growth	growth	NOUN
eaes-3418	171	7	in	in	ADP
eaes-3418	171	8	caiso	caiso	NOUN
eaes-3418	171	9	system	system	NOUN
eaes-3418	171	10	negative	negative	ADV
eaes-3418	171	11	-	-	PUNCT
eaes-3418	171	12	priced	price	VERB
eaes-3418	171	13	generation	generation	NOUN
eaes-3418	171	14	has	have	AUX
eaes-3418	171	15	already	already	ADV
eaes-3418	171	16	spread	spread	VERB
eaes-3418	171	17	across	across	ADP
eaes-3418	171	18	all	all	PRON
eaes-3418	171	19	of	of	ADP
eaes-3418	171	20	the	the	DET
eaes-3418	171	21	renewable	renewable	ADJ
eaes-3418	171	22	generators	generator	NOUN
eaes-3418	171	23	,	,	PUNCT
eaes-3418	171	24	and	and	CCONJ
eaes-3418	171	25	doubling	double	VERB
eaes-3418	171	26	in	in	ADP
eaes-3418	171	27	quantity	quantity	NOUN
eaes-3418	171	28	from	from	ADP
eaes-3418	171	29	2015	2015	NUM
eaes-3418	171	30	to	to	ADP
eaes-3418	171	31	2017	2017	NUM
eaes-3418	171	32	.	.	PUNCT
eaes-3418	172	1	further	far	ADV
eaes-3418	172	2	,	,	PUNCT
eaes-3418	172	3	the	the	DET
eaes-3418	172	4	variation	variation	NOUN
eaes-3418	172	5	across	across	ADP
eaes-3418	172	6	resources	resource	NOUN
eaes-3418	172	7	is	be	AUX
eaes-3418	172	8	large	large	ADJ
eaes-3418	172	9	—	—	PUNCT
eaes-3418	172	10	a	a	DET
eaes-3418	172	11	large	large	ADJ
eaes-3418	172	12	multiple	multiple	NOUN
eaes-3418	172	13	of	of	ADP
eaes-3418	172	14	the	the	DET
eaes-3418	172	15	average	average	NOUN
eaes-3418	172	16	.	.	PUNCT
eaes-3418	173	1	this	this	PRON
eaes-3418	173	2	is	be	AUX
eaes-3418	173	3	reflected	reflect	VERB
eaes-3418	173	4	in	in	ADP
eaes-3418	173	5	quantity	quantity	NOUN
eaes-3418	173	6	of	of	ADP
eaes-3418	173	7	negative	negative	ADV
eaes-3418	173	8	-	-	PUNCT
eaes-3418	173	9	priced	price	VERB
eaes-3418	173	10	generation	generation	NOUN
eaes-3418	173	11	at	at	ADP
eaes-3418	173	12	the	the	DET
eaes-3418	173	13	highest	high	ADJ
eaes-3418	173	14	power	power	NOUN
eaes-3418	173	15	generator	generator	NOUN
eaes-3418	173	16	increasing	increase	VERB
eaes-3418	173	17	steadily	steadily	ADV
eaes-3418	173	18	from	from	ADP
eaes-3418	173	19	130	130	NUM
eaes-3418	173	20	gwh	gwh	NOUN
eaes-3418	173	21	to	to	ADP
eaes-3418	173	22	168	168	NUM
eaes-3418	173	23	gwh	gwh	NOUN
eaes-3418	173	24	.	.	PUNCT
eaes-3418	174	1	note	note	VERB
eaes-3418	174	2	that	that	SCONJ
eaes-3418	174	3	this	this	DET
eaes-3418	174	4	amount	amount	NOUN
eaes-3418	174	5	of	of	ADP
eaes-3418	174	6	power	power	NOUN
eaes-3418	174	7	corresponds	correspond	VERB
eaes-3418	174	8	to	to	ADP
eaes-3418	174	9	19mw	19mw	PROPN
eaes-3418	174	10	(	(	PUNCT
eaes-3418	174	11	24	24	NUM
eaes-3418	174	12	-	-	PUNCT
eaes-3418	174	13	hour	hour	NOUN
eaes-3418	174	14	basis	basis	NOUN
eaes-3418	174	15	)	)	PUNCT
eaes-3418	174	16	or	or	CCONJ
eaes-3418	174	17	46mw	46mw	ADJ
eaes-3418	174	18	(	(	PUNCT
eaes-3418	174	19	10	10	NUM
eaes-3418	174	20	-	-	PUNCT
eaes-3418	174	21	hour	hour	NOUN
eaes-3418	174	22	basis	basis	NOUN
eaes-3418	174	23	)	)	PUNCT
eaes-3418	174	24	of	of	ADP
eaes-3418	174	25	generation	generation	NOUN
eaes-3418	174	26	.	.	PUNCT
eaes-3418	175	1	table	table	NOUN
eaes-3418	175	2	6	6	NUM
eaes-3418	175	3	.	.	PUNCT
eaes-3418	175	4	per	per	ADP
eaes-3418	175	5	-	-	PUNCT
eaes-3418	175	6	resource	resource	NOUN
eaes-3418	175	7	annual	annual	ADJ
eaes-3418	175	8	negative	negative	ADV
eaes-3418	175	9	-	-	PUNCT
eaes-3418	175	10	priced	price	VERB
eaes-3418	175	11	renewable	renewable	ADJ
eaes-3418	175	12	generation	generation	NOUN
eaes-3418	175	13	(	(	PUNCT
eaes-3418	175	14	rtd	rtd	NOUN
eaes-3418	175	15	-	-	PUNCT
eaes-3418	175	16	lmp	lmp	NOUN
eaes-3418	175	17	)	)	PUNCT
eaes-3418	175	18	,	,	PUNCT
eaes-3418	175	19	2015	2015	NUM
eaes-3418	175	20	-	-	SYM
eaes-3418	175	21	2017	2017	NUM
eaes-3418	175	22	year	year	NOUN
eaes-3418	175	23	rtd	rtd	NOUN
eaes-3418	175	24	-	-	PUNCT
eaes-3418	175	25	lmp	lmp	NOUN
eaes-3418	175	26	(	(	PUNCT
eaes-3418	175	27	gwh	gwh	NOUN
eaes-3418	175	28	)	)	PUNCT
eaes-3418	175	29	resources	resource	NOUN
eaes-3418	175	30	average	average	ADJ
eaes-3418	175	31	negative	negative	ADV
eaes-3418	175	32	-	-	PUNCT
eaes-3418	175	33	priced	price	VERB
eaes-3418	175	34	(	(	PUNCT
eaes-3418	175	35	gwh	gwh	NOUN
eaes-3418	175	36	)	)	PUNCT
eaes-3418	175	37	standard	standard	ADJ
eaes-3418	175	38	deviation	deviation	NOUN
eaes-3418	175	39	(	(	PUNCT
eaes-3418	175	40	gwh	gwh	NOUN
eaes-3418	175	41	)	)	PUNCT
eaes-3418	175	42	maximum	maximum	ADJ
eaes-3418	175	43	negative	negative	ADV
eaes-3418	175	44	-	-	PUNCT
eaes-3418	175	45	priced	priced	ADJ
eaes-3418	175	46	@	@	ADP
eaes-3418	175	47	1	1	NUM
eaes-3418	175	48	resource	resource	NOUN
eaes-3418	175	49	(	(	PUNCT
eaes-3418	175	50	gwh	gwh	NOUN
eaes-3418	175	51	)	)	PUNCT
eaes-3418	175	52	2015	2015	NUM
eaes-3418	175	53	2,513	2,513	NUM
eaes-3418	176	1	gwh	gwh	NOUN
eaes-3418	176	2	367	367	NUM
eaes-3418	176	3	7	7	NUM
eaes-3418	176	4	17.7	17.7	NUM
eaes-3418	176	5	131	131	NUM
eaes-3418	176	6	2016	2016	NUM
eaes-3418	176	7	3,880	3,880	NUM
eaes-3418	176	8	gwh	gwh	NOUN
eaes-3418	176	9	313	313	NUM
eaes-3418	176	10	12	12	NUM
eaes-3418	176	11	24.5	24.5	NUM
eaes-3418	176	12	170	170	NUM
eaes-3418	176	13	2017	2017	NUM
eaes-3418	176	14	5,264	5,264	NUM
eaes-3418	176	15	gwh	gwh	NOUN
eaes-3418	176	16	378	378	NUM
eaes-3418	176	17	14	14	NUM
eaes-3418	176	18	26.1	26.1	NUM
eaes-3418	176	19	168	168	NUM
eaes-3418	176	20	6.2	6.2	NUM
eaes-3418	176	21	distribution	distribution	NOUN
eaes-3418	176	22	across	across	ADP
eaes-3418	176	23	resources	resource	NOUN
eaes-3418	176	24	of	of	ADP
eaes-3418	176	25	negative	negative	ADV
eaes-3418	176	26	-	-	PUNCT
eaes-3418	176	27	priced	price	VERB
eaes-3418	176	28	generation	generation	NOUN
eaes-3418	176	29	we	we	PRON
eaes-3418	176	30	examine	examine	VERB
eaes-3418	176	31	the	the	DET
eaes-3418	176	32	detailed	detailed	ADJ
eaes-3418	176	33	distribution	distribution	NOUN
eaes-3418	176	34	of	of	ADP
eaes-3418	176	35	negative	negative	ADV
eaes-3418	176	36	-	-	PUNCT
eaes-3418	176	37	priced	price	VERB
eaes-3418	176	38	generation	generation	NOUN
eaes-3418	176	39	across	across	ADP
eaes-3418	176	40	resources	resource	NOUN
eaes-3418	176	41	to	to	PART
eaes-3418	176	42	explore	explore	VERB
eaes-3418	176	43	the	the	DET
eaes-3418	176	44	magnitude	magnitude	NOUN
eaes-3418	176	45	of	of	ADP
eaes-3418	176	46	the	the	DET
eaes-3418	176	47	greatest	great	ADJ
eaes-3418	176	48	quantities	quantity	NOUN
eaes-3418	176	49	of	of	ADP
eaes-3418	176	50	opportunity	opportunity	NOUN
eaes-3418	176	51	power	power	NOUN
eaes-3418	176	52	available	available	ADJ
eaes-3418	176	53	at	at	ADP
eaes-3418	176	54	a	a	DET
eaes-3418	176	55	single	single	ADJ
eaes-3418	176	56	physical	physical	ADJ
eaes-3418	176	57	location	location	NOUN
eaes-3418	176	58	,	,	PUNCT
eaes-3418	176	59	but	but	CCONJ
eaes-3418	176	60	also	also	ADV
eaes-3418	176	61	to	to	PART
eaes-3418	176	62	explore	explore	VERB
eaes-3418	176	63	differences	difference	NOUN
eaes-3418	176	64	in	in	ADP
eaes-3418	176	65	the	the	DET
eaes-3418	176	66	allocation	allocation	NOUN
eaes-3418	176	67	of	of	ADP
eaes-3418	176	68	negative	negative	ADJ
eaes-3418	176	69	prices	price	NOUN
eaes-3418	176	70	by	by	ADP
eaes-3418	176	71	the	the	DET
eaes-3418	176	72	market	market	NOUN
eaes-3418	176	73	.	.	PUNCT
eaes-3418	177	1	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	177	2	energy	energy	NOUN
eaes-3418	177	3	and	and	CCONJ
eaes-3418	177	4	earth	earth	NOUN
eaes-3418	177	5	science	science	NOUN
eaes-3418	177	6	vol	vol	NOUN
eaes-3418	177	7	.	.	PROPN
eaes-3418	178	1	3	3	NUM
eaes-3418	178	2	,	,	PUNCT
eaes-3418	178	3	no	no	INTJ
eaes-3418	178	4	.	.	NOUN
eaes-3418	178	5	2	2	NUM
eaes-3418	178	6	,	,	PUNCT
eaes-3418	178	7	2020	2020	NUM
eaes-3418	178	8	125	125	NUM
eaes-3418	178	9	published	publish	VERB
eaes-3418	178	10	by	by	ADP
eaes-3418	178	11	scholink	scholink	PROPN
eaes-3418	178	12	inc	inc	PROPN
eaes-3418	178	13	.	.	PROPN
eaes-3418	178	14	figure	figure	NOUN
eaes-3418	178	15	9	9	NUM
eaes-3418	178	16	.	.	PUNCT
eaes-3418	178	17	annual	annual	ADJ
eaes-3418	178	18	quantity	quantity	NOUN
eaes-3418	178	19	of	of	ADP
eaes-3418	178	20	negative	negative	ADV
eaes-3418	178	21	-	-	PUNCT
eaes-3418	178	22	priced	price	VERB
eaes-3418	178	23	power	power	NOUN
eaes-3418	178	24	per	per	ADP
eaes-3418	178	25	resource	resource	NOUN
eaes-3418	178	26	,	,	PUNCT
eaes-3418	178	27	caiso	caiso	NOUN
eaes-3418	178	28	2015	2015	NUM
eaes-3418	178	29	(	(	PUNCT
eaes-3418	178	30	sorted	sorted	ADJ
eaes-3418	178	31	,	,	PUNCT
eaes-3418	178	32	largest	large	ADJ
eaes-3418	178	33	first	first	ADJ
eaes-3418	178	34	)	)	PUNCT
eaes-3418	178	35	we	we	PRON
eaes-3418	178	36	consider	consider	VERB
eaes-3418	178	37	the	the	DET
eaes-3418	178	38	year	year	NOUN
eaes-3418	178	39	2015	2015	NUM
eaes-3418	178	40	data	datum	NOUN
eaes-3418	178	41	,	,	PUNCT
eaes-3418	178	42	presenting	present	VERB
eaes-3418	178	43	the	the	DET
eaes-3418	178	44	per	per	ADP
eaes-3418	178	45	-	-	PUNCT
eaes-3418	178	46	site	site	NOUN
eaes-3418	178	47	total	total	ADJ
eaes-3418	178	48	negative	negative	ADV
eaes-3418	178	49	-	-	PUNCT
eaes-3418	178	50	priced	price	VERB
eaes-3418	178	51	power	power	NOUN
eaes-3418	178	52	at	at	ADP
eaes-3418	178	53	renewable	renewable	ADJ
eaes-3418	178	54	resources	resource	NOUN
eaes-3418	178	55	in	in	ADP
eaes-3418	178	56	figure	figure	NOUN
eaes-3418	178	57	9	9	NUM
eaes-3418	179	1	.	.	PUNCT
eaes-3418	179	2	note	note	VERB
eaes-3418	179	3	that	that	SCONJ
eaes-3418	179	4	the	the	DET
eaes-3418	179	5	maximum	maximum	ADJ
eaes-3418	179	6	negative	negative	ADV
eaes-3418	179	7	-	-	PUNCT
eaes-3418	179	8	priced	price	VERB
eaes-3418	179	9	power	power	NOUN
eaes-3418	179	10	at	at	ADP
eaes-3418	179	11	one	one	NUM
eaes-3418	179	12	site	site	NOUN
eaes-3418	179	13	was	be	AUX
eaes-3418	179	14	131	131	NUM
eaes-3418	179	15	gwh	gwh	NOUN
eaes-3418	179	16	(	(	PUNCT
eaes-3418	179	17	$	$	SYM
eaes-3418	179	18	3.9	3.9	NUM
eaes-3418	179	19	m	m	NOUN
eaes-3418	179	20	power	power	NOUN
eaes-3418	179	21	@	@	ADP
eaes-3418	179	22	$	$	SYM
eaes-3418	179	23	30	30	NUM
eaes-3418	179	24	/	/	SYM
eaes-3418	179	25	mwh	mwh	PROPN
eaes-3418	179	26	)	)	PUNCT
eaes-3418	179	27	,	,	PUNCT
eaes-3418	179	28	and	and	CCONJ
eaes-3418	179	29	all	all	PRON
eaes-3418	179	30	of	of	ADP
eaes-3418	179	31	the	the	DET
eaes-3418	179	32	resources	resource	NOUN
eaes-3418	179	33	experienced	experience	VERB
eaes-3418	179	34	negative	negative	ADJ
eaes-3418	179	35	pricing	pricing	NOUN
eaes-3418	179	36	(	(	PUNCT
eaes-3418	179	37	except	except	SCONJ
eaes-3418	179	38	one	one	NUM
eaes-3418	179	39	!	!	PUNCT
eaes-3418	179	40	)	)	PUNCT
eaes-3418	179	41	.	.	PUNCT
eaes-3418	180	1	if	if	SCONJ
eaes-3418	180	2	we	we	PRON
eaes-3418	180	3	compare	compare	VERB
eaes-3418	180	4	to	to	ADP
eaes-3418	180	5	the	the	DET
eaes-3418	180	6	average	average	ADJ
eaes-3418	180	7	negative	negative	ADV
eaes-3418	180	8	-	-	PUNCT
eaes-3418	180	9	priced	price	VERB
eaes-3418	180	10	power	power	NOUN
eaes-3418	180	11	for	for	ADP
eaes-3418	180	12	2015	2015	NUM
eaes-3418	180	13	,	,	PUNCT
eaes-3418	180	14	6.9	6.9	NUM
eaes-3418	180	15	gwh	gwh	NOUN
eaes-3418	180	16	/	/	SYM
eaes-3418	180	17	resource	resource	NOUN
eaes-3418	180	18	,	,	PUNCT
eaes-3418	180	19	we	we	PRON
eaes-3418	180	20	see	see	VERB
eaes-3418	180	21	that	that	SCONJ
eaes-3418	180	22	68	68	NUM
eaes-3418	180	23	resources	resource	NOUN
eaes-3418	180	24	exceed	exceed	VERB
eaes-3418	180	25	this	this	DET
eaes-3418	180	26	average	average	NOUN
eaes-3418	180	27	out	out	ADP
eaes-3418	180	28	of	of	ADP
eaes-3418	180	29	a	a	DET
eaes-3418	180	30	total	total	NOUN
eaes-3418	180	31	of	of	ADP
eaes-3418	180	32	367	367	NUM
eaes-3418	180	33	.	.	PUNCT
eaes-3418	181	1	even	even	ADV
eaes-3418	181	2	with	with	ADP
eaes-3418	181	3	a	a	DET
eaes-3418	181	4	large	large	ADJ
eaes-3418	181	5	standard	standard	ADJ
eaes-3418	181	6	deviation	deviation	NOUN
eaes-3418	181	7	of	of	ADP
eaes-3418	181	8	17.7gwh	17.7gwh	NUM
eaes-3418	181	9	,	,	PUNCT
eaes-3418	181	10	we	we	PRON
eaes-3418	181	11	see	see	VERB
eaes-3418	181	12	that	that	SCONJ
eaes-3418	181	13	the	the	DET
eaes-3418	181	14	maximum	maximum	NOUN
eaes-3418	181	15	is	be	AUX
eaes-3418	181	16	7	7	NUM
eaes-3418	181	17	standard	standard	ADJ
eaes-3418	181	18	deviations	deviation	NOUN
eaes-3418	181	19	above	above	ADP
eaes-3418	181	20	the	the	DET
eaes-3418	181	21	mean	mean	NOUN
eaes-3418	181	22	.	.	PUNCT
eaes-3418	182	1	and	and	CCONJ
eaes-3418	182	2	a	a	DET
eaes-3418	182	3	collection	collection	NOUN
eaes-3418	182	4	of	of	ADP
eaes-3418	182	5	resources	resource	NOUN
eaes-3418	182	6	are	be	AUX
eaes-3418	182	7	well	well	ADV
eaes-3418	182	8	above	above	ADP
eaes-3418	182	9	the	the	DET
eaes-3418	182	10	mean	mean	NOUN
eaes-3418	182	11	,	,	PUNCT
eaes-3418	182	12	with	with	ADP
eaes-3418	182	13	the	the	DET
eaes-3418	182	14	top	top	ADJ
eaes-3418	182	15	10	10	NUM
eaes-3418	182	16	accounting	accounting	NOUN
eaes-3418	182	17	for	for	ADP
eaes-3418	182	18	930	930	NUM
eaes-3418	182	19	gwh	gwh	NOUN
eaes-3418	182	20	(	(	PUNCT
eaes-3418	182	21	$	$	SYM
eaes-3418	182	22	27.9	27.9	NUM
eaes-3418	182	23	m	m	NOUN
eaes-3418	182	24	)	)	PUNCT
eaes-3418	182	25	.	.	PUNCT
eaes-3418	183	1	the	the	DET
eaes-3418	183	2	top	top	ADJ
eaes-3418	183	3	20	20	NUM
eaes-3418	183	4	account	account	NOUN
eaes-3418	183	5	for	for	ADP
eaes-3418	183	6	1,427	1,427	NUM
eaes-3418	183	7	gwh	gwh	NOUN
eaes-3418	183	8	(	(	PUNCT
eaes-3418	183	9	$	$	SYM
eaes-3418	183	10	42.8	42.8	NUM
eaes-3418	183	11	m	m	NOUN
eaes-3418	183	12	)	)	PUNCT
eaes-3418	183	13	.	.	PUNCT
eaes-3418	184	1	the	the	DET
eaes-3418	184	2	top	top	ADJ
eaes-3418	184	3	30	30	NUM
eaes-3418	184	4	account	account	NOUN
eaes-3418	184	5	for	for	ADP
eaes-3418	184	6	1,704	1,704	NUM
eaes-3418	184	7	gwh	gwh	NOUN
eaes-3418	184	8	(	(	PUNCT
eaes-3418	184	9	$	$	SYM
eaes-3418	184	10	51.1	51.1	NUM
eaes-3418	184	11	m	m	NOUN
eaes-3418	184	12	)	)	PUNCT
eaes-3418	184	13	.	.	PUNCT
eaes-3418	185	1	the	the	DET
eaes-3418	185	2	top	top	ADJ
eaes-3418	185	3	50	50	NUM
eaes-3418	185	4	account	account	NOUN
eaes-3418	185	5	for	for	ADP
eaes-3418	185	6	2,064	2,064	NUM
eaes-3418	185	7	gwh	gwh	NOUN
eaes-3418	185	8	(	(	PUNCT
eaes-3418	185	9	$	$	SYM
eaes-3418	185	10	61.9	61.9	NUM
eaes-3418	185	11	m	m	NOUN
eaes-3418	185	12	)	)	PUNCT
eaes-3418	185	13	,	,	PUNCT
eaes-3418	185	14	or	or	CCONJ
eaes-3418	185	15	over	over	ADP
eaes-3418	185	16	80	80	NUM
eaes-3418	185	17	%	%	NOUN
eaes-3418	185	18	of	of	ADP
eaes-3418	185	19	the	the	DET
eaes-3418	185	20	opportunity	opportunity	NOUN
eaes-3418	185	21	power	power	NOUN
eaes-3418	185	22	(	(	PUNCT
eaes-3418	185	23	2,512	2,512	NUM
eaes-3418	185	24	gwh	gwh	NOUN
eaes-3418	185	25	overall	overall	NOUN
eaes-3418	185	26	)	)	PUNCT
eaes-3418	185	27	.	.	PUNCT
eaes-3418	186	1	figure	figure	NOUN
eaes-3418	186	2	10	10	NUM
eaes-3418	186	3	.	.	PUNCT
eaes-3418	186	4	annual	annual	ADJ
eaes-3418	186	5	quantity	quantity	NOUN
eaes-3418	186	6	of	of	ADP
eaes-3418	186	7	negative	negative	ADV
eaes-3418	186	8	-	-	PUNCT
eaes-3418	186	9	priced	price	VERB
eaes-3418	186	10	power	power	NOUN
eaes-3418	186	11	per	per	ADP
eaes-3418	186	12	resource	resource	NOUN
eaes-3418	186	13	,	,	PUNCT
eaes-3418	186	14	caiso	caiso	NOUN
eaes-3418	186	15	2016	2016	NUM
eaes-3418	186	16	(	(	PUNCT
eaes-3418	186	17	sorted	sorted	ADJ
eaes-3418	186	18	,	,	PUNCT
eaes-3418	186	19	largest	large	ADJ
eaes-3418	186	20	first	first	ADJ
eaes-3418	186	21	)	)	PUNCT
eaes-3418	186	22	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	186	23	energy	energy	NOUN
eaes-3418	186	24	and	and	CCONJ
eaes-3418	186	25	earth	earth	NOUN
eaes-3418	186	26	science	science	NOUN
eaes-3418	186	27	vol	vol	NOUN
eaes-3418	186	28	.	.	PROPN
eaes-3418	187	1	3	3	NUM
eaes-3418	187	2	,	,	PUNCT
eaes-3418	187	3	no	no	INTJ
eaes-3418	187	4	.	.	NOUN
eaes-3418	187	5	2	2	NUM
eaes-3418	187	6	,	,	PUNCT
eaes-3418	187	7	2020	2020	NUM
eaes-3418	187	8	126	126	NUM
eaes-3418	187	9	published	publish	VERB
eaes-3418	187	10	by	by	ADP
eaes-3418	187	11	scholink	scholink	PROPN
eaes-3418	187	12	inc	inc	PROPN
eaes-3418	187	13	.	.	PUNCT
eaes-3418	188	1	we	we	PRON
eaes-3418	188	2	consider	consider	VERB
eaes-3418	188	3	the	the	DET
eaes-3418	188	4	year	year	NOUN
eaes-3418	188	5	2016	2016	NUM
eaes-3418	188	6	data	datum	NOUN
eaes-3418	188	7	,	,	PUNCT
eaes-3418	188	8	presenting	present	VERB
eaes-3418	188	9	the	the	DET
eaes-3418	188	10	per	per	ADP
eaes-3418	188	11	-	-	PUNCT
eaes-3418	188	12	site	site	NOUN
eaes-3418	188	13	total	total	ADJ
eaes-3418	188	14	negative	negative	ADV
eaes-3418	188	15	-	-	PUNCT
eaes-3418	188	16	priced	price	VERB
eaes-3418	188	17	power	power	NOUN
eaes-3418	188	18	at	at	ADP
eaes-3418	188	19	renewable	renewable	ADJ
eaes-3418	188	20	resources	resource	NOUN
eaes-3418	188	21	in	in	ADP
eaes-3418	188	22	figure	figure	NOUN
eaes-3418	188	23	10	10	NUM
eaes-3418	188	24	.	.	PUNCT
eaes-3418	189	1	note	note	VERB
eaes-3418	189	2	that	that	SCONJ
eaes-3418	189	3	the	the	DET
eaes-3418	189	4	maximum	maximum	ADJ
eaes-3418	189	5	negative	negative	ADV
eaes-3418	189	6	-	-	PUNCT
eaes-3418	189	7	priced	price	VERB
eaes-3418	189	8	power	power	NOUN
eaes-3418	189	9	at	at	ADP
eaes-3418	189	10	one	one	NUM
eaes-3418	189	11	site	site	NOUN
eaes-3418	189	12	was	be	AUX
eaes-3418	189	13	171	171	NUM
eaes-3418	189	14	gwh	gwh	NOUN
eaes-3418	189	15	(	(	PUNCT
eaes-3418	189	16	$	$	SYM
eaes-3418	189	17	5.1	5.1	NUM
eaes-3418	189	18	m	m	NOUN
eaes-3418	189	19	power	power	NOUN
eaes-3418	189	20	@	@	ADP
eaes-3418	189	21	$	$	SYM
eaes-3418	189	22	30	30	NUM
eaes-3418	189	23	/	/	SYM
eaes-3418	189	24	mwh	mwh	PROPN
eaes-3418	189	25	)	)	PUNCT
eaes-3418	189	26	and	and	CCONJ
eaes-3418	189	27	all	all	PRON
eaes-3418	189	28	of	of	ADP
eaes-3418	189	29	the	the	DET
eaes-3418	189	30	resources	resource	NOUN
eaes-3418	189	31	experienced	experience	VERB
eaes-3418	189	32	negative	negative	ADJ
eaes-3418	189	33	pricing	pricing	NOUN
eaes-3418	189	34	.	.	PUNCT
eaes-3418	190	1	if	if	SCONJ
eaes-3418	190	2	we	we	PRON
eaes-3418	190	3	compare	compare	VERB
eaes-3418	190	4	to	to	ADP
eaes-3418	190	5	the	the	DET
eaes-3418	190	6	average	average	ADJ
eaes-3418	190	7	negative	negative	ADV
eaes-3418	190	8	-	-	PUNCT
eaes-3418	190	9	priced	price	VERB
eaes-3418	190	10	power	power	NOUN
eaes-3418	190	11	for	for	ADP
eaes-3418	190	12	2016	2016	NUM
eaes-3418	190	13	,	,	PUNCT
eaes-3418	190	14	12	12	NUM
eaes-3418	190	15	gwh	gwh	NOUN
eaes-3418	190	16	/	/	SYM
eaes-3418	190	17	resource	resource	NOUN
eaes-3418	190	18	,	,	PUNCT
eaes-3418	190	19	we	we	PRON
eaes-3418	190	20	see	see	VERB
eaes-3418	190	21	that	that	SCONJ
eaes-3418	190	22	approximately	approximately	ADV
eaes-3418	190	23	68	68	NUM
eaes-3418	190	24	resources	resource	NOUN
eaes-3418	190	25	exceed	exceed	VERB
eaes-3418	190	26	this	this	DET
eaes-3418	190	27	average	average	NOUN
eaes-3418	190	28	out	out	ADP
eaes-3418	190	29	of	of	ADP
eaes-3418	190	30	a	a	DET
eaes-3418	190	31	total	total	NOUN
eaes-3418	190	32	of	of	ADP
eaes-3418	190	33	313	313	NUM
eaes-3418	190	34	.	.	PUNCT
eaes-3418	191	1	even	even	ADV
eaes-3418	191	2	with	with	ADP
eaes-3418	191	3	a	a	DET
eaes-3418	191	4	large	large	ADJ
eaes-3418	191	5	standard	standard	ADJ
eaes-3418	191	6	deviation	deviation	NOUN
eaes-3418	191	7	of	of	ADP
eaes-3418	191	8	24.4	24.4	NUM
eaes-3418	191	9	gwh	gwh	NOUN
eaes-3418	191	10	,	,	PUNCT
eaes-3418	191	11	we	we	PRON
eaes-3418	191	12	see	see	VERB
eaes-3418	191	13	that	that	SCONJ
eaes-3418	191	14	the	the	DET
eaes-3418	191	15	maximum	maximum	NOUN
eaes-3418	191	16	is	be	AUX
eaes-3418	191	17	6.5	6.5	NUM
eaes-3418	191	18	standard	standard	ADJ
eaes-3418	191	19	deviations	deviation	NOUN
eaes-3418	191	20	above	above	ADP
eaes-3418	191	21	the	the	DET
eaes-3418	191	22	mean	mean	NOUN
eaes-3418	191	23	.	.	PUNCT
eaes-3418	192	1	and	and	CCONJ
eaes-3418	192	2	a	a	DET
eaes-3418	192	3	collection	collection	NOUN
eaes-3418	192	4	of	of	ADP
eaes-3418	192	5	resources	resource	NOUN
eaes-3418	192	6	are	be	AUX
eaes-3418	192	7	well	well	ADV
eaes-3418	192	8	above	above	ADP
eaes-3418	192	9	the	the	DET
eaes-3418	192	10	mean	mean	NOUN
eaes-3418	192	11	,	,	PUNCT
eaes-3418	192	12	with	with	ADP
eaes-3418	192	13	the	the	DET
eaes-3418	192	14	top	top	ADJ
eaes-3418	192	15	10	10	NUM
eaes-3418	192	16	accounting	accounting	NOUN
eaes-3418	192	17	for	for	ADP
eaes-3418	192	18	1,170	1,170	NUM
eaes-3418	192	19	gwh	gwh	NOUN
eaes-3418	192	20	(	(	PUNCT
eaes-3418	192	21	$	$	SYM
eaes-3418	192	22	35.1	35.1	NUM
eaes-3418	192	23	m	m	NOUN
eaes-3418	192	24	)	)	PUNCT
eaes-3418	192	25	.	.	PUNCT
eaes-3418	193	1	the	the	DET
eaes-3418	193	2	top	top	ADJ
eaes-3418	193	3	20	20	NUM
eaes-3418	193	4	account	account	NOUN
eaes-3418	193	5	for	for	ADP
eaes-3418	193	6	1,892	1,892	NUM
eaes-3418	193	7	gwh	gwh	NOUN
eaes-3418	193	8	(	(	PUNCT
eaes-3418	193	9	$	$	SYM
eaes-3418	193	10	56.7	56.7	NUM
eaes-3418	193	11	m	m	NOUN
eaes-3418	193	12	)	)	PUNCT
eaes-3418	193	13	.	.	PUNCT
eaes-3418	194	1	the	the	DET
eaes-3418	194	2	top	top	ADJ
eaes-3418	194	3	30	30	NUM
eaes-3418	194	4	account	account	NOUN
eaes-3418	194	5	for	for	ADP
eaes-3418	194	6	2,294	2,294	NUM
eaes-3418	194	7	gwh	gwh	NOUN
eaes-3418	194	8	(	(	PUNCT
eaes-3418	194	9	$	$	SYM
eaes-3418	194	10	68.8	68.8	NUM
eaes-3418	194	11	m	m	NOUN
eaes-3418	194	12	)	)	PUNCT
eaes-3418	194	13	.	.	PUNCT
eaes-3418	195	1	the	the	DET
eaes-3418	195	2	top	top	ADJ
eaes-3418	195	3	50	50	NUM
eaes-3418	195	4	account	account	NOUN
eaes-3418	195	5	for	for	ADP
eaes-3418	195	6	2,840	2,840	NUM
eaes-3418	195	7	gwh	gwh	NOUN
eaes-3418	195	8	(	(	PUNCT
eaes-3418	195	9	$	$	SYM
eaes-3418	195	10	85.2	85.2	NUM
eaes-3418	195	11	m	m	NOUN
eaes-3418	195	12	)	)	PUNCT
eaes-3418	195	13	,	,	PUNCT
eaes-3418	195	14	or	or	CCONJ
eaes-3418	195	15	over	over	ADP
eaes-3418	195	16	73	73	NUM
eaes-3418	195	17	%	%	NOUN
eaes-3418	195	18	of	of	ADP
eaes-3418	195	19	the	the	DET
eaes-3418	195	20	opportunity	opportunity	NOUN
eaes-3418	195	21	power	power	NOUN
eaes-3418	195	22	(	(	PUNCT
eaes-3418	195	23	3,880	3,880	NUM
eaes-3418	195	24	gwh	gwh	NOUN
eaes-3418	195	25	overall	overall	NOUN
eaes-3418	195	26	)	)	PUNCT
eaes-3418	195	27	.	.	PUNCT
eaes-3418	196	1	figure	figure	NOUN
eaes-3418	196	2	11	11	NUM
eaes-3418	196	3	.	.	PUNCT
eaes-3418	196	4	annual	annual	ADJ
eaes-3418	196	5	quantity	quantity	NOUN
eaes-3418	196	6	of	of	ADP
eaes-3418	196	7	negative	negative	ADV
eaes-3418	196	8	-	-	PUNCT
eaes-3418	196	9	priced	price	VERB
eaes-3418	196	10	power	power	NOUN
eaes-3418	196	11	per	per	ADP
eaes-3418	196	12	resource	resource	NOUN
eaes-3418	196	13	,	,	PUNCT
eaes-3418	196	14	caiso	caiso	NOUN
eaes-3418	196	15	2017	2017	NUM
eaes-3418	196	16	(	(	PUNCT
eaes-3418	196	17	sorted	sorted	ADJ
eaes-3418	196	18	,	,	PUNCT
eaes-3418	196	19	largest	large	ADJ
eaes-3418	196	20	first	first	ADJ
eaes-3418	196	21	)	)	PUNCT
eaes-3418	196	22	we	we	PRON
eaes-3418	196	23	consider	consider	VERB
eaes-3418	196	24	the	the	DET
eaes-3418	196	25	year	year	NOUN
eaes-3418	196	26	2017	2017	NUM
eaes-3418	196	27	data	datum	NOUN
eaes-3418	196	28	,	,	PUNCT
eaes-3418	196	29	presenting	present	VERB
eaes-3418	196	30	the	the	DET
eaes-3418	196	31	per	per	ADP
eaes-3418	196	32	-	-	PUNCT
eaes-3418	196	33	site	site	NOUN
eaes-3418	196	34	total	total	ADJ
eaes-3418	196	35	negative	negative	ADV
eaes-3418	196	36	-	-	PUNCT
eaes-3418	196	37	priced	price	VERB
eaes-3418	196	38	power	power	NOUN
eaes-3418	196	39	at	at	ADP
eaes-3418	196	40	renewable	renewable	ADJ
eaes-3418	196	41	resources	resource	NOUN
eaes-3418	196	42	in	in	ADP
eaes-3418	196	43	figure	figure	NOUN
eaes-3418	196	44	11	11	NUM
eaes-3418	196	45	.	.	PUNCT
eaes-3418	197	1	the	the	DET
eaes-3418	197	2	picture	picture	NOUN
eaes-3418	197	3	is	be	AUX
eaes-3418	197	4	similar	similar	ADJ
eaes-3418	197	5	to	to	ADP
eaes-3418	197	6	2015	2015	NUM
eaes-3418	197	7	and	and	CCONJ
eaes-3418	197	8	2016	2016	NUM
eaes-3418	197	9	,	,	PUNCT
eaes-3418	197	10	but	but	CCONJ
eaes-3418	197	11	slightly	slightly	ADV
eaes-3418	197	12	different	different	ADJ
eaes-3418	197	13	in	in	ADP
eaes-3418	197	14	degree	degree	NOUN
eaes-3418	197	15	.	.	PUNCT
eaes-3418	198	1	note	note	VERB
eaes-3418	198	2	that	that	SCONJ
eaes-3418	198	3	the	the	DET
eaes-3418	198	4	maximum	maximum	ADJ
eaes-3418	198	5	negative	negative	ADV
eaes-3418	198	6	-	-	PUNCT
eaes-3418	198	7	priced	price	VERB
eaes-3418	198	8	power	power	NOUN
eaes-3418	198	9	at	at	ADP
eaes-3418	198	10	one	one	NUM
eaes-3418	198	11	site	site	NOUN
eaes-3418	198	12	was	be	AUX
eaes-3418	198	13	168	168	NUM
eaes-3418	198	14	gwh	gwh	NOUN
eaes-3418	198	15	(	(	PUNCT
eaes-3418	198	16	$	$	SYM
eaes-3418	198	17	5.1	5.1	NUM
eaes-3418	198	18	m	m	NOUN
eaes-3418	198	19	power	power	NOUN
eaes-3418	198	20	@	@	ADP
eaes-3418	198	21	$	$	SYM
eaes-3418	198	22	30	30	NUM
eaes-3418	198	23	/	/	SYM
eaes-3418	198	24	mwh	mwh	PROPN
eaes-3418	198	25	)	)	PUNCT
eaes-3418	198	26	,	,	PUNCT
eaes-3418	198	27	about	about	ADP
eaes-3418	198	28	the	the	DET
eaes-3418	198	29	same	same	ADJ
eaes-3418	198	30	as	as	ADP
eaes-3418	198	31	2016	2016	NUM
eaes-3418	198	32	.	.	PUNCT
eaes-3418	199	1	and	and	CCONJ
eaes-3418	199	2	,	,	PUNCT
eaes-3418	199	3	that	that	ADV
eaes-3418	199	4	again	again	ADV
eaes-3418	199	5	,	,	PUNCT
eaes-3418	199	6	all	all	PRON
eaes-3418	199	7	of	of	ADP
eaes-3418	199	8	the	the	DET
eaes-3418	199	9	resources	resource	NOUN
eaes-3418	199	10	experienced	experience	VERB
eaes-3418	199	11	negative	negative	ADJ
eaes-3418	199	12	pricing	pricing	NOUN
eaes-3418	199	13	.	.	PUNCT
eaes-3418	200	1	if	if	SCONJ
eaes-3418	200	2	we	we	PRON
eaes-3418	200	3	compare	compare	VERB
eaes-3418	200	4	to	to	ADP
eaes-3418	200	5	the	the	DET
eaes-3418	200	6	average	average	ADJ
eaes-3418	200	7	negative	negative	ADV
eaes-3418	200	8	-	-	PUNCT
eaes-3418	200	9	priced	price	VERB
eaes-3418	200	10	power	power	NOUN
eaes-3418	200	11	for	for	ADP
eaes-3418	200	12	2017	2017	NUM
eaes-3418	200	13	,	,	PUNCT
eaes-3418	200	14	14	14	NUM
eaes-3418	200	15	gwh	gwh	NOUN
eaes-3418	200	16	/	/	SYM
eaes-3418	200	17	resource	resource	NOUN
eaes-3418	200	18	,	,	PUNCT
eaes-3418	200	19	we	we	PRON
eaes-3418	200	20	see	see	VERB
eaes-3418	200	21	that	that	SCONJ
eaes-3418	200	22	approximately	approximately	ADV
eaes-3418	200	23	85	85	NUM
eaes-3418	200	24	resources	resource	NOUN
eaes-3418	200	25	exceed	exceed	VERB
eaes-3418	200	26	this	this	DET
eaes-3418	200	27	average	average	NOUN
eaes-3418	200	28	out	out	ADP
eaes-3418	200	29	of	of	ADP
eaes-3418	200	30	a	a	DET
eaes-3418	200	31	total	total	NOUN
eaes-3418	200	32	of	of	ADP
eaes-3418	200	33	378	378	NUM
eaes-3418	200	34	.	.	PUNCT
eaes-3418	201	1	even	even	ADV
eaes-3418	201	2	with	with	ADP
eaes-3418	201	3	a	a	DET
eaes-3418	201	4	large	large	ADJ
eaes-3418	201	5	standard	standard	ADJ
eaes-3418	201	6	deviation	deviation	NOUN
eaes-3418	201	7	of	of	ADP
eaes-3418	201	8	26	26	NUM
eaes-3418	201	9	gwh	gwh	NOUN
eaes-3418	201	10	,	,	PUNCT
eaes-3418	201	11	we	we	PRON
eaes-3418	201	12	see	see	VERB
eaes-3418	201	13	that	that	SCONJ
eaes-3418	201	14	the	the	DET
eaes-3418	201	15	maximum	maximum	NOUN
eaes-3418	201	16	is	be	AUX
eaes-3418	201	17	5.9	5.9	NUM
eaes-3418	201	18	standard	standard	ADJ
eaes-3418	201	19	deviations	deviation	NOUN
eaes-3418	201	20	above	above	ADP
eaes-3418	201	21	the	the	DET
eaes-3418	201	22	mean	mean	NOUN
eaes-3418	201	23	.	.	PUNCT
eaes-3418	202	1	and	and	CCONJ
eaes-3418	202	2	a	a	DET
eaes-3418	202	3	collection	collection	NOUN
eaes-3418	202	4	of	of	ADP
eaes-3418	202	5	resources	resource	NOUN
eaes-3418	202	6	are	be	AUX
eaes-3418	202	7	well	well	ADV
eaes-3418	202	8	above	above	ADP
eaes-3418	202	9	the	the	DET
eaes-3418	202	10	mean	mean	NOUN
eaes-3418	202	11	,	,	PUNCT
eaes-3418	202	12	with	with	ADP
eaes-3418	202	13	the	the	DET
eaes-3418	202	14	top	top	ADJ
eaes-3418	202	15	10	10	NUM
eaes-3418	202	16	accounting	accounting	NOUN
eaes-3418	202	17	for	for	ADP
eaes-3418	202	18	1,307	1,307	NUM
eaes-3418	202	19	gwh	gwh	NOUN
eaes-3418	202	20	(	(	PUNCT
eaes-3418	202	21	$	$	SYM
eaes-3418	202	22	39.2	39.2	NUM
eaes-3418	202	23	m	m	NOUN
eaes-3418	202	24	)	)	PUNCT
eaes-3418	202	25	.	.	PUNCT
eaes-3418	203	1	the	the	DET
eaes-3418	203	2	top	top	ADJ
eaes-3418	203	3	20	20	NUM
eaes-3418	203	4	accounts	account	NOUN
eaes-3418	203	5	for	for	ADP
eaes-3418	203	6	2,181	2,181	NUM
eaes-3418	203	7	gwh	gwh	NOUN
eaes-3418	203	8	(	(	PUNCT
eaes-3418	203	9	$	$	SYM
eaes-3418	203	10	65.4	65.4	NUM
eaes-3418	203	11	m	m	NOUN
eaes-3418	203	12	)	)	PUNCT
eaes-3418	203	13	.	.	PUNCT
eaes-3418	204	1	the	the	DET
eaes-3418	204	2	top	top	ADJ
eaes-3418	204	3	30	30	NUM
eaes-3418	204	4	accounts	account	NOUN
eaes-3418	204	5	for	for	ADP
eaes-3418	204	6	2,723	2,723	NUM
eaes-3418	204	7	gwh	gwh	NOUN
eaes-3418	204	8	(	(	PUNCT
eaes-3418	204	9	$	$	SYM
eaes-3418	204	10	81.7	81.7	NUM
eaes-3418	204	11	m	m	NOUN
eaes-3418	204	12	)	)	PUNCT
eaes-3418	204	13	.	.	PUNCT
eaes-3418	205	1	the	the	DET
eaes-3418	205	2	top	top	ADJ
eaes-3418	205	3	50	50	NUM
eaes-3418	205	4	accounts	account	NOUN
eaes-3418	205	5	for	for	ADP
eaes-3418	205	6	3,389	3,389	NUM
eaes-3418	205	7	gwh	gwh	NOUN
eaes-3418	205	8	(	(	PUNCT
eaes-3418	205	9	$	$	SYM
eaes-3418	205	10	101.7	101.7	NUM
eaes-3418	205	11	m	m	NOUN
eaes-3418	205	12	)	)	PUNCT
eaes-3418	205	13	,	,	PUNCT
eaes-3418	205	14	or	or	CCONJ
eaes-3418	205	15	over	over	ADP
eaes-3418	205	16	64	64	NUM
eaes-3418	205	17	%	%	NOUN
eaes-3418	205	18	of	of	ADP
eaes-3418	205	19	the	the	DET
eaes-3418	205	20	opportunity	opportunity	NOUN
eaes-3418	205	21	power	power	NOUN
eaes-3418	205	22	(	(	PUNCT
eaes-3418	205	23	5,264	5,264	NUM
eaes-3418	205	24	gwh	gwh	NOUN
eaes-3418	205	25	overall	overall	NOUN
eaes-3418	205	26	)	)	PUNCT
eaes-3418	205	27	.	.	PUNCT
eaes-3418	206	1	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	206	2	energy	energy	NOUN
eaes-3418	206	3	and	and	CCONJ
eaes-3418	206	4	earth	earth	NOUN
eaes-3418	206	5	science	science	NOUN
eaes-3418	206	6	vol	vol	NOUN
eaes-3418	206	7	.	.	PROPN
eaes-3418	207	1	3	3	NUM
eaes-3418	207	2	,	,	PUNCT
eaes-3418	207	3	no	no	INTJ
eaes-3418	207	4	.	.	NOUN
eaes-3418	207	5	2	2	NUM
eaes-3418	207	6	,	,	PUNCT
eaes-3418	207	7	2020	2020	NUM
eaes-3418	207	8	127	127	NUM
eaes-3418	207	9	published	publish	VERB
eaes-3418	207	10	by	by	ADP
eaes-3418	207	11	scholink	scholink	PROPN
eaes-3418	207	12	inc	inc	PROPN
eaes-3418	207	13	.	.	PROPN
eaes-3418	207	14	6.3	6.3	NUM
eaes-3418	207	15	year	year	NOUN
eaes-3418	207	16	to	to	ADP
eaes-3418	207	17	year	year	NOUN
eaes-3418	207	18	changes	change	NOUN
eaes-3418	207	19	(	(	PUNCT
eaes-3418	207	20	per	per	ADP
eaes-3418	207	21	-	-	PUNCT
eaes-3418	207	22	resource	resource	NOUN
eaes-3418	207	23	)	)	PUNCT
eaes-3418	207	24	looking	look	VERB
eaes-3418	207	25	at	at	ADP
eaes-3418	207	26	trends	trend	NOUN
eaes-3418	207	27	from	from	ADP
eaes-3418	207	28	2015	2015	NUM
eaes-3418	207	29	to	to	ADP
eaes-3418	207	30	2017	2017	NUM
eaes-3418	207	31	,	,	PUNCT
eaes-3418	207	32	we	we	PRON
eaes-3418	207	33	see	see	VERB
eaes-3418	207	34	a	a	DET
eaes-3418	207	35	dramatic	dramatic	ADJ
eaes-3418	207	36	increase	increase	NOUN
eaes-3418	207	37	not	not	PART
eaes-3418	207	38	only	only	ADV
eaes-3418	207	39	in	in	ADP
eaes-3418	207	40	the	the	DET
eaes-3418	207	41	total	total	ADJ
eaes-3418	207	42	quantity	quantity	NOUN
eaes-3418	207	43	of	of	ADP
eaes-3418	207	44	negative	negative	ADV
eaes-3418	207	45	-	-	PUNCT
eaes-3418	207	46	priced	price	VERB
eaes-3418	207	47	power	power	NOUN
eaes-3418	207	48	but	but	CCONJ
eaes-3418	207	49	also	also	ADV
eaes-3418	207	50	in	in	ADP
eaes-3418	207	51	its	its	PRON
eaes-3418	207	52	breadth	breadth	NOUN
eaes-3418	207	53	of	of	ADP
eaes-3418	207	54	impact	impact	NOUN
eaes-3418	207	55	(	(	PUNCT
eaes-3418	207	56	resources	resource	NOUN
eaes-3418	207	57	participating	participate	VERB
eaes-3418	207	58	)	)	PUNCT
eaes-3418	207	59	.	.	PUNCT
eaes-3418	208	1	further	far	ADV
eaes-3418	208	2	we	we	PRON
eaes-3418	208	3	see	see	VERB
eaes-3418	208	4	that	that	SCONJ
eaes-3418	208	5	as	as	ADP
eaes-3418	208	6	the	the	DET
eaes-3418	208	7	overall	overall	ADJ
eaes-3418	208	8	quantify	quantify	NOUN
eaes-3418	208	9	of	of	ADP
eaes-3418	208	10	negative	negative	ADV
eaes-3418	208	11	-	-	PUNCT
eaes-3418	208	12	priced	price	VERB
eaes-3418	208	13	power	power	NOUN
eaes-3418	208	14	increases	increase	NOUN
eaes-3418	208	15	from	from	ADP
eaes-3418	208	16	year	year	NOUN
eaes-3418	208	17	to	to	ADP
eaes-3418	208	18	year	year	NOUN
eaes-3418	208	19	,	,	PUNCT
eaes-3418	208	20	the	the	DET
eaes-3418	208	21	disparities	disparity	NOUN
eaes-3418	208	22	become	become	VERB
eaes-3418	208	23	large	large	ADJ
eaes-3418	208	24	for	for	ADP
eaes-3418	208	25	a	a	DET
eaes-3418	208	26	growing	grow	VERB
eaes-3418	208	27	number	number	NOUN
eaes-3418	208	28	of	of	ADP
eaes-3418	208	29	resources	resource	NOUN
eaes-3418	208	30	(	(	PUNCT
eaes-3418	208	31	see	see	VERB
eaes-3418	208	32	table	table	NOUN
eaes-3418	208	33	7	7	NUM
eaes-3418	208	34	)	)	PUNCT
eaes-3418	208	35	.	.	PUNCT
eaes-3418	209	1	if	if	SCONJ
eaes-3418	209	2	we	we	PRON
eaes-3418	209	3	look	look	VERB
eaes-3418	209	4	at	at	ADP
eaes-3418	209	5	the	the	DET
eaes-3418	209	6	top	top	ADV
eaes-3418	209	7	-	-	PUNCT
eaes-3418	209	8	ranked	rank	VERB
eaes-3418	209	9	resources	resource	NOUN
eaes-3418	209	10	by	by	ADP
eaes-3418	209	11	quantity	quantity	NOUN
eaes-3418	209	12	of	of	ADP
eaes-3418	209	13	negative	negative	ADV
eaes-3418	209	14	-	-	PUNCT
eaes-3418	209	15	priced	price	VERB
eaes-3418	209	16	power	power	NOUN
eaes-3418	209	17	,	,	PUNCT
eaes-3418	209	18	we	we	PRON
eaes-3418	209	19	see	see	VERB
eaes-3418	209	20	significant	significant	ADJ
eaes-3418	209	21	growth	growth	NOUN
eaes-3418	209	22	in	in	ADP
eaes-3418	209	23	all	all	PRON
eaes-3418	209	24	of	of	ADP
eaes-3418	209	25	the	the	DET
eaes-3418	209	26	top	top	ADJ
eaes-3418	209	27	groups	group	NOUN
eaes-3418	209	28	.	.	PUNCT
eaes-3418	210	1	we	we	PRON
eaes-3418	210	2	compute	compute	VERB
eaes-3418	210	3	the	the	DET
eaes-3418	210	4	average	average	ADJ
eaes-3418	210	5	daily	daily	ADJ
eaes-3418	210	6	negative	negative	ADV
eaes-3418	210	7	-	-	PUNCT
eaes-3418	210	8	priced	price	VERB
eaes-3418	210	9	generation	generation	NOUN
eaes-3418	210	10	per	per	ADP
eaes-3418	210	11	resource	resource	NOUN
eaes-3418	210	12	by	by	ADP
eaes-3418	210	13	simple	simple	ADJ
eaes-3418	210	14	dividing	divide	VERB
eaes-3418	210	15	the	the	DET
eaes-3418	210	16	total	total	ADJ
eaes-3418	210	17	negative	negative	ADV
eaes-3418	210	18	-	-	PUNCT
eaes-3418	210	19	priced	price	VERB
eaes-3418	210	20	power	power	NOUN
eaes-3418	210	21	in	in	ADP
eaes-3418	210	22	the	the	DET
eaes-3418	210	23	group	group	NOUN
eaes-3418	210	24	by	by	ADP
eaes-3418	210	25	365	365	NUM
eaes-3418	210	26	days	day	NOUN
eaes-3418	210	27	and	and	CCONJ
eaes-3418	210	28	by	by	ADP
eaes-3418	210	29	the	the	DET
eaes-3418	210	30	number	number	NOUN
eaes-3418	210	31	of	of	ADP
eaes-3418	210	32	resources	resource	NOUN
eaes-3418	210	33	in	in	ADP
eaes-3418	210	34	the	the	DET
eaes-3418	210	35	group	group	NOUN
eaes-3418	210	36	.	.	PUNCT
eaes-3418	211	1	all	all	PRON
eaes-3418	211	2	of	of	ADP
eaes-3418	211	3	these	these	PRON
eaes-3418	211	4	show	show	VERB
eaes-3418	211	5	steady	steady	ADJ
eaes-3418	211	6	growth	growth	NOUN
eaes-3418	211	7	and	and	CCONJ
eaes-3418	211	8	significant	significant	ADJ
eaes-3418	211	9	quantities	quantity	NOUN
eaes-3418	211	10	of	of	ADP
eaes-3418	211	11	power	power	NOUN
eaes-3418	211	12	.	.	PUNCT
eaes-3418	212	1	note	note	VERB
eaes-3418	212	2	that	that	SCONJ
eaes-3418	212	3	if	if	SCONJ
eaes-3418	212	4	these	these	DET
eaes-3418	212	5	renewables	renewable	NOUN
eaes-3418	212	6	are	be	AUX
eaes-3418	212	7	solar	solar	ADJ
eaes-3418	212	8	,	,	PUNCT
eaes-3418	212	9	their	their	PRON
eaes-3418	212	10	generation	generation	NOUN
eaes-3418	212	11	will	will	AUX
eaes-3418	212	12	be	be	AUX
eaes-3418	212	13	concentrated	concentrate	VERB
eaes-3418	212	14	in	in	ADP
eaes-3418	212	15	the	the	DET
eaes-3418	212	16	daylight	daylight	NOUN
eaes-3418	212	17	hours	hour	NOUN
eaes-3418	212	18	,	,	PUNCT
eaes-3418	212	19	so	so	CCONJ
eaes-3418	212	20	the	the	DET
eaes-3418	212	21	effective	effective	ADJ
eaes-3418	212	22	daylight	daylight	NOUN
eaes-3418	212	23	negative	negative	ADV
eaes-3418	212	24	-	-	PUNCT
eaes-3418	212	25	priced	price	VERB
eaes-3418	212	26	generation	generation	NOUN
eaes-3418	212	27	will	will	AUX
eaes-3418	212	28	be	be	AUX
eaes-3418	212	29	2	2	NUM
eaes-3418	212	30	or	or	CCONJ
eaes-3418	212	31	even	even	ADV
eaes-3418	212	32	3	3	NUM
eaes-3418	212	33	times	time	NOUN
eaes-3418	212	34	larger	large	ADJ
eaes-3418	212	35	(	(	PUNCT
eaes-3418	212	36	e.g.	e.g.	ADV
eaes-3418	212	37	,	,	PUNCT
eaes-3418	212	38	>	>	SYM
eaes-3418	212	39	150mw	150mw	PROPN
eaes-3418	212	40	rate	rate	NOUN
eaes-3418	212	41	per	per	ADP
eaes-3418	212	42	site	site	NOUN
eaes-3418	212	43	for	for	ADP
eaes-3418	212	44	top	top	NOUN
eaes-3418	212	45	10	10	NUM
eaes-3418	212	46	in	in	ADP
eaes-3418	212	47	2017	2017	NUM
eaes-3418	212	48	)	)	PUNCT
eaes-3418	212	49	.	.	PUNCT
eaes-3418	213	1	table	table	NOUN
eaes-3418	213	2	7	7	NUM
eaes-3418	213	3	.	.	PUNCT
eaes-3418	213	4	negative	negative	ADV
eaes-3418	213	5	-	-	PUNCT
eaes-3418	213	6	priced	price	VERB
eaes-3418	213	7	power	power	NOUN
eaes-3418	213	8	at	at	ADP
eaes-3418	213	9	the	the	DET
eaes-3418	213	10	top	top	ADJ
eaes-3418	213	11	10	10	NUM
eaes-3418	213	12	,	,	PUNCT
eaes-3418	213	13	30	30	NUM
eaes-3418	213	14	,	,	PUNCT
eaes-3418	213	15	and	and	CCONJ
eaes-3418	213	16	50	50	NUM
eaes-3418	213	17	resources	resource	NOUN
eaes-3418	213	18	in	in	ADP
eaes-3418	213	19	caiso	caiso	NOUN
eaes-3418	213	20	year	year	NOUN
eaes-3418	213	21	top	top	ADJ
eaes-3418	213	22	10	10	NUM
eaes-3418	213	23	total	total	NOUN
eaes-3418	213	24	(	(	PUNCT
eaes-3418	213	25	mwh	mwh	PROPN
eaes-3418	213	26	)	)	PUNCT
eaes-3418	213	27	daily	daily	ADJ
eaes-3418	213	28	average	average	NOUN
eaes-3418	213	29	@	@	ADP
eaes-3418	213	30	resource	resource	NOUN
eaes-3418	213	31	(	(	PUNCT
eaes-3418	213	32	mwh	mwh	PROPN
eaes-3418	213	33	)	)	PUNCT
eaes-3418	213	34	top	top	ADJ
eaes-3418	213	35	30	30	NUM
eaes-3418	213	36	total	total	NOUN
eaes-3418	213	37	(	(	PUNCT
eaes-3418	213	38	mwh	mwh	PROPN
eaes-3418	213	39	)	)	PUNCT
eaes-3418	213	40	top	top	ADJ
eaes-3418	213	41	30	30	NUM
eaes-3418	213	42	daily	daily	ADJ
eaes-3418	213	43	average	average	NOUN
eaes-3418	213	44	(	(	PUNCT
eaes-3418	213	45	mwh	mwh	PROPN
eaes-3418	213	46	)	)	PUNCT
eaes-3418	213	47	top	top	ADJ
eaes-3418	213	48	50	50	NUM
eaes-3418	213	49	total	total	NOUN
eaes-3418	213	50	(	(	PUNCT
eaes-3418	213	51	mwh	mwh	PROPN
eaes-3418	213	52	)	)	PUNCT
eaes-3418	213	53	top	top	VERB
eaes-3418	213	54	50	50	NUM
eaes-3418	213	55	daily	daily	ADJ
eaes-3418	213	56	average	average	NOUN
eaes-3418	213	57	(	(	PUNCT
eaes-3418	213	58	mwh	mwh	PROPN
eaes-3418	213	59	)	)	PUNCT
eaes-3418	213	60	2015	2015	NUM
eaes-3418	213	61	930,000	930,000	NUM
eaes-3418	213	62	255	255	NUM
eaes-3418	213	63	1,704,000	1,704,000	NUM
eaes-3418	213	64	155	155	NUM
eaes-3418	213	65	2,064,000	2,064,000	NUM
eaes-3418	213	66	113	113	NUM
eaes-3418	213	67	2016	2016	NUM
eaes-3418	213	68	1,170,000	1,170,000	NUM
eaes-3418	213	69	321	321	NUM
eaes-3418	213	70	2,294,000	2,294,000	NUM
eaes-3418	213	71	209	209	NUM
eaes-3418	213	72	2,840,000	2,840,000	NUM
eaes-3418	213	73	156	156	NUM
eaes-3418	213	74	2017	2017	NUM
eaes-3418	213	75	5,264,000	5,264,000	NUM
eaes-3418	213	76	1,442	1,442	NUM
eaes-3418	213	77	2,723,000	2,723,000	NUM
eaes-3418	213	78	249	249	NUM
eaes-3418	213	79	3,389,000	3,389,000	NUM
eaes-3418	213	80	186	186	NUM
eaes-3418	213	81	7	7	NUM
eaes-3418	213	82	.	.	PUNCT
eaes-3418	214	1	opportunity	opportunity	NOUN
eaes-3418	214	2	power	power	NOUN
eaes-3418	214	3	temporal	temporal	ADJ
eaes-3418	214	4	dispersion	dispersion	NOUN
eaes-3418	214	5	the	the	DET
eaes-3418	214	6	quantity	quantity	NOUN
eaes-3418	214	7	of	of	ADP
eaes-3418	214	8	negative	negative	ADV
eaes-3418	214	9	-	-	PUNCT
eaes-3418	214	10	priced	price	VERB
eaes-3418	214	11	power	power	NOUN
eaes-3418	214	12	is	be	AUX
eaes-3418	214	13	important	important	ADJ
eaes-3418	214	14	,	,	PUNCT
eaes-3418	214	15	but	but	CCONJ
eaes-3418	214	16	its	its	PRON
eaes-3418	214	17	temporal	temporal	ADJ
eaes-3418	214	18	distribution	distribution	NOUN
eaes-3418	214	19	(	(	PUNCT
eaes-3418	214	20	all	all	PRON
eaes-3418	214	21	in	in	ADP
eaes-3418	214	22	one	one	NUM
eaes-3418	214	23	hour	hour	NOUN
eaes-3418	214	24	vs.	vs.	ADP
eaes-3418	214	25	spread	spread	VERB
eaes-3418	214	26	evenly	evenly	ADV
eaes-3418	214	27	)	)	PUNCT
eaes-3418	214	28	is	be	AUX
eaes-3418	214	29	critical	critical	ADJ
eaes-3418	214	30	for	for	ADP
eaes-3418	214	31	its	its	PRON
eaes-3418	214	32	utility	utility	NOUN
eaes-3418	214	33	for	for	ADP
eaes-3418	214	34	loads	load	NOUN
eaes-3418	214	35	.	.	PUNCT
eaes-3418	215	1	we	we	PRON
eaes-3418	215	2	further	far	ADV
eaes-3418	215	3	analyze	analyze	VERB
eaes-3418	215	4	the	the	DET
eaes-3418	215	5	rtd	rtd	NOUN
eaes-3418	215	6	-	-	PUNCT
eaes-3418	215	7	lmp	lmp	NOUN
eaes-3418	215	8	data	datum	NOUN
eaes-3418	215	9	to	to	PART
eaes-3418	215	10	characterize	characterize	VERB
eaes-3418	215	11	the	the	DET
eaes-3418	215	12	experience	experience	NOUN
eaes-3418	215	13	of	of	ADP
eaes-3418	215	14	individual	individual	ADJ
eaes-3418	215	15	generators	generator	NOUN
eaes-3418	215	16	,	,	PUNCT
eaes-3418	215	17	“	"	PUNCT
eaes-3418	215	18	duty	duty	NOUN
eaes-3418	215	19	factor	factor	NOUN
eaes-3418	215	20	”	"	PUNCT
eaes-3418	215	21	of	of	ADP
eaes-3418	215	22	negative	negative	ADV
eaes-3418	215	23	-	-	PUNCT
eaes-3418	215	24	priced	price	VERB
eaes-3418	215	25	power	power	NOUN
eaes-3418	215	26	at	at	ADP
eaes-3418	215	27	individual	individual	ADJ
eaes-3418	215	28	generators	generator	NOUN
eaes-3418	215	29	.	.	PUNCT
eaes-3418	216	1	that	that	PRON
eaes-3418	216	2	is	be	AUX
eaes-3418	216	3	,	,	PUNCT
eaes-3418	216	4	the	the	DET
eaes-3418	216	5	number	number	NOUN
eaes-3418	216	6	of	of	ADP
eaes-3418	216	7	hours	hour	NOUN
eaes-3418	216	8	that	that	PRON
eaes-3418	216	9	each	each	DET
eaes-3418	216	10	site	site	NOUN
eaes-3418	216	11	is	be	AUX
eaes-3418	216	12	experiencing	experience	VERB
eaes-3418	216	13	negative	negative	ADV
eaes-3418	216	14	-	-	PUNCT
eaes-3418	216	15	priced	price	VERB
eaes-3418	216	16	dispatch	dispatch	NOUN
eaes-3418	216	17	,	,	PUNCT
eaes-3418	216	18	a	a	DET
eaes-3418	216	19	useful	useful	ADJ
eaes-3418	216	20	measure	measure	NOUN
eaes-3418	216	21	to	to	PART
eaes-3418	216	22	understand	understand	VERB
eaes-3418	216	23	if	if	SCONJ
eaes-3418	216	24	a	a	DET
eaes-3418	216	25	physically	physically	ADV
eaes-3418	216	26	localized	localized	ADJ
eaes-3418	216	27	load	load	NOUN
eaes-3418	216	28	could	could	AUX
eaes-3418	216	29	exploit	exploit	VERB
eaes-3418	216	30	the	the	DET
eaes-3418	216	31	negative	negative	ADV
eaes-3418	216	32	-	-	PUNCT
eaes-3418	216	33	priced	price	VERB
eaes-3418	216	34	power	power	NOUN
eaes-3418	216	35	.	.	PUNCT
eaes-3418	217	1	we	we	PRON
eaes-3418	217	2	then	then	ADV
eaes-3418	217	3	normalize	normalize	VERB
eaes-3418	217	4	to	to	ADP
eaes-3418	217	5	a	a	DET
eaes-3418	217	6	24	24	NUM
eaes-3418	217	7	-	-	PUNCT
eaes-3418	217	8	hour	hour	NOUN
eaes-3418	217	9	window	window	NOUN
eaes-3418	217	10	(	(	PUNCT
eaes-3418	217	11	to	to	PART
eaes-3418	217	12	compare	compare	VERB
eaes-3418	217	13	against	against	ADP
eaes-3418	217	14	reliable	reliable	ADJ
eaes-3418	217	15	power	power	NOUN
eaes-3418	217	16	)	)	PUNCT
eaes-3418	217	17	,	,	PUNCT
eaes-3418	217	18	and	and	CCONJ
eaes-3418	217	19	also	also	ADV
eaes-3418	217	20	to	to	ADP
eaes-3418	217	21	a	a	DET
eaes-3418	217	22	10	10	NUM
eaes-3418	217	23	-	-	PUNCT
eaes-3418	217	24	hour	hour	NOUN
eaes-3418	217	25	window	window	NOUN
eaes-3418	217	26	(	(	PUNCT
eaes-3418	217	27	to	to	PART
eaes-3418	217	28	compare	compare	VERB
eaes-3418	217	29	against	against	ADP
eaes-3418	217	30	solar	solar	ADJ
eaes-3418	217	31	generation	generation	NOUN
eaes-3418	217	32	)	)	PUNCT
eaes-3418	217	33	.	.	PUNCT
eaes-3418	218	1	table	table	NOUN
eaes-3418	218	2	8	8	NUM
eaes-3418	218	3	.	.	PUNCT
eaes-3418	219	1	temporal	temporal	ADJ
eaes-3418	219	2	distribution	distribution	NOUN
eaes-3418	219	3	of	of	ADP
eaes-3418	219	4	negative	negative	ADV
eaes-3418	219	5	-	-	PUNCT
eaes-3418	219	6	priced	price	VERB
eaes-3418	219	7	power	power	NOUN
eaes-3418	219	8	occurrence	occurrence	NOUN
eaes-3418	219	9	at	at	ADP
eaes-3418	219	10	generators	generator	NOUN
eaes-3418	219	11	year	year	NOUN
eaes-3418	219	12	total	total	ADJ
eaes-3418	219	13	negative	negative	ADJ
eaes-3418	219	14	priced	priced	ADJ
eaes-3418	219	15	generator	generator	NOUN
eaes-3418	219	16	-	-	PUNCT
eaes-3418	219	17	hours	hour	NOUN
eaes-3418	219	18	resources	resource	NOUN
eaes-3418	219	19	average	average	ADJ
eaes-3418	219	20	negative	negative	ADV
eaes-3418	219	21	-	-	PUNCT
eaes-3418	219	22	priced	price	VERB
eaes-3418	219	23	hours	hour	NOUN
eaes-3418	219	24	/	/	SYM
eaes-3418	219	25	resource	resource	NOUN
eaes-3418	219	26	std	std	NOUN
eaes-3418	219	27	deviation	deviation	NOUN
eaes-3418	219	28	of	of	ADP
eaes-3418	219	29	negative	negative	ADV
eaes-3418	219	30	-	-	PUNCT
eaes-3418	219	31	priced	price	VERB
eaes-3418	219	32	hours	hour	NOUN
eaes-3418	219	33	/	/	SYM
eaes-3418	219	34	resource	resource	NOUN
eaes-3418	219	35	maximum	maximum	ADJ
eaes-3418	219	36	negative	negative	ADV
eaes-3418	219	37	-	-	PUNCT
eaes-3418	219	38	priced	price	VERB
eaes-3418	219	39	hours	hour	NOUN
eaes-3418	219	40	/	/	SYM
eaes-3418	219	41	resource	resource	NOUN
eaes-3418	219	42	2015	2015	NUM
eaes-3418	219	43	80,006	80,006	NUM
eaes-3418	219	44	hours	hour	NOUN
eaes-3418	219	45	367	367	NUM
eaes-3418	219	46	218	218	NUM
eaes-3418	219	47	hours	hour	NOUN
eaes-3418	219	48	211	211	NUM
eaes-3418	219	49	hours	hour	NOUN
eaes-3418	219	50	604	604	NUM
eaes-3418	219	51	hours	hour	NOUN
eaes-3418	219	52	2016	2016	NUM
eaes-3418	219	53	148,675	148,675	NUM
eaes-3418	219	54	hours	hour	NOUN
eaes-3418	219	55	313	313	NUM
eaes-3418	219	56	475	475	NUM
eaes-3418	219	57	hours	hour	NOUN
eaes-3418	219	58	183	183	NUM
eaes-3418	219	59	hours	hour	NOUN
eaes-3418	219	60	883	883	NUM
eaes-3418	219	61	hours	hour	NOUN
eaes-3418	219	62	2017	2017	NUM
eaes-3418	219	63	217,728	217,728	NUM
eaes-3418	219	64	hours	hour	NOUN
eaes-3418	219	65	378	378	NUM
eaes-3418	219	66	576	576	NUM
eaes-3418	219	67	hours	hour	NOUN
eaes-3418	219	68	157	157	NUM
eaes-3418	219	69	hours	hour	NOUN
eaes-3418	219	70	955	955	NUM
eaes-3418	219	71	hours	hour	NOUN
eaes-3418	219	72	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	219	73	energy	energy	NOUN
eaes-3418	219	74	and	and	CCONJ
eaes-3418	219	75	earth	earth	NOUN
eaes-3418	219	76	science	science	NOUN
eaes-3418	219	77	vol	vol	NOUN
eaes-3418	219	78	.	.	PROPN
eaes-3418	220	1	3	3	NUM
eaes-3418	220	2	,	,	PUNCT
eaes-3418	220	3	no	no	INTJ
eaes-3418	220	4	.	.	NOUN
eaes-3418	220	5	2	2	NUM
eaes-3418	220	6	,	,	PUNCT
eaes-3418	220	7	2020	2020	NUM
eaes-3418	220	8	128	128	NUM
eaes-3418	220	9	published	publish	VERB
eaes-3418	220	10	by	by	ADP
eaes-3418	220	11	scholink	scholink	PROPN
eaes-3418	220	12	inc	inc	PROPN
eaes-3418	220	13	.	.	PUNCT
eaes-3418	221	1	the	the	DET
eaes-3418	221	2	data	data	NOUN
eaes-3418	221	3	shows	show	VERB
eaes-3418	221	4	that	that	SCONJ
eaes-3418	221	5	the	the	DET
eaes-3418	221	6	number	number	NOUN
eaes-3418	221	7	of	of	ADP
eaes-3418	221	8	negative	negative	ADJ
eaes-3418	221	9	priced	price	VERB
eaes-3418	221	10	hours	hour	NOUN
eaes-3418	221	11	is	be	AUX
eaes-3418	221	12	growing	grow	VERB
eaes-3418	221	13	rapidly	rapidly	ADV
eaes-3418	221	14	,	,	PUNCT
eaes-3418	221	15	over	over	ADP
eaes-3418	221	16	2.5	2.5	NUM
eaes-3418	221	17	-	-	NUM
eaes-3418	221	18	fold	fold	NOUN
eaes-3418	221	19	from	from	ADP
eaes-3418	221	20	2015	2015	NUM
eaes-3418	221	21	to	to	ADP
eaes-3418	221	22	2017	2017	NUM
eaes-3418	221	23	.	.	PUNCT
eaes-3418	222	1	there	there	PRON
eaes-3418	222	2	is	be	VERB
eaes-3418	222	3	a	a	DET
eaes-3418	222	4	large	large	ADJ
eaes-3418	222	5	variation	variation	NOUN
eaes-3418	222	6	across	across	ADP
eaes-3418	222	7	resources	resource	NOUN
eaes-3418	222	8	,	,	PUNCT
eaes-3418	222	9	as	as	SCONJ
eaes-3418	222	10	shown	show	VERB
eaes-3418	222	11	by	by	ADP
eaes-3418	222	12	the	the	DET
eaes-3418	222	13	large	large	ADJ
eaes-3418	222	14	standard	standard	ADJ
eaes-3418	222	15	deviation	deviation	NOUN
eaes-3418	222	16	,	,	PUNCT
eaes-3418	222	17	and	and	CCONJ
eaes-3418	222	18	the	the	DET
eaes-3418	222	19	maximum	maximum	ADJ
eaes-3418	222	20	hours	hour	NOUN
eaes-3418	222	21	is	be	AUX
eaes-3418	222	22	only	only	ADV
eaes-3418	222	23	2.5x	2.5x	NUM
eaes-3418	222	24	standard	standard	ADJ
eaes-3418	222	25	deviations	deviation	NOUN
eaes-3418	222	26	above	above	ADP
eaes-3418	222	27	the	the	DET
eaes-3418	222	28	mean	mean	NOUN
eaes-3418	222	29	.	.	PUNCT
eaes-3418	223	1	this	this	PRON
eaes-3418	223	2	is	be	AUX
eaes-3418	223	3	a	a	DET
eaes-3418	223	4	much	much	ADV
eaes-3418	223	5	lower	low	ADJ
eaes-3418	223	6	variation	variation	NOUN
eaes-3418	223	7	than	than	SCONJ
eaes-3418	223	8	we	we	PRON
eaes-3418	223	9	saw	see	VERB
eaes-3418	223	10	with	with	ADP
eaes-3418	223	11	quantities	quantity	NOUN
eaes-3418	223	12	of	of	ADP
eaes-3418	223	13	negative	negative	ADV
eaes-3418	223	14	-	-	PUNCT
eaes-3418	223	15	priced	price	VERB
eaes-3418	223	16	power	power	NOUN
eaes-3418	223	17	;	;	PUNCT
eaes-3418	223	18	this	this	DET
eaes-3418	223	19	difference	difference	NOUN
eaes-3418	223	20	is	be	AUX
eaes-3418	223	21	presumably	presumably	ADV
eaes-3418	223	22	due	due	ADJ
eaes-3418	223	23	to	to	ADP
eaes-3418	223	24	different	different	ADJ
eaes-3418	223	25	peak	peak	NOUN
eaes-3418	223	26	generation	generation	NOUN
eaes-3418	223	27	capacities	capacity	NOUN
eaes-3418	223	28	.	.	PUNCT
eaes-3418	224	1	for	for	ADP
eaes-3418	224	2	the	the	DET
eaes-3418	224	3	sites	site	NOUN
eaes-3418	224	4	with	with	ADP
eaes-3418	224	5	maximum	maximum	ADJ
eaes-3418	224	6	hours	hour	NOUN
eaes-3418	224	7	,	,	PUNCT
eaes-3418	224	8	the	the	DET
eaes-3418	224	9	numbers	number	NOUN
eaes-3418	224	10	are	be	AUX
eaes-3418	224	11	large	large	ADJ
eaes-3418	224	12	enough	enough	ADV
eaes-3418	224	13	to	to	PART
eaes-3418	224	14	correspond	correspond	VERB
eaes-3418	224	15	to	to	ADP
eaes-3418	224	16	a	a	DET
eaes-3418	224	17	significant	significant	ADJ
eaes-3418	224	18	duty	duty	NOUN
eaes-3418	224	19	factor	factor	NOUN
eaes-3418	224	20	,	,	PUNCT
eaes-3418	224	21	particularly	particularly	ADV
eaes-3418	224	22	for	for	ADP
eaes-3418	224	23	a	a	DET
eaes-3418	224	24	variable	variable	ADJ
eaes-3418	224	25	renewable	renewable	ADJ
eaes-3418	224	26	generator	generator	NOUN
eaes-3418	224	27	.	.	PUNCT
eaes-3418	225	1	for	for	ADP
eaes-3418	225	2	example	example	NOUN
eaes-3418	225	3	,	,	PUNCT
eaes-3418	225	4	the	the	DET
eaes-3418	225	5	2015	2015	NUM
eaes-3418	225	6	number	number	NOUN
eaes-3418	225	7	,	,	PUNCT
eaes-3418	225	8	604	604	NUM
eaes-3418	225	9	hours	hour	NOUN
eaes-3418	225	10	,	,	PUNCT
eaes-3418	225	11	corresponds	correspond	VERB
eaes-3418	225	12	to	to	ADP
eaes-3418	225	13	duty	duty	NOUN
eaes-3418	225	14	factor	factor	NOUN
eaes-3418	225	15	of	of	ADP
eaes-3418	225	16	7	7	NUM
eaes-3418	225	17	%	%	NOUN
eaes-3418	225	18	(	(	PUNCT
eaes-3418	225	19	vs.	vs.	NOUN
eaes-3418	225	20	24	24	NUM
eaes-3418	225	21	hours	hour	NOUN
eaes-3418	225	22	)	)	PUNCT
eaes-3418	225	23	,	,	PUNCT
eaes-3418	225	24	and	and	CCONJ
eaes-3418	225	25	21	21	NUM
eaes-3418	225	26	%	%	NOUN
eaes-3418	225	27	(	(	PUNCT
eaes-3418	225	28	vs	vs	ADP
eaes-3418	225	29	solar	solar	ADJ
eaes-3418	225	30	hours	hour	NOUN
eaes-3418	225	31	)	)	PUNCT
eaes-3418	225	32	.	.	PUNCT
eaes-3418	226	1	the	the	DET
eaes-3418	226	2	maximum	maximum	NOUN
eaes-3418	226	3	for	for	ADP
eaes-3418	226	4	2016	2016	NUM
eaes-3418	226	5	,	,	PUNCT
eaes-3418	226	6	883	883	NUM
eaes-3418	226	7	hours	hour	NOUN
eaes-3418	226	8	,	,	PUNCT
eaes-3418	226	9	corresponds	correspond	VERB
eaes-3418	226	10	to	to	ADP
eaes-3418	226	11	duty	duty	NOUN
eaes-3418	226	12	factor	factor	NOUN
eaes-3418	226	13	of	of	ADP
eaes-3418	226	14	10	10	NUM
eaes-3418	226	15	%	%	NOUN
eaes-3418	226	16	(	(	PUNCT
eaes-3418	226	17	vs.	vs.	NOUN
eaes-3418	226	18	24	24	NUM
eaes-3418	226	19	hours	hour	NOUN
eaes-3418	226	20	)	)	PUNCT
eaes-3418	226	21	,	,	PUNCT
eaes-3418	226	22	and	and	CCONJ
eaes-3418	226	23	30	30	NUM
eaes-3418	226	24	%	%	NOUN
eaes-3418	226	25	(	(	PUNCT
eaes-3418	226	26	vs	vs	ADP
eaes-3418	226	27	solar	solar	ADJ
eaes-3418	226	28	hours	hour	NOUN
eaes-3418	226	29	)	)	PUNCT
eaes-3418	226	30	.	.	PUNCT
eaes-3418	227	1	and	and	CCONJ
eaes-3418	227	2	finally	finally	ADV
eaes-3418	227	3	,	,	PUNCT
eaes-3418	227	4	the	the	DET
eaes-3418	227	5	maximum	maximum	NOUN
eaes-3418	227	6	for	for	ADP
eaes-3418	227	7	2017	2017	NUM
eaes-3418	227	8	,	,	PUNCT
eaes-3418	227	9	955	955	NUM
eaes-3418	227	10	hours	hour	NOUN
eaes-3418	227	11	,	,	PUNCT
eaes-3418	227	12	corresponds	correspond	VERB
eaes-3418	227	13	to	to	ADP
eaes-3418	227	14	a	a	DET
eaes-3418	227	15	duty	duty	NOUN
eaes-3418	227	16	factor	factor	NOUN
eaes-3418	227	17	of	of	ADP
eaes-3418	227	18	11	11	NUM
eaes-3418	227	19	%	%	NOUN
eaes-3418	227	20	(	(	PUNCT
eaes-3418	227	21	vs.	vs.	NOUN
eaes-3418	227	22	24	24	NUM
eaes-3418	227	23	hours	hour	NOUN
eaes-3418	227	24	)	)	PUNCT
eaes-3418	227	25	and	and	CCONJ
eaes-3418	227	26	33	33	NUM
eaes-3418	227	27	%	%	NOUN
eaes-3418	227	28	(	(	PUNCT
eaes-3418	227	29	vs.	vs.	X
eaes-3418	227	30	solar	solar	ADJ
eaes-3418	227	31	hours	hour	NOUN
eaes-3418	227	32	)	)	PUNCT
eaes-3418	227	33	.	.	PUNCT
eaes-3418	228	1	obviously	obviously	ADV
eaes-3418	228	2	,	,	PUNCT
eaes-3418	228	3	a	a	DET
eaes-3418	228	4	generator	generator	NOUN
eaes-3418	228	5	that	that	PRON
eaes-3418	228	6	is	be	AUX
eaes-3418	228	7	receiving	receive	VERB
eaes-3418	228	8	negative	negative	ADJ
eaes-3418	228	9	prices	price	NOUN
eaes-3418	228	10	for	for	ADP
eaes-3418	228	11	33	33	NUM
eaes-3418	228	12	%	%	NOUN
eaes-3418	228	13	of	of	ADP
eaes-3418	228	14	its	its	PRON
eaes-3418	228	15	operating	operating	NOUN
eaes-3418	228	16	hours	hour	NOUN
eaes-3418	228	17	,	,	PUNCT
eaes-3418	228	18	even	even	ADV
eaes-3418	228	19	if	if	SCONJ
eaes-3418	228	20	it	it	PRON
eaes-3418	228	21	only	only	ADV
eaes-3418	228	22	applies	apply	VERB
eaes-3418	228	23	to	to	ADP
eaes-3418	228	24	a	a	DET
eaes-3418	228	25	fraction	fraction	NOUN
eaes-3418	228	26	of	of	ADP
eaes-3418	228	27	its	its	PRON
eaes-3418	228	28	power	power	NOUN
eaes-3418	228	29	,	,	PUNCT
eaes-3418	228	30	is	be	AUX
eaes-3418	228	31	not	not	PART
eaes-3418	228	32	likely	likely	ADJ
eaes-3418	228	33	to	to	PART
eaes-3418	228	34	be	be	AUX
eaes-3418	228	35	happy	happy	ADJ
eaes-3418	228	36	about	about	ADP
eaes-3418	228	37	it	it	PRON
eaes-3418	228	38	.	.	PUNCT
eaes-3418	229	1	on	on	ADP
eaes-3418	229	2	the	the	DET
eaes-3418	229	3	positive	positive	ADJ
eaes-3418	229	4	side	side	NOUN
eaes-3418	229	5	,	,	PUNCT
eaes-3418	229	6	if	if	SCONJ
eaes-3418	229	7	an	an	DET
eaes-3418	229	8	opportunistic	opportunistic	ADJ
eaes-3418	229	9	load	load	NOUN
eaes-3418	229	10	had	have	VERB
eaes-3418	229	11	the	the	DET
eaes-3418	229	12	goal	goal	NOUN
eaes-3418	229	13	of	of	ADP
eaes-3418	229	14	exploitation	exploitation	NOUN
eaes-3418	229	15	of	of	ADP
eaes-3418	229	16	the	the	DET
eaes-3418	229	17	negative	negative	ADV
eaes-3418	229	18	-	-	PUNCT
eaes-3418	229	19	priced	price	VERB
eaes-3418	229	20	power	power	NOUN
eaes-3418	229	21	,	,	PUNCT
eaes-3418	229	22	33	33	NUM
eaes-3418	229	23	%	%	NOUN
eaes-3418	229	24	x	x	SYM
eaes-3418	229	25	10	10	NUM
eaes-3418	229	26	hours	hour	NOUN
eaes-3418	229	27	yields	yield	VERB
eaes-3418	229	28	an	an	DET
eaes-3418	229	29	availability	availability	NOUN
eaes-3418	229	30	of	of	ADP
eaes-3418	229	31	about	about	ADV
eaes-3418	229	32	3.3	3.3	NUM
eaes-3418	229	33	hours	hour	NOUN
eaes-3418	229	34	per	per	ADP
eaes-3418	229	35	day	day	NOUN
eaes-3418	229	36	—	—	PUNCT
eaes-3418	229	37	conceivably	conceivably	ADV
eaes-3418	229	38	the	the	DET
eaes-3418	229	39	duty	duty	NOUN
eaes-3418	229	40	factor	factor	NOUN
eaes-3418	229	41	of	of	ADP
eaes-3418	229	42	an	an	DET
eaes-3418	229	43	unreliable	unreliable	ADJ
eaes-3418	229	44	,	,	PUNCT
eaes-3418	229	45	emerging	emerge	VERB
eaes-3418	229	46	region	region	NOUN
eaes-3418	229	47	grid	grid	NOUN
eaes-3418	229	48	.	.	PUNCT
eaes-3418	230	1	in	in	ADP
eaes-3418	230	2	figures	figure	NOUN
eaes-3418	230	3	12	12	NUM
eaes-3418	230	4	,	,	PUNCT
eaes-3418	230	5	13	13	NUM
eaes-3418	230	6	,	,	PUNCT
eaes-3418	230	7	and	and	CCONJ
eaes-3418	230	8	14	14	NUM
eaes-3418	230	9	,	,	PUNCT
eaes-3418	230	10	we	we	PRON
eaes-3418	230	11	examine	examine	VERB
eaes-3418	230	12	the	the	DET
eaes-3418	230	13	distributions	distribution	NOUN
eaes-3418	230	14	of	of	ADP
eaes-3418	230	15	negative	negative	ADV
eaes-3418	230	16	-	-	PUNCT
eaes-3418	230	17	priced	price	VERB
eaes-3418	230	18	power	power	NOUN
eaes-3418	230	19	hours	hour	NOUN
eaes-3418	230	20	across	across	ADP
eaes-3418	230	21	renewable	renewable	ADJ
eaes-3418	230	22	generation	generation	NOUN
eaes-3418	230	23	resources	resource	NOUN
eaes-3418	230	24	.	.	PUNCT
eaes-3418	231	1	we	we	PRON
eaes-3418	231	2	first	first	ADV
eaes-3418	231	3	consider	consider	VERB
eaes-3418	231	4	2015	2015	NUM
eaes-3418	231	5	data	datum	NOUN
eaes-3418	231	6	,	,	PUNCT
eaes-3418	231	7	presenting	present	VERB
eaes-3418	231	8	the	the	DET
eaes-3418	231	9	per	per	ADP
eaes-3418	231	10	-	-	PUNCT
eaes-3418	231	11	site	site	NOUN
eaes-3418	231	12	total	total	ADJ
eaes-3418	231	13	negative	negative	ADV
eaes-3418	231	14	-	-	PUNCT
eaes-3418	231	15	priced	price	VERB
eaes-3418	231	16	power	power	NOUN
eaes-3418	231	17	hours	hour	NOUN
eaes-3418	231	18	at	at	ADP
eaes-3418	231	19	renewable	renewable	ADJ
eaes-3418	231	20	resources	resource	NOUN
eaes-3418	231	21	in	in	ADP
eaes-3418	231	22	figure	figure	NOUN
eaes-3418	231	23	12	12	NUM
eaes-3418	231	24	.	.	PUNCT
eaes-3418	232	1	note	note	VERB
eaes-3418	232	2	that	that	SCONJ
eaes-3418	232	3	the	the	DET
eaes-3418	232	4	maximum	maximum	ADJ
eaes-3418	232	5	negative	negative	ADV
eaes-3418	232	6	-	-	PUNCT
eaes-3418	232	7	priced	price	VERB
eaes-3418	232	8	hours	hour	NOUN
eaes-3418	232	9	at	at	ADP
eaes-3418	232	10	one	one	NUM
eaes-3418	232	11	site	site	NOUN
eaes-3418	232	12	was	be	AUX
eaes-3418	232	13	604	604	NUM
eaes-3418	232	14	hours	hour	NOUN
eaes-3418	232	15	.	.	PUNCT
eaes-3418	233	1	about	about	ADV
eaes-3418	233	2	two	two	NUM
eaes-3418	233	3	-	-	PUNCT
eaes-3418	233	4	thirds	third	NOUN
eaes-3418	233	5	of	of	ADP
eaes-3418	233	6	the	the	DET
eaes-3418	233	7	renewable	renewable	ADJ
eaes-3418	233	8	resources	resource	NOUN
eaes-3418	233	9	experienced	experience	VERB
eaes-3418	233	10	negative	negative	ADJ
eaes-3418	233	11	pricing	pricing	NOUN
eaes-3418	233	12	.	.	PUNCT
eaes-3418	234	1	if	if	SCONJ
eaes-3418	234	2	we	we	PRON
eaes-3418	234	3	compare	compare	VERB
eaes-3418	234	4	to	to	ADP
eaes-3418	234	5	the	the	DET
eaes-3418	234	6	average	average	ADJ
eaes-3418	234	7	negative	negative	ADV
eaes-3418	234	8	-	-	PUNCT
eaes-3418	234	9	priced	price	VERB
eaes-3418	234	10	power	power	NOUN
eaes-3418	234	11	hours	hour	NOUN
eaes-3418	234	12	for	for	ADP
eaes-3418	234	13	2015	2015	NUM
eaes-3418	234	14	,	,	PUNCT
eaes-3418	234	15	218	218	NUM
eaes-3418	234	16	hours	hour	NOUN
eaes-3418	234	17	,	,	PUNCT
eaes-3418	234	18	we	we	PRON
eaes-3418	234	19	see	see	VERB
eaes-3418	234	20	that	that	SCONJ
eaes-3418	234	21	approximately	approximately	ADV
eaes-3418	234	22	155	155	NUM
eaes-3418	234	23	resources	resource	NOUN
eaes-3418	234	24	exceed	exceed	VERB
eaes-3418	234	25	this	this	DET
eaes-3418	234	26	average	average	NOUN
eaes-3418	234	27	out	out	ADP
eaes-3418	234	28	of	of	ADP
eaes-3418	234	29	a	a	DET
eaes-3418	234	30	total	total	NOUN
eaes-3418	234	31	of	of	ADP
eaes-3418	234	32	367	367	NUM
eaes-3418	234	33	resources	resource	NOUN
eaes-3418	234	34	;	;	PUNCT
eaes-3418	234	35	not	not	PART
eaes-3418	234	36	far	far	ADV
eaes-3418	234	37	from	from	ADP
eaes-3418	234	38	one	one	NUM
eaes-3418	234	39	-	-	PUNCT
eaes-3418	234	40	half	half	NOUN
eaes-3418	234	41	the	the	DET
eaes-3418	234	42	resources	resource	NOUN
eaes-3418	234	43	,	,	PUNCT
eaes-3418	234	44	so	so	CCONJ
eaes-3418	234	45	the	the	DET
eaes-3418	234	46	negative	negative	ADV
eaes-3418	234	47	-	-	PUNCT
eaes-3418	234	48	priced	price	VERB
eaes-3418	234	49	hours	hour	NOUN
eaes-3418	234	50	are	be	AUX
eaes-3418	234	51	reasonably	reasonably	ADV
eaes-3418	234	52	spread	spread	VERB
eaes-3418	234	53	out	out	ADP
eaes-3418	234	54	.	.	PUNCT
eaes-3418	235	1	figure	figure	NOUN
eaes-3418	235	2	12	12	NUM
eaes-3418	235	3	.	.	PUNCT
eaes-3418	236	1	negative	negative	ADV
eaes-3418	236	2	-	-	PUNCT
eaes-3418	236	3	priced	price	VERB
eaes-3418	236	4	power	power	NOUN
eaes-3418	236	5	hours	hour	NOUN
eaes-3418	236	6	by	by	ADP
eaes-3418	236	7	resource	resource	NOUN
eaes-3418	236	8	,	,	PUNCT
eaes-3418	236	9	caiso	caiso	NOUN
eaes-3418	236	10	2015	2015	NUM
eaes-3418	236	11	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	236	12	energy	energy	NOUN
eaes-3418	236	13	and	and	CCONJ
eaes-3418	236	14	earth	earth	NOUN
eaes-3418	236	15	science	science	NOUN
eaes-3418	236	16	vol	vol	NOUN
eaes-3418	236	17	.	.	PROPN
eaes-3418	237	1	3	3	NUM
eaes-3418	237	2	,	,	PUNCT
eaes-3418	237	3	no	no	INTJ
eaes-3418	237	4	.	.	NOUN
eaes-3418	237	5	2	2	NUM
eaes-3418	237	6	,	,	PUNCT
eaes-3418	237	7	2020	2020	NUM
eaes-3418	237	8	129	129	NUM
eaes-3418	237	9	published	publish	VERB
eaes-3418	237	10	by	by	ADP
eaes-3418	237	11	scholink	scholink	PROPN
eaes-3418	237	12	inc	inc	PROPN
eaes-3418	237	13	.	.	PUNCT
eaes-3418	238	1	we	we	PRON
eaes-3418	238	2	next	next	ADV
eaes-3418	238	3	consider	consider	VERB
eaes-3418	238	4	the	the	DET
eaes-3418	238	5	year	year	NOUN
eaes-3418	238	6	2016	2016	NUM
eaes-3418	238	7	data	datum	NOUN
eaes-3418	238	8	,	,	PUNCT
eaes-3418	238	9	presenting	present	VERB
eaes-3418	238	10	the	the	DET
eaes-3418	238	11	per	per	ADP
eaes-3418	238	12	-	-	PUNCT
eaes-3418	238	13	site	site	NOUN
eaes-3418	238	14	total	total	ADJ
eaes-3418	238	15	negative	negative	ADV
eaes-3418	238	16	-	-	PUNCT
eaes-3418	238	17	priced	price	VERB
eaes-3418	238	18	power	power	NOUN
eaes-3418	238	19	hours	hour	NOUN
eaes-3418	238	20	at	at	ADP
eaes-3418	238	21	renewable	renewable	ADJ
eaes-3418	238	22	resources	resource	NOUN
eaes-3418	238	23	in	in	ADP
eaes-3418	238	24	figure	figure	NOUN
eaes-3418	238	25	13	13	NUM
eaes-3418	238	26	.	.	PUNCT
eaes-3418	239	1	note	note	VERB
eaes-3418	239	2	that	that	SCONJ
eaes-3418	239	3	the	the	DET
eaes-3418	239	4	maximum	maximum	ADJ
eaes-3418	239	5	negative	negative	ADV
eaes-3418	239	6	-	-	PUNCT
eaes-3418	239	7	priced	price	VERB
eaes-3418	239	8	hours	hour	NOUN
eaes-3418	239	9	at	at	ADP
eaes-3418	239	10	one	one	NUM
eaes-3418	239	11	site	site	NOUN
eaes-3418	239	12	increased	increase	VERB
eaes-3418	239	13	to	to	ADP
eaes-3418	239	14	883	883	NUM
eaes-3418	239	15	hours	hour	NOUN
eaes-3418	239	16	.	.	PUNCT
eaes-3418	240	1	6	6	NUM
eaes-3418	240	2	resources	resource	NOUN
eaes-3418	240	3	experienced	experience	VERB
eaes-3418	240	4	>	>	X
eaes-3418	240	5	800	800	NUM
eaes-3418	240	6	hours	hour	NOUN
eaes-3418	240	7	of	of	ADP
eaes-3418	240	8	negative	negative	ADJ
eaes-3418	240	9	pricing	pricing	NOUN
eaes-3418	240	10	.	.	PUNCT
eaes-3418	241	1	the	the	DET
eaes-3418	241	2	number	number	NOUN
eaes-3418	241	3	of	of	ADP
eaes-3418	241	4	resources	resource	NOUN
eaes-3418	241	5	experiencing	experience	VERB
eaes-3418	241	6	negative	negative	ADJ
eaes-3418	241	7	pricing	pricing	NOUN
eaes-3418	241	8	increased	increase	VERB
eaes-3418	241	9	,	,	PUNCT
eaes-3418	241	10	with	with	SCONJ
eaes-3418	241	11	nearly	nearly	ADV
eaes-3418	241	12	all	all	PRON
eaes-3418	241	13	of	of	ADP
eaes-3418	241	14	the	the	DET
eaes-3418	241	15	renewable	renewable	ADJ
eaes-3418	241	16	generators	generator	NOUN
eaes-3418	241	17	included	include	VERB
eaes-3418	241	18	.	.	PUNCT
eaes-3418	242	1	if	if	SCONJ
eaes-3418	242	2	we	we	PRON
eaes-3418	242	3	compare	compare	VERB
eaes-3418	242	4	to	to	ADP
eaes-3418	242	5	the	the	DET
eaes-3418	242	6	average	average	ADJ
eaes-3418	242	7	negative	negative	ADV
eaes-3418	242	8	-	-	PUNCT
eaes-3418	242	9	priced	price	VERB
eaes-3418	242	10	power	power	NOUN
eaes-3418	242	11	hours	hour	NOUN
eaes-3418	242	12	for	for	ADP
eaes-3418	242	13	2016	2016	NUM
eaes-3418	242	14	,	,	PUNCT
eaes-3418	242	15	475	475	NUM
eaes-3418	242	16	hours	hour	NOUN
eaes-3418	242	17	,	,	PUNCT
eaes-3418	242	18	we	we	PRON
eaes-3418	242	19	see	see	VERB
eaes-3418	242	20	that	that	SCONJ
eaes-3418	242	21	approximately	approximately	ADV
eaes-3418	242	22	198	198	NUM
eaes-3418	242	23	resources	resource	NOUN
eaes-3418	242	24	exceed	exceed	VERB
eaes-3418	242	25	this	this	DET
eaes-3418	242	26	average	average	NOUN
eaes-3418	242	27	out	out	ADP
eaes-3418	242	28	of	of	ADP
eaes-3418	242	29	a	a	DET
eaes-3418	242	30	total	total	NOUN
eaes-3418	242	31	of	of	ADP
eaes-3418	242	32	313	313	NUM
eaes-3418	242	33	resources	resource	NOUN
eaes-3418	242	34	;	;	PUNCT
eaes-3418	242	35	a	a	DET
eaes-3418	242	36	large	large	ADJ
eaes-3418	242	37	fraction	fraction	NOUN
eaes-3418	242	38	(	(	PUNCT
eaes-3418	242	39	63	63	NUM
eaes-3418	242	40	%	%	NOUN
eaes-3418	242	41	)	)	PUNCT
eaes-3418	242	42	.	.	PUNCT
eaes-3418	243	1	so	so	ADV
eaes-3418	243	2	compared	compare	VERB
eaes-3418	243	3	to	to	ADP
eaes-3418	243	4	2015	2015	NUM
eaes-3418	243	5	,	,	PUNCT
eaes-3418	243	6	the	the	DET
eaes-3418	243	7	negative	negative	ADV
eaes-3418	243	8	-	-	PUNCT
eaes-3418	243	9	priced	price	VERB
eaes-3418	243	10	hours	hour	NOUN
eaes-3418	243	11	are	be	AUX
eaes-3418	243	12	spread	spread	VERB
eaes-3418	243	13	over	over	ADP
eaes-3418	243	14	a	a	DET
eaes-3418	243	15	much	much	ADV
eaes-3418	243	16	larger	large	ADJ
eaes-3418	243	17	group	group	NOUN
eaes-3418	243	18	of	of	ADP
eaes-3418	243	19	resources	resource	NOUN
eaes-3418	243	20	,	,	PUNCT
eaes-3418	243	21	and	and	CCONJ
eaes-3418	243	22	falling	fall	VERB
eaes-3418	243	23	much	much	ADV
eaes-3418	243	24	harder	hard	ADV
eaes-3418	243	25	(	(	PUNCT
eaes-3418	243	26	more	more	ADJ
eaes-3418	243	27	hours	hour	NOUN
eaes-3418	243	28	)	)	PUNCT
eaes-3418	243	29	.	.	PUNCT
eaes-3418	244	1	however	however	ADV
eaes-3418	244	2	,	,	PUNCT
eaes-3418	244	3	there	there	PRON
eaes-3418	244	4	is	be	VERB
eaes-3418	244	5	a	a	DET
eaes-3418	244	6	notable	notable	ADJ
eaes-3418	244	7	spike	spike	NOUN
eaes-3418	244	8	in	in	ADP
eaes-3418	244	9	the	the	DET
eaes-3418	244	10	maximum	maximum	ADJ
eaes-3418	244	11	number	number	NOUN
eaes-3418	244	12	of	of	ADP
eaes-3418	244	13	negative	negative	ADV
eaes-3418	244	14	-	-	PUNCT
eaes-3418	244	15	priced	price	VERB
eaes-3418	244	16	hours	hour	NOUN
eaes-3418	244	17	with	with	ADP
eaes-3418	244	18	six	six	NUM
eaes-3418	244	19	resource	resource	NOUN
eaes-3418	244	20	suffering	suffer	VERB
eaes-3418	244	21	nearly	nearly	ADV
eaes-3418	244	22	50	50	NUM
eaes-3418	244	23	%	%	NOUN
eaes-3418	244	24	more	more	ADJ
eaes-3418	244	25	than	than	ADP
eaes-3418	244	26	peers	peer	NOUN
eaes-3418	244	27	.	.	PUNCT
eaes-3418	245	1	it	it	PRON
eaes-3418	245	2	would	would	AUX
eaes-3418	245	3	be	be	AUX
eaes-3418	245	4	interesting	interesting	ADJ
eaes-3418	245	5	to	to	PART
eaes-3418	245	6	understand	understand	VERB
eaes-3418	245	7	the	the	DET
eaes-3418	245	8	market	market	NOUN
eaes-3418	245	9	dynamic	dynamic	NOUN
eaes-3418	245	10	that	that	PRON
eaes-3418	245	11	leads	lead	VERB
eaes-3418	245	12	to	to	ADP
eaes-3418	245	13	this	this	DET
eaes-3418	245	14	disparity	disparity	NOUN
eaes-3418	245	15	.	.	PUNCT
eaes-3418	246	1	figure	figure	NOUN
eaes-3418	246	2	13	13	NUM
eaes-3418	246	3	.	.	PUNCT
eaes-3418	247	1	negative	negative	ADV
eaes-3418	247	2	-	-	PUNCT
eaes-3418	247	3	priced	price	VERB
eaes-3418	247	4	power	power	NOUN
eaes-3418	247	5	hours	hour	NOUN
eaes-3418	247	6	by	by	ADP
eaes-3418	247	7	resource	resource	NOUN
eaes-3418	247	8	,	,	PUNCT
eaes-3418	247	9	caiso	caiso	NOUN
eaes-3418	247	10	2016	2016	NUM
eaes-3418	247	11	we	we	PRON
eaes-3418	247	12	next	next	ADV
eaes-3418	247	13	consider	consider	VERB
eaes-3418	247	14	2017	2017	NUM
eaes-3418	247	15	data	datum	NOUN
eaes-3418	247	16	,	,	PUNCT
eaes-3418	247	17	presenting	present	VERB
eaes-3418	247	18	the	the	DET
eaes-3418	247	19	per	per	ADP
eaes-3418	247	20	-	-	PUNCT
eaes-3418	247	21	site	site	NOUN
eaes-3418	247	22	total	total	ADJ
eaes-3418	247	23	negative	negative	ADV
eaes-3418	247	24	-	-	PUNCT
eaes-3418	247	25	priced	price	VERB
eaes-3418	247	26	power	power	NOUN
eaes-3418	247	27	hours	hour	NOUN
eaes-3418	247	28	at	at	ADP
eaes-3418	247	29	renewable	renewable	ADJ
eaes-3418	247	30	resources	resource	NOUN
eaes-3418	247	31	in	in	ADP
eaes-3418	247	32	figure	figure	NOUN
eaes-3418	247	33	14	14	NUM
eaes-3418	247	34	.	.	PUNCT
eaes-3418	248	1	note	note	VERB
eaes-3418	248	2	that	that	SCONJ
eaes-3418	248	3	the	the	DET
eaes-3418	248	4	maximum	maximum	ADJ
eaes-3418	248	5	negative	negative	ADV
eaes-3418	248	6	-	-	PUNCT
eaes-3418	248	7	priced	price	VERB
eaes-3418	248	8	hours	hour	NOUN
eaes-3418	248	9	at	at	ADP
eaes-3418	248	10	one	one	NUM
eaes-3418	248	11	site	site	NOUN
eaes-3418	248	12	increased	increase	VERB
eaes-3418	248	13	to	to	ADP
eaes-3418	248	14	955	955	NUM
eaes-3418	248	15	hours	hour	NOUN
eaes-3418	248	16	.	.	PUNCT
eaes-3418	249	1	at	at	ADP
eaes-3418	249	2	the	the	DET
eaes-3418	249	3	high	high	ADJ
eaes-3418	249	4	-	-	PUNCT
eaes-3418	249	5	end	end	NOUN
eaes-3418	249	6	,	,	PUNCT
eaes-3418	249	7	now	now	ADV
eaes-3418	249	8	6	6	NUM
eaes-3418	249	9	resources	resource	NOUN
eaes-3418	249	10	experienced	experience	VERB
eaes-3418	249	11	>	>	ADP
eaes-3418	249	12	900	900	NUM
eaes-3418	249	13	hours	hour	NOUN
eaes-3418	249	14	of	of	ADP
eaes-3418	249	15	negative	negative	ADJ
eaes-3418	249	16	pricing	pricing	NOUN
eaes-3418	249	17	,	,	PUNCT
eaes-3418	249	18	and	and	CCONJ
eaes-3418	249	19	the	the	DET
eaes-3418	249	20	number	number	NOUN
eaes-3418	249	21	experiencing	experience	VERB
eaes-3418	249	22	>	>	ADP
eaes-3418	249	23	800	800	NUM
eaes-3418	249	24	hours	hour	NOUN
eaes-3418	249	25	has	have	AUX
eaes-3418	249	26	grown	grow	VERB
eaes-3418	249	27	from	from	ADP
eaes-3418	249	28	6	6	NUM
eaes-3418	249	29	in	in	ADP
eaes-3418	249	30	2016	2016	NUM
eaes-3418	249	31	,	,	PUNCT
eaes-3418	249	32	to	to	ADP
eaes-3418	249	33	17	17	NUM
eaes-3418	249	34	in	in	ADP
eaes-3418	249	35	2017	2017	NUM
eaes-3418	249	36	.	.	PUNCT
eaes-3418	250	1	amongst	amongst	ADP
eaes-3418	250	2	this	this	DET
eaes-3418	250	3	group	group	NOUN
eaes-3418	250	4	,	,	PUNCT
eaes-3418	250	5	there	there	PRON
eaes-3418	250	6	is	be	VERB
eaes-3418	250	7	some	some	DET
eaes-3418	250	8	consistency	consistency	NOUN
eaes-3418	250	9	,	,	PUNCT
eaes-3418	250	10	with	with	ADP
eaes-3418	250	11	many	many	ADJ
eaes-3418	250	12	of	of	ADP
eaes-3418	250	13	the	the	DET
eaes-3418	250	14	same	same	ADJ
eaes-3418	250	15	sites	site	NOUN
eaes-3418	250	16	ranking	rank	VERB
eaes-3418	250	17	high	high	ADV
eaes-3418	250	18	from	from	ADP
eaes-3418	250	19	year	year	NOUN
eaes-3418	250	20	to	to	ADP
eaes-3418	250	21	year	year	NOUN
eaes-3418	250	22	.	.	PUNCT
eaes-3418	251	1	the	the	DET
eaes-3418	251	2	number	number	NOUN
eaes-3418	251	3	of	of	ADP
eaes-3418	251	4	resources	resource	NOUN
eaes-3418	251	5	experiencing	experience	VERB
eaes-3418	251	6	negative	negative	ADJ
eaes-3418	251	7	pricing	pricing	NOUN
eaes-3418	251	8	increased	increase	VERB
eaes-3418	251	9	,	,	PUNCT
eaes-3418	251	10	with	with	SCONJ
eaes-3418	251	11	nearly	nearly	ADV
eaes-3418	251	12	all	all	PRON
eaes-3418	251	13	of	of	ADP
eaes-3418	251	14	the	the	DET
eaes-3418	251	15	renewable	renewable	ADJ
eaes-3418	251	16	generators	generator	NOUN
eaes-3418	251	17	included	include	VERB
eaes-3418	251	18	.	.	PUNCT
eaes-3418	252	1	if	if	SCONJ
eaes-3418	252	2	we	we	PRON
eaes-3418	252	3	compare	compare	VERB
eaes-3418	252	4	to	to	ADP
eaes-3418	252	5	the	the	DET
eaes-3418	252	6	average	average	ADJ
eaes-3418	252	7	negative	negative	ADV
eaes-3418	252	8	-	-	PUNCT
eaes-3418	252	9	priced	price	VERB
eaes-3418	252	10	power	power	NOUN
eaes-3418	252	11	hours	hour	NOUN
eaes-3418	252	12	for	for	ADP
eaes-3418	252	13	2016	2016	NUM
eaes-3418	252	14	,	,	PUNCT
eaes-3418	252	15	576	576	NUM
eaes-3418	252	16	hours	hour	NOUN
eaes-3418	252	17	,	,	PUNCT
eaes-3418	252	18	we	we	PRON
eaes-3418	252	19	see	see	VERB
eaes-3418	252	20	that	that	SCONJ
eaes-3418	252	21	around	around	ADV
eaes-3418	252	22	250	250	NUM
eaes-3418	252	23	resources	resource	NOUN
eaes-3418	252	24	exceed	exceed	VERB
eaes-3418	252	25	this	this	DET
eaes-3418	252	26	average	average	NOUN
eaes-3418	252	27	out	out	ADP
eaes-3418	252	28	of	of	ADP
eaes-3418	252	29	a	a	DET
eaes-3418	252	30	total	total	NOUN
eaes-3418	252	31	of	of	ADP
eaes-3418	252	32	378	378	NUM
eaes-3418	252	33	resources	resource	NOUN
eaes-3418	252	34	;	;	PUNCT
eaes-3418	252	35	a	a	DET
eaes-3418	252	36	large	large	ADJ
eaes-3418	252	37	fraction	fraction	NOUN
eaes-3418	252	38	(	(	PUNCT
eaes-3418	252	39	66	66	NUM
eaes-3418	252	40	%	%	NOUN
eaes-3418	252	41	)	)	PUNCT
eaes-3418	252	42	.	.	PUNCT
eaes-3418	253	1	so	so	ADV
eaes-3418	253	2	,	,	PUNCT
eaes-3418	253	3	the	the	DET
eaes-3418	253	4	negative	negative	ADV
eaes-3418	253	5	-	-	PUNCT
eaes-3418	253	6	priced	price	VERB
eaes-3418	253	7	hours	hour	NOUN
eaes-3418	253	8	are	be	AUX
eaes-3418	253	9	being	be	AUX
eaes-3418	253	10	spread	spread	VERB
eaes-3418	253	11	over	over	ADP
eaes-3418	253	12	a	a	DET
eaes-3418	253	13	much	much	ADV
eaes-3418	253	14	larger	large	ADJ
eaes-3418	253	15	group	group	NOUN
eaes-3418	253	16	of	of	ADP
eaes-3418	253	17	resources	resource	NOUN
eaes-3418	253	18	,	,	PUNCT
eaes-3418	253	19	and	and	CCONJ
eaes-3418	253	20	much	much	ADV
eaes-3418	253	21	more	more	ADJ
eaes-3418	253	22	hours	hour	NOUN
eaes-3418	253	23	.	.	PUNCT
eaes-3418	254	1	however	however	ADV
eaes-3418	254	2	,	,	PUNCT
eaes-3418	254	3	there	there	PRON
eaes-3418	254	4	is	be	VERB
eaes-3418	254	5	a	a	DET
eaes-3418	254	6	notable	notable	ADJ
eaes-3418	254	7	spike	spike	NOUN
eaes-3418	254	8	in	in	ADP
eaes-3418	254	9	the	the	DET
eaes-3418	254	10	maximum	maximum	ADJ
eaes-3418	254	11	number	number	NOUN
eaes-3418	254	12	of	of	ADP
eaes-3418	254	13	negative	negative	ADV
eaes-3418	254	14	-	-	PUNCT
eaes-3418	254	15	priced	price	VERB
eaes-3418	254	16	hours	hour	NOUN
eaes-3418	254	17	with	with	ADP
eaes-3418	254	18	six	six	NUM
eaes-3418	254	19	resource	resource	NOUN
eaes-3418	254	20	suffering	suffer	VERB
eaes-3418	254	21	nearly	nearly	ADV
eaes-3418	254	22	50	50	NUM
eaes-3418	254	23	%	%	NOUN
eaes-3418	254	24	more	more	ADJ
eaes-3418	254	25	than	than	ADP
eaes-3418	254	26	peers	peer	NOUN
eaes-3418	254	27	.	.	PUNCT
eaes-3418	255	1	it	it	PRON
eaes-3418	255	2	would	would	AUX
eaes-3418	255	3	be	be	AUX
eaes-3418	255	4	interesting	interesting	ADJ
eaes-3418	255	5	to	to	PART
eaes-3418	255	6	understand	understand	VERB
eaes-3418	255	7	the	the	DET
eaes-3418	255	8	market	market	NOUN
eaes-3418	255	9	dynamic	dynamic	NOUN
eaes-3418	255	10	that	that	PRON
eaes-3418	255	11	leads	lead	VERB
eaes-3418	255	12	to	to	ADP
eaes-3418	255	13	this	this	DET
eaes-3418	255	14	disparity	disparity	NOUN
eaes-3418	255	15	.	.	PUNCT
eaes-3418	256	1	compared	compare	VERB
eaes-3418	256	2	to	to	ADP
eaes-3418	256	3	2016	2016	NUM
eaes-3418	256	4	,	,	PUNCT
eaes-3418	256	5	the	the	DET
eaes-3418	256	6	notable	notable	ADJ
eaes-3418	256	7	spike	spike	NOUN
eaes-3418	256	8	at	at	ADP
eaes-3418	256	9	the	the	DET
eaes-3418	256	10	highest	high	ADJ
eaes-3418	256	11	levels	level	NOUN
eaes-3418	256	12	of	of	ADP
eaes-3418	256	13	negative	negative	ADV
eaes-3418	256	14	-	-	PUNCT
eaes-3418	256	15	priced	price	VERB
eaes-3418	256	16	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	256	17	energy	energy	NOUN
eaes-3418	256	18	and	and	CCONJ
eaes-3418	256	19	earth	earth	NOUN
eaes-3418	256	20	science	science	NOUN
eaes-3418	256	21	vol	vol	NOUN
eaes-3418	256	22	.	.	PROPN
eaes-3418	257	1	3	3	NUM
eaes-3418	257	2	,	,	PUNCT
eaes-3418	257	3	no	no	INTJ
eaes-3418	257	4	.	.	NOUN
eaes-3418	257	5	2	2	NUM
eaes-3418	257	6	,	,	PUNCT
eaes-3418	257	7	2020	2020	NUM
eaes-3418	257	8	130	130	NUM
eaes-3418	257	9	published	publish	VERB
eaes-3418	257	10	by	by	ADP
eaes-3418	257	11	scholink	scholink	PROPN
eaes-3418	257	12	inc	inc	PROPN
eaes-3418	257	13	.	.	PROPN
eaes-3418	257	14	hours	hour	NOUN
eaes-3418	257	15	is	be	AUX
eaes-3418	257	16	less	less	ADV
eaes-3418	257	17	pronounced	pronounce	VERB
eaes-3418	257	18	,	,	PUNCT
eaes-3418	257	19	but	but	CCONJ
eaes-3418	257	20	a	a	DET
eaes-3418	257	21	small	small	ADJ
eaes-3418	257	22	group	group	NOUN
eaes-3418	257	23	of	of	ADP
eaes-3418	257	24	~15	~15	X
eaes-3418	257	25	generators	generator	NOUN
eaes-3418	257	26	are	be	AUX
eaes-3418	257	27	suffering	suffer	VERB
eaes-3418	257	28	significantly	significantly	ADV
eaes-3418	257	29	higher	high	ADJ
eaes-3418	257	30	numbers	number	NOUN
eaes-3418	257	31	of	of	ADP
eaes-3418	257	32	negative	negative	ADV
eaes-3418	257	33	-	-	PUNCT
eaes-3418	257	34	priced	price	VERB
eaes-3418	257	35	hours	hour	NOUN
eaes-3418	257	36	.	.	PUNCT
eaes-3418	258	1	figure	figure	NOUN
eaes-3418	258	2	14	14	NUM
eaes-3418	258	3	.	.	PUNCT
eaes-3418	259	1	negative	negative	ADV
eaes-3418	259	2	-	-	PUNCT
eaes-3418	259	3	priced	price	VERB
eaes-3418	259	4	power	power	NOUN
eaes-3418	259	5	hours	hour	NOUN
eaes-3418	259	6	by	by	ADP
eaes-3418	259	7	resource	resource	NOUN
eaes-3418	259	8	,	,	PUNCT
eaes-3418	259	9	caiso	caiso	NOUN
eaes-3418	259	10	2017	2017	NUM
eaes-3418	259	11	looking	look	VERB
eaes-3418	259	12	across	across	ADP
eaes-3418	259	13	the	the	DET
eaes-3418	259	14	period	period	NOUN
eaes-3418	259	15	from	from	ADP
eaes-3418	259	16	2015	2015	NUM
eaes-3418	259	17	to	to	ADP
eaes-3418	259	18	2017	2017	NUM
eaes-3418	259	19	,	,	PUNCT
eaes-3418	259	20	we	we	PRON
eaes-3418	259	21	see	see	VERB
eaes-3418	259	22	a	a	DET
eaes-3418	259	23	steady	steady	ADJ
eaes-3418	259	24	increase	increase	NOUN
eaes-3418	259	25	in	in	ADP
eaes-3418	259	26	the	the	DET
eaes-3418	259	27	number	number	NOUN
eaes-3418	259	28	of	of	ADP
eaes-3418	259	29	negative	negative	ADV
eaes-3418	259	30	-	-	PUNCT
eaes-3418	259	31	priced	price	VERB
eaes-3418	259	32	hours	hour	NOUN
eaes-3418	259	33	,	,	PUNCT
eaes-3418	259	34	as	as	SCONJ
eaes-3418	259	35	the	the	DET
eaes-3418	259	36	phenomenon	phenomenon	NOUN
eaes-3418	259	37	grows	grow	VERB
eaes-3418	259	38	.	.	PUNCT
eaes-3418	260	1	however	however	ADV
eaes-3418	260	2	,	,	PUNCT
eaes-3418	260	3	in	in	ADP
eaes-3418	260	4	contrast	contrast	NOUN
eaes-3418	260	5	to	to	ADP
eaes-3418	260	6	the	the	DET
eaes-3418	260	7	quantity	quantity	NOUN
eaes-3418	260	8	of	of	ADP
eaes-3418	260	9	negative	negative	ADV
eaes-3418	260	10	-	-	PUNCT
eaes-3418	260	11	priced	price	VERB
eaes-3418	260	12	power	power	NOUN
eaes-3418	260	13	,	,	PUNCT
eaes-3418	260	14	the	the	DET
eaes-3418	260	15	hours	hour	NOUN
eaes-3418	260	16	of	of	ADP
eaes-3418	260	17	negative	negative	ADJ
eaes-3418	260	18	priced	price	VERB
eaes-3418	260	19	power	power	NOUN
eaes-3418	260	20	are	be	AUX
eaes-3418	260	21	spread	spread	VERB
eaes-3418	260	22	more	more	ADV
eaes-3418	260	23	evenly	evenly	ADV
eaes-3418	260	24	across	across	ADP
eaes-3418	260	25	resources	resource	NOUN
eaes-3418	260	26	.	.	PUNCT
eaes-3418	261	1	this	this	PRON
eaes-3418	261	2	suggests	suggest	VERB
eaes-3418	261	3	some	some	DET
eaes-3418	261	4	degree	degree	NOUN
eaes-3418	261	5	of	of	ADP
eaes-3418	261	6	shared	share	VERB
eaes-3418	261	7	fate	fate	NOUN
eaes-3418	261	8	—	—	PUNCT
eaes-3418	261	9	that	that	SCONJ
eaes-3418	261	10	perhaps	perhaps	ADV
eaes-3418	261	11	the	the	DET
eaes-3418	261	12	increases	increase	NOUN
eaes-3418	261	13	are	be	AUX
eaes-3418	261	14	defined	define	VERB
eaes-3418	261	15	by	by	ADP
eaes-3418	261	16	greater	great	ADJ
eaes-3418	261	17	durations	duration	NOUN
eaes-3418	261	18	where	where	SCONJ
eaes-3418	261	19	there	there	PRON
eaes-3418	261	20	is	be	VERB
eaes-3418	261	21	widespread	widespread	ADJ
eaes-3418	261	22	negative	negative	ADJ
eaes-3418	261	23	-	-	PUNCT
eaes-3418	261	24	pricing	pricing	NOUN
eaes-3418	261	25	,	,	PUNCT
eaes-3418	261	26	rather	rather	ADV
eaes-3418	261	27	than	than	ADP
eaes-3418	261	28	spatially	spatially	ADV
eaes-3418	261	29	localized	localize	VERB
eaes-3418	261	30	negative	negative	ADJ
eaes-3418	261	31	pricing	pricing	NOUN
eaes-3418	261	32	.	.	PUNCT
eaes-3418	262	1	confirming	confirm	VERB
eaes-3418	262	2	this	this	PRON
eaes-3418	262	3	with	with	ADP
eaes-3418	262	4	further	further	ADJ
eaes-3418	262	5	study	study	NOUN
eaes-3418	262	6	should	should	AUX
eaes-3418	262	7	be	be	AUX
eaes-3418	262	8	possible	possible	ADJ
eaes-3418	262	9	.	.	PUNCT
eaes-3418	263	1	8	8	X
eaes-3418	263	2	.	.	X
eaes-3418	263	3	usage	usage	NOUN
eaes-3418	263	4	-	-	PUNCT
eaes-3418	263	5	oriented	orient	VERB
eaes-3418	263	6	characterization	characterization	NOUN
eaes-3418	263	7	(	(	PUNCT
eaes-3418	263	8	opportunity	opportunity	NOUN
eaes-3418	263	9	power	power	NOUN
eaes-3418	263	10	models	model	NOUN
eaes-3418	263	11	)	)	PUNCT
eaes-3418	263	12	8.1	8.1	NUM
eaes-3418	263	13	quantity	quantity	NOUN
eaes-3418	263	14	versus	versus	ADP
eaes-3418	263	15	opportunity	opportunity	NOUN
eaes-3418	263	16	power	power	NOUN
eaes-3418	263	17	model	model	NOUN
eaes-3418	263	18	market	market	NOUN
eaes-3418	263	19	pricing	pricing	NOUN
eaes-3418	263	20	mechanisms	mechanism	NOUN
eaes-3418	263	21	can	can	AUX
eaes-3418	263	22	be	be	AUX
eaes-3418	263	23	prone	prone	ADJ
eaes-3418	263	24	to	to	ADP
eaes-3418	263	25	short	short	ADJ
eaes-3418	263	26	-	-	PUNCT
eaes-3418	263	27	term	term	NOUN
eaes-3418	263	28	price	price	NOUN
eaes-3418	263	29	fluctuations	fluctuation	NOUN
eaes-3418	263	30	as	as	SCONJ
eaes-3418	263	31	documented	document	VERB
eaes-3418	263	32	in	in	ADP
eaes-3418	263	33	(	(	PUNCT
eaes-3418	263	34	chien	chien	PROPN
eaes-3418	263	35	,	,	PUNCT
eaes-3418	263	36	2018	2018	NUM
eaes-3418	263	37	)	)	PUNCT
eaes-3418	263	38	with	with	ADP
eaes-3418	263	39	little	little	ADJ
eaes-3418	263	40	connection	connection	NOUN
eaes-3418	263	41	to	to	ADP
eaes-3418	263	42	the	the	DET
eaes-3418	263	43	longer	long	ADJ
eaes-3418	263	44	term	term	NOUN
eaes-3418	263	45	economic	economic	ADJ
eaes-3418	263	46	performance	performance	NOUN
eaes-3418	263	47	of	of	ADP
eaes-3418	263	48	a	a	DET
eaes-3418	263	49	generator	generator	NOUN
eaes-3418	263	50	resource	resource	NOUN
eaes-3418	263	51	or	or	CCONJ
eaes-3418	263	52	long	long	ADJ
eaes-3418	263	53	-	-	PUNCT
eaes-3418	263	54	term	term	NOUN
eaes-3418	263	55	price	price	NOUN
eaes-3418	263	56	of	of	ADP
eaes-3418	263	57	power	power	NOUN
eaes-3418	263	58	to	to	ADP
eaes-3418	263	59	a	a	DET
eaes-3418	263	60	load	load	NOUN
eaes-3418	263	61	.	.	PUNCT
eaes-3418	264	1	to	to	PART
eaes-3418	264	2	explore	explore	VERB
eaes-3418	264	3	the	the	DET
eaes-3418	264	4	magnitude	magnitude	NOUN
eaes-3418	264	5	of	of	ADP
eaes-3418	264	6	this	this	DET
eaes-3418	264	7	effect	effect	NOUN
eaes-3418	264	8	,	,	PUNCT
eaes-3418	264	9	we	we	PRON
eaes-3418	264	10	apply	apply	VERB
eaes-3418	264	11	a	a	DET
eaes-3418	264	12	net	net	ADJ
eaes-3418	264	13	price	price	NOUN
eaes-3418	264	14	model	model	NOUN
eaes-3418	264	15	of	of	ADP
eaes-3418	264	16	power	power	NOUN
eaes-3418	264	17	cost	cost	NOUN
eaes-3418	264	18	to	to	ADP
eaes-3418	264	19	the	the	DET
eaes-3418	264	20	rtd	rtd	PROPN
eaes-3418	264	21	data	datum	NOUN
eaes-3418	264	22	,	,	PUNCT
eaes-3418	264	23	smoothing	smooth	VERB
eaes-3418	264	24	local	local	ADJ
eaes-3418	264	25	price	price	NOUN
eaes-3418	264	26	fluctuations	fluctuation	NOUN
eaes-3418	264	27	by	by	ADP
eaes-3418	264	28	computing	compute	VERB
eaes-3418	264	29	weighted	weight	VERB
eaes-3418	264	30	average	average	ADJ
eaes-3418	264	31	price	price	NOUN
eaes-3418	264	32	of	of	ADP
eaes-3418	264	33	power	power	NOUN
eaes-3418	264	34	as	as	SCONJ
eaes-3418	264	35	defined	define	VERB
eaes-3418	264	36	in	in	ADP
eaes-3418	264	37	section	section	NOUN
eaes-3418	264	38	2	2	NUM
eaes-3418	264	39	.	.	PUNCT
eaes-3418	265	1	here	here	ADV
eaes-3418	265	2	we	we	PRON
eaes-3418	265	3	compare	compare	VERB
eaes-3418	265	4	rtd	rtd	NOUN
eaes-3418	265	5	-	-	PUNCT
eaes-3418	265	6	np0	np0	VERB
eaes-3418	265	7	and	and	CCONJ
eaes-3418	265	8	rtd	rtd	NOUN
eaes-3418	265	9	-	-	PUNCT
eaes-3418	265	10	np5	np5	ADJ
eaes-3418	265	11	“	"	PUNCT
eaes-3418	265	12	average	average	ADJ
eaes-3418	265	13	price	price	NOUN
eaes-3418	265	14	”	"	PUNCT
eaes-3418	265	15	studies	study	NOUN
eaes-3418	265	16	to	to	ADP
eaes-3418	265	17	our	our	PRON
eaes-3418	265	18	rtd	rtd	NOUN
eaes-3418	265	19	-	-	PUNCT
eaes-3418	265	20	lmp	lmp	NOUN
eaes-3418	265	21	studies	study	NOUN
eaes-3418	265	22	based	base	VERB
eaes-3418	265	23	on	on	ADP
eaes-3418	265	24	instantaneous	instantaneous	ADJ
eaes-3418	265	25	negative	negative	ADJ
eaes-3418	265	26	prices	price	NOUN
eaes-3418	265	27	(	(	PUNCT
eaes-3418	265	28	lmp0	lmp0	PROPN
eaes-3418	265	29	model	model	PROPN
eaes-3418	265	30	)	)	PUNCT
eaes-3418	265	31	used	use	VERB
eaes-3418	265	32	in	in	ADP
eaes-3418	265	33	prior	prior	ADJ
eaes-3418	265	34	sections	section	NOUN
eaes-3418	265	35	.	.	PUNCT
eaes-3418	266	1	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	266	2	energy	energy	NOUN
eaes-3418	266	3	and	and	CCONJ
eaes-3418	266	4	earth	earth	NOUN
eaes-3418	266	5	science	science	NOUN
eaes-3418	266	6	vol	vol	NOUN
eaes-3418	266	7	.	.	PROPN
eaes-3418	267	1	3	3	NUM
eaes-3418	267	2	,	,	PUNCT
eaes-3418	267	3	no	no	INTJ
eaes-3418	267	4	.	.	NOUN
eaes-3418	267	5	2	2	NUM
eaes-3418	267	6	,	,	PUNCT
eaes-3418	267	7	2020	2020	NUM
eaes-3418	267	8	131	131	NUM
eaes-3418	267	9	published	publish	VERB
eaes-3418	267	10	by	by	ADP
eaes-3418	267	11	scholink	scholink	PROPN
eaes-3418	267	12	inc	inc	PROPN
eaes-3418	267	13	.	.	PROPN
eaes-3418	267	14	table	table	PROPN
eaes-3418	267	15	9	9	NUM
eaes-3418	267	16	.	.	PUNCT
eaes-3418	267	17	model	model	NOUN
eaes-3418	267	18	sensitivity	sensitivity	NOUN
eaes-3418	267	19	study	study	NOUN
eaes-3418	267	20	,	,	PUNCT
eaes-3418	267	21	negative	negative	ADV
eaes-3418	267	22	-	-	PUNCT
eaes-3418	267	23	priced	price	VERB
eaes-3418	267	24	power	power	NOUN
eaes-3418	267	25	model	model	NOUN
eaes-3418	267	26	,	,	PUNCT
eaes-3418	267	27	2015	2015	NUM
eaes-3418	267	28	-	-	SYM
eaes-3418	267	29	2017	2017	NUM
eaes-3418	267	30	(	(	PUNCT
eaes-3418	267	31	rtd	rtd	NOUN
eaes-3418	267	32	with	with	ADP
eaes-3418	267	33	various	various	ADJ
eaes-3418	267	34	)	)	PUNCT
eaes-3418	267	35	year	year	NOUN
eaes-3418	267	36	opportunity	opportunity	NOUN
eaes-3418	267	37	power	power	NOUN
eaes-3418	267	38	model	model	NOUN
eaes-3418	267	39	total	total	NOUN
eaes-3418	267	40	opportunity	opportunity	NOUN
eaes-3418	267	41	power	power	NOUN
eaes-3418	267	42	(	(	PUNCT
eaes-3418	267	43	mwh	mwh	PROPN
eaes-3418	267	44	)	)	PUNCT
eaes-3418	267	45	intervals	interval	NOUN
eaes-3418	267	46	longest	long	ADJ
eaes-3418	267	47	interval	interval	NOUN
eaes-3418	267	48	(	(	PUNCT
eaes-3418	267	49	hours	hour	NOUN
eaes-3418	267	50	)	)	PUNCT
eaes-3418	267	51	average	average	ADJ
eaes-3418	267	52	length	length	NOUN
eaes-3418	267	53	(	(	PUNCT
eaes-3418	267	54	hours	hour	NOUN
eaes-3418	267	55	)	)	PUNCT
eaes-3418	267	56	st	st	PROPN
eaes-3418	267	57	dev	dev	PROPN
eaes-3418	267	58	(	(	PUNCT
eaes-3418	267	59	hours	hour	NOUN
eaes-3418	267	60	)	)	PUNCT
eaes-3418	267	61	total	total	ADJ
eaes-3418	267	62	hours	hour	NOUN
eaes-3418	267	63	interval	interval	NOUN
eaes-3418	267	64	average	average	ADJ
eaes-3418	267	65	power	power	NOUN
eaes-3418	267	66	(	(	PUNCT
eaes-3418	267	67	mwh	mwh	PROPN
eaes-3418	267	68	)	)	PUNCT
eaes-3418	267	69	interval	interval	NOUN
eaes-3418	267	70	stdev	stdev	NOUN
eaes-3418	267	71	power	power	NOUN
eaes-3418	267	72	(	(	PUNCT
eaes-3418	267	73	mwh	mwh	PROPN
eaes-3418	267	74	)	)	PUNCT
eaes-3418	267	75	2015	2015	NUM
eaes-3418	267	76	lmp0	lmp0	NOUN
eaes-3418	267	77	2,512,571	2,512,571	NUM
eaes-3418	267	78	2015	2015	NUM
eaes-3418	267	79	np0	np0	VERB
eaes-3418	267	80	3,816,788	3,816,788	NUM
eaes-3418	267	81	395,917	395,917	NUM
eaes-3418	267	82	311	311	NUM
eaes-3418	267	83	0.31	0.31	NUM
eaes-3418	267	84	2.57	2.57	NUM
eaes-3418	267	85	124,180	124,180	NUM
eaes-3418	267	86	9.64	9.64	NUM
eaes-3418	267	87	107	107	NUM
eaes-3418	267	88	2015	2015	NUM
eaes-3418	267	89	np5	np5	ADJ
eaes-3418	267	90	4,663,958	4,663,958	NUM
eaes-3418	267	91	426,667	426,667	NUM
eaes-3418	267	92	622	622	NUM
eaes-3418	267	93	0.37	0.37	NUM
eaes-3418	267	94	3.57	3.57	NUM
eaes-3418	267	95	157,921	157,921	NUM
eaes-3418	267	96	10.93	10.93	NUM
eaes-3418	267	97	142	142	NUM
eaes-3418	267	98	2016	2016	NUM
eaes-3418	267	99	lmp0	lmp0	NOUN
eaes-3418	267	100	3,879,929	3,879,929	NUM
eaes-3418	267	101	2016	2016	NUM
eaes-3418	267	102	np0	np0	VERB
eaes-3418	267	103	6,018,084	6,018,084	NUM
eaes-3418	267	104	362,168	362,168	NUM
eaes-3418	267	105	165	165	NUM
eaes-3418	267	106	0.64	0.64	NUM
eaes-3418	267	107	2.4	2.4	NUM
eaes-3418	267	108	231,384	231,384	NUM
eaes-3418	267	109	16.6	16.6	NUM
eaes-3418	267	110	115	115	NUM
eaes-3418	267	111	2016	2016	NUM
eaes-3418	267	112	np5	np5	ADJ
eaes-3418	267	113	8,178,759	8,178,759	NUM
eaes-3418	267	114	473,059	473,059	NUM
eaes-3418	267	115	169	169	NUM
eaes-3418	267	116	0.68	0.68	NUM
eaes-3418	267	117	3.2	3.2	NUM
eaes-3418	267	118	321,486	321,486	NUM
eaes-3418	267	119	17.3	17.3	NUM
eaes-3418	267	120	129	129	NUM
eaes-3418	267	121	2017	2017	NUM
eaes-3418	267	122	lmp0	lmp0	NOUN
eaes-3418	267	123	5,263,853	5,263,853	NUM
eaes-3418	267	124	2017	2017	NUM
eaes-3418	267	125	np0	np0	VERB
eaes-3418	267	126	7,796,664	7,796,664	NUM
eaes-3418	267	127	501,693	501,693	NUM
eaes-3418	267	128	557	557	NUM
eaes-3418	267	129	0.64	0.64	NUM
eaes-3418	267	130	2.8	2.8	NUM
eaes-3418	267	131	320,600	320,600	NUM
eaes-3418	267	132	15.54	15.54	NUM
eaes-3418	267	133	99.06	99.06	NUM
eaes-3418	267	134	2017	2017	NUM
eaes-3418	267	135	np5	np5	ADJ
eaes-3418	267	136	7,941,630	7,941,630	NUM
eaes-3418	267	137	706,170	706,170	NUM
eaes-3418	267	138	557	557	NUM
eaes-3418	267	139	0.64	0.64	NUM
eaes-3418	267	140	2.6	2.6	NUM
eaes-3418	267	141	319,698	319,698	NUM
eaes-3418	267	142	15.83	15.83	NUM
eaes-3418	267	143	106.49	106.49	NUM
eaes-3418	267	144	8.2	8.2	NUM
eaes-3418	267	145	interval	interval	NOUN
eaes-3418	267	146	statistics	statistic	NOUN
eaes-3418	267	147	vs	vs	ADP
eaes-3418	267	148	opportunity	opportunity	NOUN
eaes-3418	267	149	power	power	NOUN
eaes-3418	267	150	model	model	NOUN
eaes-3418	267	151	the	the	DET
eaes-3418	267	152	quantity	quantity	NOUN
eaes-3418	267	153	and	and	CCONJ
eaes-3418	267	154	duration	duration	NOUN
eaes-3418	267	155	of	of	ADP
eaes-3418	267	156	opportunity	opportunity	NOUN
eaes-3418	267	157	power	power	NOUN
eaes-3418	267	158	in	in	ADP
eaes-3418	267	159	caiso	caiso	NOUN
eaes-3418	267	160	exhibits	exhibit	VERB
eaes-3418	267	161	sensitivity	sensitivity	NOUN
eaes-3418	267	162	to	to	ADP
eaes-3418	267	163	the	the	DET
eaes-3418	267	164	pricing	pricing	NOUN
eaes-3418	267	165	/	/	SYM
eaes-3418	267	166	acquisition	acquisition	NOUN
eaes-3418	267	167	model	model	NOUN
eaes-3418	267	168	used	use	VERB
eaes-3418	267	169	.	.	PUNCT
eaes-3418	268	1	for	for	ADP
eaes-3418	268	2	example	example	NOUN
eaes-3418	268	3	,	,	PUNCT
eaes-3418	268	4	the	the	DET
eaes-3418	268	5	increase	increase	NOUN
eaes-3418	268	6	in	in	ADP
eaes-3418	268	7	opportunity	opportunity	NOUN
eaes-3418	268	8	power	power	NOUN
eaes-3418	268	9	from	from	ADP
eaes-3418	268	10	lmp0	lmp0	NOUN
eaes-3418	268	11	to	to	ADP
eaes-3418	268	12	np0	np0	ADJ
eaes-3418	268	13	varies	varie	NOUN
eaes-3418	268	14	from	from	ADP
eaes-3418	268	15	50	50	NUM
eaes-3418	268	16	%	%	NOUN
eaes-3418	268	17	to	to	ADP
eaes-3418	268	18	over	over	ADP
eaes-3418	268	19	100	100	NUM
eaes-3418	268	20	%	%	NOUN
eaes-3418	268	21	(	(	PUNCT
eaes-3418	268	22	see	see	VERB
eaes-3418	268	23	table	table	NOUN
eaes-3418	268	24	8)	8)	NUM
eaes-3418	268	25	.	.	PUNCT
eaes-3418	269	1	however	however	ADV
eaes-3418	269	2	,	,	PUNCT
eaes-3418	269	3	the	the	DET
eaes-3418	269	4	increase	increase	NOUN
eaes-3418	269	5	for	for	ADP
eaes-3418	269	6	np0	np0	NOUN
eaes-3418	269	7	to	to	PART
eaes-3418	269	8	np5	np5	ADJ
eaes-3418	269	9	is	be	AUX
eaes-3418	269	10	varied	varied	ADJ
eaes-3418	269	11	,	,	PUNCT
eaes-3418	269	12	producing	produce	VERB
eaes-3418	269	13	a	a	DET
eaes-3418	269	14	smaller	small	ADJ
eaes-3418	269	15	increase	increase	NOUN
eaes-3418	269	16	from	from	ADP
eaes-3418	269	17	~0	~0	NOUN
eaes-3418	269	18	%	%	NOUN
eaes-3418	269	19	to	to	PART
eaes-3418	269	20	35	35	NUM
eaes-3418	269	21	%	%	NOUN
eaes-3418	269	22	.	.	PUNCT
eaes-3418	270	1	the	the	DET
eaes-3418	270	2	maximum	maximum	ADJ
eaes-3418	270	3	interval	interval	NOUN
eaes-3418	270	4	durations	duration	NOUN
eaes-3418	270	5	for	for	ADP
eaes-3418	270	6	opportunity	opportunity	NOUN
eaes-3418	270	7	power	power	NOUN
eaes-3418	270	8	are	be	AUX
eaes-3418	270	9	surprisingly	surprisingly	ADV
eaes-3418	270	10	long	long	ADJ
eaes-3418	270	11	!	!	PUNCT
eaes-3418	271	1	the	the	DET
eaes-3418	271	2	maximum	maximum	ADJ
eaes-3418	271	3	duration	duration	NOUN
eaes-3418	271	4	for	for	ADP
eaes-3418	271	5	a	a	DET
eaes-3418	271	6	continuous	continuous	ADJ
eaes-3418	271	7	interval	interval	NOUN
eaes-3418	271	8	exceeds	exceed	VERB
eaes-3418	271	9	the	the	DET
eaes-3418	271	10	daylight	daylight	NOUN
eaes-3418	271	11	hours	hour	NOUN
eaes-3418	271	12	for	for	ADP
eaes-3418	271	13	a	a	DET
eaes-3418	271	14	single	single	ADJ
eaes-3418	271	15	day	day	NOUN
eaes-3418	271	16	,	,	PUNCT
eaes-3418	271	17	and	and	CCONJ
eaes-3418	271	18	presumably	presumably	ADV
eaes-3418	271	19	arises	arise	VERB
eaes-3418	271	20	from	from	ADP
eaes-3418	271	21	wind	wind	NOUN
eaes-3418	271	22	generation	generation	NOUN
eaes-3418	271	23	sites	site	NOUN
eaes-3418	271	24	.	.	PUNCT
eaes-3418	272	1	changing	change	VERB
eaes-3418	272	2	the	the	DET
eaes-3418	272	3	pricing	pricing	NOUN
eaes-3418	272	4	model	model	NOUN
eaes-3418	272	5	causes	cause	VERB
eaes-3418	272	6	the	the	DET
eaes-3418	272	7	average	average	ADJ
eaes-3418	272	8	length	length	NOUN
eaes-3418	272	9	of	of	ADP
eaes-3418	272	10	intervals	interval	NOUN
eaes-3418	272	11	to	to	PART
eaes-3418	272	12	increase	increase	VERB
eaes-3418	272	13	,	,	PUNCT
eaes-3418	272	14	but	but	CCONJ
eaes-3418	272	15	are	be	AUX
eaes-3418	272	16	still	still	ADV
eaes-3418	272	17	short	short	ADJ
eaes-3418	272	18	as	as	SCONJ
eaes-3418	272	19	there	there	PRON
eaes-3418	272	20	are	be	VERB
eaes-3418	272	21	many	many	ADJ
eaes-3418	272	22	short	short	ADJ
eaes-3418	272	23	intervals	interval	NOUN
eaes-3418	272	24	.	.	PUNCT
eaes-3418	273	1	however	however	ADV
eaes-3418	273	2	,	,	PUNCT
eaes-3418	273	3	the	the	DET
eaes-3418	273	4	growing	grow	VERB
eaes-3418	273	5	standard	standard	ADJ
eaes-3418	273	6	deviation	deviation	NOUN
eaes-3418	273	7	indicates	indicate	VERB
eaes-3418	273	8	that	that	SCONJ
eaes-3418	273	9	there	there	PRON
eaes-3418	273	10	are	be	VERB
eaes-3418	273	11	also	also	ADV
eaes-3418	273	12	an	an	DET
eaes-3418	273	13	increasing	increase	VERB
eaes-3418	273	14	number	number	NOUN
eaes-3418	273	15	of	of	ADP
eaes-3418	273	16	longer	long	ADJ
eaes-3418	273	17	intervals	interval	NOUN
eaes-3418	273	18	.	.	PUNCT
eaes-3418	274	1	at	at	ADP
eaes-3418	274	2	the	the	DET
eaes-3418	274	3	far	far	ADJ
eaes-3418	274	4	right	right	NOUN
eaes-3418	274	5	of	of	ADP
eaes-3418	274	6	table	table	NOUN
eaes-3418	274	7	8	8	NUM
eaes-3418	274	8	,	,	PUNCT
eaes-3418	274	9	we	we	PRON
eaes-3418	274	10	present	present	VERB
eaes-3418	274	11	average	average	ADJ
eaes-3418	274	12	power	power	NOUN
eaes-3418	274	13	per	per	ADP
eaes-3418	274	14	interval	interval	NOUN
eaes-3418	274	15	and	and	CCONJ
eaes-3418	274	16	the	the	DET
eaes-3418	274	17	standard	standard	ADJ
eaes-3418	274	18	deviation	deviation	NOUN
eaes-3418	274	19	of	of	ADP
eaes-3418	274	20	the	the	DET
eaes-3418	274	21	power	power	NOUN
eaes-3418	274	22	.	.	PUNCT
eaes-3418	275	1	these	these	PRON
eaes-3418	275	2	show	show	VERB
eaes-3418	275	3	significant	significant	ADJ
eaes-3418	275	4	quantity	quantity	NOUN
eaes-3418	275	5	and	and	CCONJ
eaes-3418	275	6	increasing	increase	VERB
eaes-3418	275	7	standard	standard	ADJ
eaes-3418	275	8	deviation	deviation	NOUN
eaes-3418	275	9	,	,	PUNCT
eaes-3418	275	10	but	but	CCONJ
eaes-3418	275	11	not	not	PART
eaes-3418	275	12	much	much	ADJ
eaes-3418	275	13	increase	increase	NOUN
eaes-3418	275	14	in	in	ADP
eaes-3418	275	15	average	average	ADJ
eaes-3418	275	16	power	power	NOUN
eaes-3418	275	17	.	.	PUNCT
eaes-3418	276	1	this	this	PRON
eaes-3418	276	2	suggests	suggest	VERB
eaes-3418	276	3	that	that	SCONJ
eaes-3418	276	4	only	only	ADV
eaes-3418	276	5	a	a	DET
eaes-3418	276	6	small	small	ADJ
eaes-3418	276	7	number	number	NOUN
eaes-3418	276	8	of	of	ADP
eaes-3418	276	9	the	the	DET
eaes-3418	276	10	intervals	interval	NOUN
eaes-3418	276	11	are	be	AUX
eaes-3418	276	12	being	be	AUX
eaes-3418	276	13	substantially	substantially	ADV
eaes-3418	276	14	augmented	augment	VERB
eaes-3418	276	15	by	by	ADP
eaes-3418	276	16	the	the	DET
eaes-3418	276	17	more	more	ADV
eaes-3418	276	18	aggressive	aggressive	ADJ
eaes-3418	276	19	pricing	pricing	NOUN
eaes-3418	276	20	models	model	NOUN
eaes-3418	276	21	.	.	PUNCT
eaes-3418	277	1	the	the	DET
eaes-3418	277	2	conclusions	conclusion	NOUN
eaes-3418	277	3	drawn	draw	VERB
eaes-3418	277	4	here	here	ADV
eaes-3418	277	5	for	for	ADP
eaes-3418	277	6	opportunity	opportunity	NOUN
eaes-3418	277	7	power	power	NOUN
eaes-3418	277	8	in	in	ADP
eaes-3418	277	9	caiso	caiso	NOUN
eaes-3418	277	10	in	in	ADP
eaes-3418	277	11	2017	2017	NUM
eaes-3418	277	12	are	be	AUX
eaes-3418	277	13	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	277	14	energy	energy	NOUN
eaes-3418	277	15	and	and	CCONJ
eaes-3418	277	16	earth	earth	NOUN
eaes-3418	277	17	science	science	NOUN
eaes-3418	277	18	vol	vol	NOUN
eaes-3418	277	19	.	.	PROPN
eaes-3418	278	1	3	3	NUM
eaes-3418	278	2	,	,	PUNCT
eaes-3418	278	3	no	no	INTJ
eaes-3418	278	4	.	.	NOUN
eaes-3418	278	5	2	2	NUM
eaes-3418	278	6	,	,	PUNCT
eaes-3418	278	7	2020	2020	NUM
eaes-3418	278	8	132	132	NUM
eaes-3418	278	9	published	publish	VERB
eaes-3418	278	10	by	by	ADP
eaes-3418	278	11	scholink	scholink	PROPN
eaes-3418	278	12	inc	inc	PROPN
eaes-3418	278	13	.	.	PUNCT
eaes-3418	278	14	qualitatively	qualitatively	ADV
eaes-3418	278	15	similar	similar	ADJ
eaes-3418	278	16	to	to	ADP
eaes-3418	278	17	those	those	PRON
eaes-3418	278	18	in	in	ADP
eaes-3418	278	19	miso	miso	NOUN
eaes-3418	278	20	,	,	PUNCT
eaes-3418	278	21	where	where	SCONJ
eaes-3418	278	22	np0	np0	PROPN
eaes-3418	278	23	yielded	yield	VERB
eaes-3418	278	24	30	30	NUM
eaes-3418	278	25	%	%	NOUN
eaes-3418	278	26	more	more	ADJ
eaes-3418	278	27	opportunity	opportunity	NOUN
eaes-3418	278	28	power	power	NOUN
eaes-3418	278	29	over	over	ADP
eaes-3418	278	30	lmp0	lmp0	NOUN
eaes-3418	278	31	,	,	PUNCT
eaes-3418	278	32	and	and	CCONJ
eaes-3418	278	33	np5	np5	ADV
eaes-3418	278	34	yielded	yield	VERB
eaes-3418	278	35	15	15	NUM
eaes-3418	278	36	-	-	SYM
eaes-3418	278	37	20	20	NUM
eaes-3418	278	38	%	%	NOUN
eaes-3418	278	39	more	more	ADJ
eaes-3418	278	40	power	power	NOUN
eaes-3418	278	41	than	than	ADP
eaes-3418	278	42	np0	np0	VERB
eaes-3418	278	43	over	over	ADP
eaes-3418	278	44	a	a	DET
eaes-3418	278	45	multi	multi	ADJ
eaes-3418	278	46	-	-	ADJ
eaes-3418	278	47	year	year	NOUN
eaes-3418	278	48	period	period	NOUN
eaes-3418	278	49	(	(	PUNCT
eaes-3418	278	50	chien	chien	NOUN
eaes-3418	278	51	,	,	PUNCT
eaes-3418	278	52	2018	2018	NUM
eaes-3418	278	53	)	)	PUNCT
eaes-3418	278	54	.	.	PUNCT
eaes-3418	279	1	9	9	X
eaes-3418	279	2	.	.	X
eaes-3418	279	3	discussion	discussion	NOUN
eaes-3418	279	4	and	and	CCONJ
eaes-3418	279	5	related	related	ADJ
eaes-3418	279	6	work	work	NOUN
eaes-3418	279	7	the	the	DET
eaes-3418	279	8	period	period	NOUN
eaes-3418	279	9	of	of	ADP
eaes-3418	279	10	analysis	analysis	NOUN
eaes-3418	279	11	,	,	PUNCT
eaes-3418	279	12	2015	2015	NUM
eaes-3418	279	13	-	-	SYM
eaes-3418	279	14	2017	2017	NUM
eaes-3418	279	15	encompasses	encompass	VERB
eaes-3418	279	16	extraordinary	extraordinary	ADJ
eaes-3418	279	17	changes	change	NOUN
eaes-3418	279	18	in	in	ADP
eaes-3418	279	19	the	the	DET
eaes-3418	279	20	caiso	caiso	NOUN
eaes-3418	279	21	balancing	balancing	NOUN
eaes-3418	279	22	area	area	NOUN
eaes-3418	279	23	.	.	PUNCT
eaes-3418	280	1	in	in	ADP
eaes-3418	280	2	the	the	DET
eaes-3418	280	3	three	three	NUM
eaes-3418	280	4	-	-	PUNCT
eaes-3418	280	5	year	year	NOUN
eaes-3418	280	6	period	period	NOUN
eaes-3418	280	7	from	from	ADP
eaes-3418	280	8	2015	2015	NUM
eaes-3418	280	9	to	to	ADP
eaes-3418	280	10	2017	2017	NUM
eaes-3418	280	11	,	,	PUNCT
eaes-3418	280	12	total	total	ADJ
eaes-3418	280	13	renewable	renewable	ADJ
eaes-3418	280	14	generation	generation	NOUN
eaes-3418	280	15	grew	grow	VERB
eaes-3418	280	16	from	from	ADP
eaes-3418	280	17	45	45	NUM
eaes-3418	280	18	to	to	PART
eaes-3418	280	19	55	55	NUM
eaes-3418	280	20	twh	twh	NOUN
eaes-3418	280	21	(	(	PUNCT
eaes-3418	280	22	caiso	caiso	NOUN
eaes-3418	280	23	,	,	PUNCT
eaes-3418	280	24	2018	2018	NUM
eaes-3418	280	25	)	)	PUNCT
eaes-3418	280	26	.	.	PUNCT
eaes-3418	281	1	while	while	SCONJ
eaes-3418	281	2	that	that	PRON
eaes-3418	281	3	is	be	AUX
eaes-3418	281	4	a	a	DET
eaes-3418	281	5	significant	significant	ADJ
eaes-3418	281	6	increase	increase	NOUN
eaes-3418	281	7	of	of	ADP
eaes-3418	281	8	22	22	NUM
eaes-3418	281	9	%	%	NOUN
eaes-3418	281	10	over	over	ADP
eaes-3418	281	11	two	two	NUM
eaes-3418	281	12	years	year	NOUN
eaes-3418	281	13	,	,	PUNCT
eaes-3418	281	14	it	it	PRON
eaes-3418	281	15	is	be	AUX
eaes-3418	281	16	clear	clear	ADJ
eaes-3418	281	17	that	that	SCONJ
eaes-3418	281	18	quantity	quantity	NOUN
eaes-3418	281	19	of	of	ADP
eaes-3418	281	20	curtailed	curtail	VERB
eaes-3418	281	21	and	and	CCONJ
eaes-3418	281	22	negative	negative	ADV
eaes-3418	281	23	-	-	PUNCT
eaes-3418	281	24	priced	price	VERB
eaes-3418	281	25	power	power	NOUN
eaes-3418	281	26	,	,	PUNCT
eaes-3418	281	27	by	by	ADP
eaes-3418	281	28	all	all	PRON
eaes-3418	281	29	of	of	ADP
eaes-3418	281	30	our	our	PRON
eaes-3418	281	31	measures	measure	NOUN
eaes-3418	281	32	conservative	conservative	ADJ
eaes-3418	281	33	to	to	ADP
eaes-3418	281	34	aggressive	aggressive	ADJ
eaes-3418	281	35	(	(	PUNCT
eaes-3418	281	36	dam	dam	NOUN
eaes-3418	281	37	-	-	PUNCT
eaes-3418	281	38	lmp	lmp	ADJ
eaes-3418	281	39	,	,	PUNCT
eaes-3418	281	40	rtd	rtd	NOUN
eaes-3418	281	41	-	-	PUNCT
eaes-3418	281	42	lmp	lmp	NOUN
eaes-3418	281	43	,	,	PUNCT
eaes-3418	281	44	and	and	CCONJ
eaes-3418	281	45	dam	dam	PROPN
eaes-3418	281	46	-	-	PUNCT
eaes-3418	281	47	rtd	rtd	NOUN
eaes-3418	281	48	-	-	PUNCT
eaes-3418	281	49	scaled	scale	VERB
eaes-3418	281	50	)	)	PUNCT
eaes-3418	281	51	is	be	AUX
eaes-3418	281	52	growing	grow	VERB
eaes-3418	281	53	much	much	ADV
eaes-3418	281	54	faster	fast	ADV
eaes-3418	281	55	—	—	PUNCT
eaes-3418	281	56	in	in	ADP
eaes-3418	281	57	excess	excess	NOUN
eaes-3418	281	58	of	of	ADP
eaes-3418	281	59	50	50	NUM
eaes-3418	281	60	%	%	NOUN
eaes-3418	281	61	per	per	ADP
eaes-3418	281	62	year	year	NOUN
eaes-3418	281	63	.	.	PUNCT
eaes-3418	282	1	amongst	amongst	ADP
eaes-3418	282	2	these	these	PRON
eaes-3418	282	3	,	,	PUNCT
eaes-3418	282	4	the	the	DET
eaes-3418	282	5	moderate	moderate	ADJ
eaes-3418	282	6	estimate	estimate	NOUN
eaes-3418	282	7	,	,	PUNCT
eaes-3418	282	8	dam	dam	NOUN
eaes-3418	282	9	-	-	PUNCT
eaes-3418	282	10	rtd	rtd	NOUN
eaes-3418	282	11	-	-	PUNCT
eaes-3418	282	12	scaled	scale	VERB
eaes-3418	282	13	is	be	AUX
eaes-3418	282	14	over	over	ADP
eaes-3418	282	15	1.6	1.6	NUM
eaes-3418	282	16	twh	twh	NOUN
eaes-3418	282	17	in	in	ADP
eaes-3418	282	18	2017	2017	NUM
eaes-3418	282	19	,	,	PUNCT
eaes-3418	282	20	and	and	CCONJ
eaes-3418	282	21	projected	project	VERB
eaes-3418	282	22	to	to	PART
eaes-3418	282	23	exceed	exceed	VERB
eaes-3418	282	24	2	2	NUM
eaes-3418	282	25	twh	twh	NOUN
eaes-3418	282	26	in	in	ADP
eaes-3418	282	27	2018	2018	NUM
eaes-3418	282	28	.	.	PUNCT
eaes-3418	283	1	the	the	DET
eaes-3418	283	2	rtd	rtd	PROPN
eaes-3418	283	3	-	-	PUNCT
eaes-3418	283	4	lmp	lmp	NOUN
eaes-3418	283	5	measure	measure	NOUN
eaes-3418	283	6	is	be	AUX
eaes-3418	283	7	already	already	ADV
eaes-3418	283	8	proportionately	proportionately	ADV
eaes-3418	283	9	larger	large	ADJ
eaes-3418	283	10	than	than	ADP
eaes-3418	283	11	that	that	PRON
eaes-3418	283	12	seen	see	VERB
eaes-3418	283	13	in	in	ADP
eaes-3418	283	14	miso	miso	NOUN
eaes-3418	283	15	,	,	PUNCT
eaes-3418	283	16	and	and	CCONJ
eaes-3418	283	17	exceeds	exceed	VERB
eaes-3418	283	18	5	5	NUM
eaes-3418	283	19	twh	twh	NOUN
eaes-3418	283	20	in	in	ADP
eaes-3418	283	21	2017	2017	NUM
eaes-3418	283	22	.	.	PUNCT
eaes-3418	284	1	these	these	DET
eaes-3418	284	2	number	number	NOUN
eaes-3418	284	3	represent	represent	VERB
eaes-3418	284	4	10	10	NUM
eaes-3418	284	5	’s	’s	NOUN
eaes-3418	284	6	of	of	ADP
eaes-3418	284	7	millions	million	NOUN
eaes-3418	284	8	to	to	PART
eaes-3418	284	9	100	100	NUM
eaes-3418	284	10	’s	’s	NOUN
eaes-3418	284	11	of	of	ADP
eaes-3418	284	12	millions	million	NOUN
eaes-3418	284	13	of	of	ADP
eaes-3418	284	14	dollars	dollar	NOUN
eaes-3418	284	15	of	of	ADP
eaes-3418	284	16	power	power	NOUN
eaes-3418	284	17	at	at	ADP
eaes-3418	284	18	average	average	ADJ
eaes-3418	284	19	caiso	caiso	NOUN
eaes-3418	284	20	prices	price	NOUN
eaes-3418	284	21	.	.	PUNCT
eaes-3418	285	1	as	as	SCONJ
eaes-3418	285	2	the	the	DET
eaes-3418	285	3	quantity	quantity	NOUN
eaes-3418	285	4	increases	increase	VERB
eaes-3418	285	5	,	,	PUNCT
eaes-3418	285	6	greater	great	ADJ
eaes-3418	285	7	duty	duty	NOUN
eaes-3418	285	8	factors	factor	NOUN
eaes-3418	285	9	are	be	AUX
eaes-3418	285	10	observed	observe	VERB
eaes-3418	285	11	with	with	ADP
eaes-3418	285	12	a	a	DET
eaes-3418	285	13	number	number	NOUN
eaes-3418	285	14	of	of	ADP
eaes-3418	285	15	sites	site	NOUN
eaes-3418	285	16	seeing	see	VERB
eaes-3418	285	17	large	large	ADJ
eaes-3418	285	18	numbers	number	NOUN
eaes-3418	285	19	of	of	ADP
eaes-3418	285	20	“	"	PUNCT
eaes-3418	285	21	full	full	ADJ
eaes-3418	285	22	day	day	NOUN
eaes-3418	285	23	”	"	PUNCT
eaes-3418	285	24	intervals	interval	NOUN
eaes-3418	285	25	of	of	ADP
eaes-3418	285	26	15.5	15.5	NUM
eaes-3418	285	27	hours	hour	NOUN
eaes-3418	285	28	of	of	ADP
eaes-3418	285	29	negative	negative	ADJ
eaes-3418	285	30	pricing	pricing	NOUN
eaes-3418	285	31	.	.	PUNCT
eaes-3418	286	1	section	section	NOUN
eaes-3418	286	2	6	6	NUM
eaes-3418	286	3	shows	show	VERB
eaes-3418	286	4	that	that	SCONJ
eaes-3418	286	5	the	the	DET
eaes-3418	286	6	distribution	distribution	NOUN
eaes-3418	286	7	of	of	ADP
eaes-3418	286	8	the	the	DET
eaes-3418	286	9	quantity	quantity	NOUN
eaes-3418	286	10	of	of	ADP
eaes-3418	286	11	opportunity	opportunity	NOUN
eaes-3418	286	12	power	power	NOUN
eaes-3418	286	13	is	be	AUX
eaes-3418	286	14	extremely	extremely	ADV
eaes-3418	286	15	uneven	uneven	ADJ
eaes-3418	286	16	across	across	ADP
eaes-3418	286	17	the	the	DET
eaes-3418	286	18	opportunity	opportunity	NOUN
eaes-3418	286	19	power	power	NOUN
eaes-3418	286	20	generators	generator	NOUN
eaes-3418	286	21	—	—	PUNCT
eaes-3418	286	22	concentrated	concentrate	VERB
eaes-3418	286	23	on	on	ADP
eaes-3418	286	24	a	a	DET
eaes-3418	286	25	small	small	ADJ
eaes-3418	286	26	number	number	NOUN
eaes-3418	286	27	of	of	ADP
eaes-3418	286	28	sites	site	NOUN
eaes-3418	286	29	.	.	PUNCT
eaes-3418	287	1	this	this	DET
eaes-3418	287	2	information	information	NOUN
eaes-3418	287	3	should	should	AUX
eaes-3418	287	4	be	be	AUX
eaes-3418	287	5	analyzed	analyze	VERB
eaes-3418	287	6	with	with	ADP
eaes-3418	287	7	respect	respect	NOUN
eaes-3418	287	8	to	to	ADP
eaes-3418	287	9	generator	generator	NOUN
eaes-3418	287	10	capacities	capacity	NOUN
eaes-3418	287	11	to	to	PART
eaes-3418	287	12	see	see	VERB
eaes-3418	287	13	how	how	SCONJ
eaes-3418	287	14	much	much	ADJ
eaes-3418	287	15	of	of	ADP
eaes-3418	287	16	this	this	DET
eaes-3418	287	17	extreme	extreme	ADJ
eaes-3418	287	18	imbalance	imbalance	NOUN
eaes-3418	287	19	can	can	AUX
eaes-3418	287	20	be	be	AUX
eaes-3418	287	21	accounted	account	VERB
eaes-3418	287	22	for	for	ADP
eaes-3418	287	23	by	by	ADP
eaes-3418	287	24	this	this	PRON
eaes-3418	287	25	,	,	PUNCT
eaes-3418	287	26	or	or	CCONJ
eaes-3418	287	27	should	should	AUX
eaes-3418	287	28	be	be	AUX
eaes-3418	287	29	attributed	attribute	VERB
eaes-3418	287	30	to	to	ADP
eaes-3418	287	31	other	other	ADJ
eaes-3418	287	32	factors	factor	NOUN
eaes-3418	287	33	such	such	ADJ
eaes-3418	287	34	as	as	ADP
eaes-3418	287	35	transmission	transmission	NOUN
eaes-3418	287	36	congestion	congestion	NOUN
eaes-3418	287	37	or	or	CCONJ
eaes-3418	287	38	bidding	bidding	NOUN
eaes-3418	287	39	behavior	behavior	NOUN
eaes-3418	287	40	of	of	ADP
eaes-3418	287	41	renewable	renewable	ADJ
eaes-3418	287	42	generators	generator	NOUN
eaes-3418	287	43	.	.	PUNCT
eaes-3418	288	1	regardless	regardless	ADV
eaes-3418	288	2	,	,	PUNCT
eaes-3418	288	3	the	the	DET
eaes-3418	288	4	concentration	concentration	NOUN
eaes-3418	288	5	of	of	ADP
eaes-3418	288	6	opportunity	opportunity	NOUN
eaes-3418	288	7	power	power	NOUN
eaes-3418	288	8	increases	increase	VERB
eaes-3418	288	9	its	its	PRON
eaes-3418	288	10	potential	potential	NOUN
eaes-3418	288	11	for	for	ADP
eaes-3418	288	12	productive	productive	ADJ
eaes-3418	288	13	used	use	VERB
eaes-3418	288	14	if	if	SCONJ
eaes-3418	288	15	a	a	DET
eaes-3418	288	16	consuming	consume	VERB
eaes-3418	288	17	load	load	NOUN
eaes-3418	288	18	can	can	AUX
eaes-3418	288	19	be	be	AUX
eaes-3418	288	20	geographically	geographically	ADV
eaes-3418	288	21	localized	localize	VERB
eaes-3418	288	22	to	to	ADP
eaes-3418	288	23	where	where	SCONJ
eaes-3418	288	24	the	the	DET
eaes-3418	288	25	opportunity	opportunity	NOUN
eaes-3418	288	26	power	power	NOUN
eaes-3418	288	27	is	be	AUX
eaes-3418	288	28	occurring	occur	VERB
eaes-3418	288	29	.	.	PUNCT
eaes-3418	289	1	alternatively	alternatively	ADV
eaes-3418	289	2	,	,	PUNCT
eaes-3418	289	3	the	the	DET
eaes-3418	289	4	concentration	concentration	NOUN
eaes-3418	289	5	may	may	AUX
eaes-3418	289	6	suggest	suggest	VERB
eaes-3418	289	7	that	that	SCONJ
eaes-3418	289	8	an	an	DET
eaes-3418	289	9	increase	increase	NOUN
eaes-3418	289	10	in	in	ADP
eaes-3418	289	11	transmission	transmission	NOUN
eaes-3418	289	12	resources	resource	NOUN
eaes-3418	289	13	in	in	ADP
eaes-3418	289	14	the	the	DET
eaes-3418	289	15	area	area	NOUN
eaes-3418	289	16	is	be	AUX
eaes-3418	289	17	appropriate	appropriate	ADJ
eaes-3418	289	18	.	.	PUNCT
eaes-3418	290	1	section	section	NOUN
eaes-3418	290	2	7	7	NUM
eaes-3418	290	3	shows	show	VERB
eaes-3418	290	4	a	a	DET
eaes-3418	290	5	steady	steady	ADJ
eaes-3418	290	6	shift	shift	NOUN
eaes-3418	290	7	of	of	ADP
eaes-3418	290	8	the	the	DET
eaes-3418	290	9	entire	entire	ADJ
eaes-3418	290	10	distribution	distribution	NOUN
eaes-3418	290	11	of	of	ADP
eaes-3418	290	12	renewable	renewable	ADJ
eaes-3418	290	13	generators	generator	NOUN
eaes-3418	290	14	to	to	ADP
eaes-3418	290	15	higher	high	ADJ
eaes-3418	290	16	and	and	CCONJ
eaes-3418	290	17	higher	high	ADJ
eaes-3418	290	18	duty	duty	NOUN
eaes-3418	290	19	factors	factor	NOUN
eaes-3418	290	20	of	of	ADP
eaes-3418	290	21	negative	negative	ADJ
eaes-3418	290	22	pricing	pricing	NOUN
eaes-3418	290	23	.	.	PUNCT
eaes-3418	291	1	in	in	ADP
eaes-3418	291	2	2017	2017	NUM
eaes-3418	291	3	,	,	PUNCT
eaes-3418	291	4	the	the	DET
eaes-3418	291	5	majority	majority	NOUN
eaes-3418	291	6	of	of	ADP
eaes-3418	291	7	renewable	renewable	ADJ
eaes-3418	291	8	generators	generator	NOUN
eaes-3418	291	9	saw	see	VERB
eaes-3418	291	10	>	>	PUNCT
eaes-3418	291	11	600	600	NUM
eaes-3418	291	12	hours	hour	NOUN
eaes-3418	291	13	of	of	ADP
eaes-3418	291	14	negative	negative	ADJ
eaes-3418	291	15	pricing	pricing	NOUN
eaes-3418	291	16	—	—	PUNCT
eaes-3418	291	17	the	the	DET
eaes-3418	291	18	equivalent	equivalent	NOUN
eaes-3418	291	19	of	of	ADP
eaes-3418	291	20	nearly	nearly	ADV
eaes-3418	291	21	two	two	NUM
eaes-3418	291	22	full	full	ADJ
eaes-3418	291	23	months	month	NOUN
eaes-3418	291	24	of	of	ADP
eaes-3418	291	25	12	12	NUM
eaes-3418	291	26	-	-	PUNCT
eaes-3418	291	27	hour	hour	NOUN
eaes-3418	291	28	negative	negative	ADJ
eaes-3418	291	29	pricing	pricing	NOUN
eaes-3418	291	30	days	day	NOUN
eaes-3418	291	31	.	.	PUNCT
eaes-3418	292	1	this	this	PRON
eaes-3418	292	2	suggests	suggest	VERB
eaes-3418	292	3	that	that	SCONJ
eaes-3418	292	4	opportunity	opportunity	NOUN
eaes-3418	292	5	power	power	NOUN
eaes-3418	292	6	could	could	AUX
eaes-3418	292	7	be	be	AUX
eaes-3418	292	8	useful	useful	ADJ
eaes-3418	292	9	resource	resource	NOUN
eaes-3418	292	10	for	for	ADP
eaes-3418	292	11	intermittent	intermittent	ADJ
eaes-3418	292	12	,	,	PUNCT
eaes-3418	292	13	but	but	CCONJ
eaes-3418	292	14	power	power	NOUN
eaes-3418	292	15	-	-	PUNCT
eaes-3418	292	16	intensive	intensive	ADJ
eaes-3418	292	17	activities	activity	NOUN
eaes-3418	292	18	such	such	ADJ
eaes-3418	292	19	as	as	ADP
eaes-3418	292	20	fertilizer	fertilizer	NOUN
eaes-3418	292	21	manufacture	manufacture	NOUN
eaes-3418	292	22	,	,	PUNCT
eaes-3418	292	23	water	water	NOUN
eaes-3418	292	24	desalination	desalination	NOUN
eaes-3418	292	25	,	,	PUNCT
eaes-3418	292	26	or	or	CCONJ
eaes-3418	292	27	perhaps	perhaps	ADV
eaes-3418	292	28	bitcoin	bitcoin	ADJ
eaes-3418	292	29	mining	mining	NOUN
eaes-3418	292	30	.	.	PUNCT
eaes-3418	293	1	a	a	DET
eaes-3418	293	2	more	more	ADV
eaes-3418	293	3	challenging	challenging	ADJ
eaes-3418	293	4	,	,	PUNCT
eaes-3418	293	5	but	but	CCONJ
eaes-3418	293	6	promising	promise	VERB
eaes-3418	293	7	area	area	NOUN
eaes-3418	293	8	that	that	SCONJ
eaes-3418	293	9	we	we	PRON
eaes-3418	293	10	are	be	AUX
eaes-3418	293	11	pursuing	pursue	VERB
eaes-3418	293	12	is	be	AUX
eaes-3418	293	13	to	to	PART
eaes-3418	293	14	exploit	exploit	VERB
eaes-3418	293	15	opportunity	opportunity	NOUN
eaes-3418	293	16	power	power	NOUN
eaes-3418	293	17	for	for	ADP
eaes-3418	293	18	networks	network	NOUN
eaes-3418	293	19	of	of	ADP
eaes-3418	293	20	hyperscale	hyperscale	ADJ
eaes-3418	293	21	cloud	cloud	NOUN
eaes-3418	293	22	data	datum	NOUN
eaes-3418	293	23	centers	center	NOUN
eaes-3418	293	24	—	—	PUNCT
eaes-3418	293	25	a	a	DET
eaes-3418	293	26	rapidly	rapidly	ADV
eaes-3418	293	27	growing	grow	VERB
eaes-3418	293	28	user	user	NOUN
eaes-3418	293	29	of	of	ADP
eaes-3418	293	30	electric	electric	ADJ
eaes-3418	293	31	power	power	NOUN
eaes-3418	293	32	(	(	PUNCT
eaes-3418	293	33	kim	kim	PROPN
eaes-3418	293	34	,	,	PUNCT
eaes-3418	293	35	2017	2017	NUM
eaes-3418	293	36	;	;	PUNCT
eaes-3418	293	37	yang	yang	PROPN
eaes-3418	293	38	,	,	PUNCT
eaes-3418	293	39	2016	2016	NUM
eaes-3418	293	40	;	;	PUNCT
eaes-3418	293	41	yang	yang	PROPN
eaes-3418	293	42	,	,	PUNCT
eaes-3418	293	43	2017	2017	NUM
eaes-3418	293	44	;	;	PUNCT
eaes-3418	293	45	chien	chien	PROPN
eaes-3418	293	46	,	,	PUNCT
eaes-3418	293	47	2018	2018	NUM
eaes-3418	293	48	)	)	PUNCT
eaes-3418	293	49	.	.	PUNCT
eaes-3418	294	1	opportunity	opportunity	NOUN
eaes-3418	294	2	power	power	NOUN
eaes-3418	294	3	has	have	AUX
eaes-3418	294	4	been	be	AUX
eaes-3418	294	5	documented	document	VERB
eaes-3418	294	6	as	as	ADP
eaes-3418	294	7	a	a	DET
eaes-3418	294	8	large	large	ADJ
eaes-3418	294	9	,	,	PUNCT
eaes-3418	294	10	growing	grow	VERB
eaes-3418	294	11	phenomenon	phenomenon	NOUN
eaes-3418	294	12	in	in	ADP
eaes-3418	294	13	studies	study	NOUN
eaes-3418	294	14	of	of	ADP
eaes-3418	294	15	curtailment	curtailment	ADJ
eaes-3418	294	16	in	in	ADP
eaes-3418	294	17	the	the	DET
eaes-3418	294	18	mid	mid	ADJ
eaes-3418	294	19	-	-	ADJ
eaes-3418	294	20	continent	continent	ADJ
eaes-3418	294	21	independent	independent	ADJ
eaes-3418	294	22	system	system	NOUN
eaes-3418	294	23	operator	operator	NOUN
eaes-3418	294	24	(	(	PUNCT
eaes-3418	294	25	miso	miso	NOUN
eaes-3418	294	26	)	)	PUNCT
eaes-3418	294	27	where	where	SCONJ
eaes-3418	294	28	2.2	2.2	NUM
eaes-3418	294	29	terawatt	terawatt	NOUN
eaes-3418	294	30	-	-	PUNCT
eaes-3418	294	31	hours	hour	NOUN
eaes-3418	294	32	(	(	PUNCT
eaes-3418	294	33	twh	twh	NOUN
eaes-3418	294	34	)	)	PUNCT
eaes-3418	294	35	,	,	PUNCT
eaes-3418	294	36	and	and	CCONJ
eaes-3418	294	37	5.5	5.5	NUM
eaes-3418	294	38	twh	twh	NOUN
eaes-3418	294	39	negative	negative	ADJ
eaes-3418	294	40	priced	price	VERB
eaes-3418	294	41	power	power	NOUN
eaes-3418	294	42	for	for	ADP
eaes-3418	294	43	a	a	DET
eaes-3418	294	44	total	total	NOUN
eaes-3418	294	45	of	of	ADP
eaes-3418	294	46	7.7	7.7	NUM
eaes-3418	294	47	twh	twh	NOUN
eaes-3418	294	48	of	of	ADP
eaes-3418	294	49	opportunity	opportunity	NOUN
eaes-3418	294	50	power	power	NOUN
eaes-3418	294	51	from	from	ADP
eaes-3418	294	52	wind	wind	NOUN
eaes-3418	294	53	resources	resource	NOUN
eaes-3418	294	54	(	(	PUNCT
eaes-3418	294	55	bird	bird	NOUN
eaes-3418	294	56	,	,	PUNCT
eaes-3418	294	57	2013	2013	NUM
eaes-3418	294	58	;	;	PUNCT
eaes-3418	294	59	lew	lew	NOUN
eaes-3418	294	60	,	,	PUNCT
eaes-3418	294	61	2013	2013	NUM
eaes-3418	294	62	;	;	PUNCT
eaes-3418	294	63	yang	yang	PROPN
eaes-3418	294	64	,	,	PUNCT
eaes-3418	294	65	2016	2016	NUM
eaes-3418	294	66	)	)	PUNCT
eaes-3418	294	67	.	.	PUNCT
eaes-3418	295	1	and	and	CCONJ
eaes-3418	295	2	in	in	ADP
eaes-3418	295	3	china	china	PROPN
eaes-3418	295	4	,	,	PUNCT
eaes-3418	295	5	curtailed	curtail	VERB
eaes-3418	295	6	wind	wind	NOUN
eaes-3418	295	7	power	power	NOUN
eaes-3418	295	8	has	have	AUX
eaes-3418	295	9	grown	grow	VERB
eaes-3418	295	10	to	to	ADP
eaes-3418	295	11	34	34	NUM
eaes-3418	295	12	twh	twh	NOUN
eaes-3418	295	13	in	in	ADP
eaes-3418	295	14	2015	2015	NUM
eaes-3418	295	15	(	(	PUNCT
eaes-3418	295	16	gwec	gwec	NOUN
eaes-3418	295	17	,	,	PUNCT
eaes-3418	295	18	2016	2016	NUM
eaes-3418	295	19	)	)	PUNCT
eaes-3418	295	20	.	.	PUNCT
eaes-3418	296	1	around	around	ADP
eaes-3418	296	2	the	the	DET
eaes-3418	296	3	world	world	NOUN
eaes-3418	296	4	,	,	PUNCT
eaes-3418	296	5	as	as	SCONJ
eaes-3418	296	6	renewable	renewable	ADJ
eaes-3418	296	7	generation	generation	NOUN
eaes-3418	296	8	fraction	fraction	NOUN
eaes-3418	296	9	increases	increase	NOUN
eaes-3418	296	10	due	due	ADJ
eaes-3418	296	11	to	to	ADP
eaes-3418	296	12	rising	rise	VERB
eaes-3418	296	13	rps	rps	NOUN
eaes-3418	296	14	standards	standard	NOUN
eaes-3418	296	15	,	,	PUNCT
eaes-3418	296	16	opportunity	opportunity	NOUN
eaes-3418	296	17	power	power	NOUN
eaes-3418	296	18	is	be	AUX
eaes-3418	296	19	projected	project	VERB
eaes-3418	296	20	to	to	PART
eaes-3418	296	21	increase	increase	VERB
eaes-3418	296	22	significantly	significantly	ADV
eaes-3418	296	23	in	in	ADP
eaes-3418	296	24	both	both	CCONJ
eaes-3418	296	25	wind	wind	NOUN
eaes-3418	296	26	-	-	PUNCT
eaes-3418	296	27	heavy	heavy	NOUN
eaes-3418	296	28	(	(	PUNCT
eaes-3418	296	29	kim	kim	PROPN
eaes-3418	296	30	,	,	PUNCT
eaes-3418	296	31	2017	2017	NUM
eaes-3418	296	32	,	,	PUNCT
eaes-3418	296	33	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	296	34	energy	energy	NOUN
eaes-3418	296	35	and	and	CCONJ
eaes-3418	296	36	earth	earth	NOUN
eaes-3418	296	37	science	science	NOUN
eaes-3418	296	38	vol	vol	NOUN
eaes-3418	296	39	.	.	PROPN
eaes-3418	297	1	3	3	NUM
eaes-3418	297	2	,	,	PUNCT
eaes-3418	297	3	no	no	INTJ
eaes-3418	297	4	.	.	NOUN
eaes-3418	297	5	2	2	NUM
eaes-3418	297	6	,	,	PUNCT
eaes-3418	297	7	2020	2020	NUM
eaes-3418	297	8	133	133	NUM
eaes-3418	297	9	published	publish	VERB
eaes-3418	297	10	by	by	ADP
eaes-3418	297	11	scholink	scholink	PROPN
eaes-3418	297	12	inc	inc	PROPN
eaes-3418	297	13	.	.	PROPN
eaes-3418	297	14	miso	miso	PROPN
eaes-3418	297	15	,	,	PUNCT
eaes-3418	297	16	2018	2018	NUM
eaes-3418	297	17	)	)	PUNCT
eaes-3418	297	18	and	and	CCONJ
eaes-3418	297	19	solar	solar	NOUN
eaes-3418	297	20	-	-	PUNCT
eaes-3418	297	21	heavy	heavy	ADJ
eaes-3418	297	22	(	(	PUNCT
eaes-3418	297	23	denholm	denholm	NOUN
eaes-3418	297	24	,	,	PUNCT
eaes-3418	297	25	2016a	2016a	NUM
eaes-3418	297	26	,	,	PUNCT
eaes-3418	297	27	2016b	2016b	NUM
eaes-3418	297	28	,	,	PUNCT
eaes-3418	297	29	e3	e3	NOUN
eaes-3418	297	30	)	)	PUNCT
eaes-3418	297	31	renewable	renewable	ADJ
eaes-3418	297	32	power	power	NOUN
eaes-3418	297	33	grids	grid	NOUN
eaes-3418	297	34	.	.	PUNCT
eaes-3418	298	1	notably	notably	ADV
eaes-3418	298	2	,	,	PUNCT
eaes-3418	298	3	a	a	DET
eaes-3418	298	4	recent	recent	ADJ
eaes-3418	298	5	department	department	NOUN
eaes-3418	298	6	of	of	ADP
eaes-3418	298	7	energy	energy	NOUN
eaes-3418	298	8	summary	summary	NOUN
eaes-3418	298	9	reports	report	VERB
eaes-3418	298	10	documents	document	NOUN
eaes-3418	298	11	this	this	DET
eaes-3418	298	12	phenomena	phenomenon	NOUN
eaes-3418	298	13	as	as	ADP
eaes-3418	298	14	a	a	DET
eaes-3418	298	15	reduced	reduced	ADJ
eaes-3418	298	16	capacity	capacity	NOUN
eaes-3418	298	17	factor	factor	NOUN
eaes-3418	298	18	for	for	ADP
eaes-3418	298	19	renewables	renewable	NOUN
eaes-3418	298	20	as	as	ADP
eaes-3418	298	21	rps	rps	NOUN
eaes-3418	298	22	above	above	ADP
eaes-3418	298	23	15	15	NUM
eaes-3418	298	24	%	%	NOUN
eaes-3418	298	25	to	to	PART
eaes-3418	298	26	25	25	NUM
eaes-3418	298	27	%	%	NOUN
eaes-3418	298	28	(	(	PUNCT
eaes-3418	298	29	wiser	wise	ADJ
eaes-3418	298	30	,	,	PUNCT
eaes-3418	298	31	2017	2017	NUM
eaes-3418	298	32	)	)	PUNCT
eaes-3418	298	33	.	.	PUNCT
eaes-3418	299	1	all	all	PRON
eaes-3418	299	2	of	of	ADP
eaes-3418	299	3	these	these	DET
eaes-3418	299	4	studies	study	NOUN
eaes-3418	299	5	suggest	suggest	VERB
eaes-3418	299	6	that	that	SCONJ
eaes-3418	299	7	opportunity	opportunity	NOUN
eaes-3418	299	8	power	power	NOUN
eaes-3418	299	9	is	be	AUX
eaes-3418	299	10	of	of	ADP
eaes-3418	299	11	increasing	increase	VERB
eaes-3418	299	12	quantity	quantity	NOUN
eaes-3418	299	13	,	,	PUNCT
eaes-3418	299	14	making	make	VERB
eaes-3418	299	15	its	its	PRON
eaes-3418	299	16	study	study	NOUN
eaes-3418	299	17	of	of	ADP
eaes-3418	299	18	increasing	increase	VERB
eaes-3418	299	19	importance	importance	NOUN
eaes-3418	299	20	.	.	PUNCT
eaes-3418	300	1	studies	study	NOUN
eaes-3418	300	2	that	that	PRON
eaes-3418	300	3	characterize	characterize	VERB
eaes-3418	300	4	opportunity	opportunity	NOUN
eaes-3418	300	5	power	power	NOUN
eaes-3418	300	6	(	(	PUNCT
eaes-3418	300	7	curtailed	curtail	VERB
eaes-3418	300	8	and	and	CCONJ
eaes-3418	300	9	negative	negative	ADJ
eaes-3418	300	10	priced	price	VERB
eaes-3418	300	11	power	power	NOUN
eaes-3418	300	12	)	)	PUNCT
eaes-3418	300	13	availability	availability	NOUN
eaes-3418	300	14	at	at	ADP
eaes-3418	300	15	a	a	DET
eaes-3418	300	16	fine	fine	ADV
eaes-3418	300	17	-	-	PUNCT
eaes-3418	300	18	grained	grain	VERB
eaes-3418	300	19	temporal	temporal	ADJ
eaes-3418	300	20	level	level	NOUN
eaes-3418	300	21	are	be	AUX
eaes-3418	300	22	rare	rare	ADJ
eaes-3418	300	23	.	.	PUNCT
eaes-3418	301	1	chien	chien	PROPN
eaes-3418	301	2	and	and	CCONJ
eaes-3418	301	3	colleagues	colleague	NOUN
eaes-3418	301	4	studied	study	VERB
eaes-3418	301	5	two	two	NUM
eaes-3418	301	6	and	and	CCONJ
eaes-3418	301	7	a	a	DET
eaes-3418	301	8	half	half	NOUN
eaes-3418	301	9	years	year	NOUN
eaes-3418	301	10	of	of	ADP
eaes-3418	301	11	opportunity	opportunity	NOUN
eaes-3418	301	12	power	power	NOUN
eaes-3418	301	13	in	in	ADP
eaes-3418	301	14	the	the	DET
eaes-3418	301	15	midcontinent	midcontinent	ADJ
eaes-3418	301	16	independent	independent	ADJ
eaes-3418	301	17	system	system	NOUN
eaes-3418	301	18	operator	operator	NOUN
eaes-3418	301	19	(	(	PUNCT
eaes-3418	301	20	chien	chien	PROPN
eaes-3418	301	21	,	,	PUNCT
eaes-3418	301	22	2018	2018	NUM
eaes-3418	301	23	)	)	PUNCT
eaes-3418	301	24	,	,	PUNCT
eaes-3418	301	25	documenting	document	VERB
eaes-3418	301	26	quantities	quantity	NOUN
eaes-3418	301	27	,	,	PUNCT
eaes-3418	301	28	spatial	spatial	ADJ
eaes-3418	301	29	and	and	CCONJ
eaes-3418	301	30	temporal	temporal	ADJ
eaes-3418	301	31	distributions	distribution	NOUN
eaes-3418	301	32	,	,	PUNCT
eaes-3418	301	33	and	and	CCONJ
eaes-3418	301	34	the	the	DET
eaes-3418	301	35	potential	potential	ADJ
eaes-3418	301	36	impact	impact	NOUN
eaes-3418	301	37	and	and	CCONJ
eaes-3418	301	38	limitations	limitation	NOUN
eaes-3418	301	39	of	of	ADP
eaes-3418	301	40	adding	add	VERB
eaes-3418	301	41	storage	storage	NOUN
eaes-3418	301	42	to	to	PART
eaes-3418	301	43	increase	increase	VERB
eaes-3418	301	44	utility	utility	NOUN
eaes-3418	301	45	of	of	ADP
eaes-3418	301	46	opportunity	opportunity	NOUN
eaes-3418	301	47	power	power	NOUN
eaes-3418	301	48	.	.	PUNCT
eaes-3418	302	1	the	the	DET
eaes-3418	302	2	miso	miso	NOUN
eaes-3418	302	3	grid	grid	NOUN
eaes-3418	302	4	has	have	VERB
eaes-3418	302	5	significant	significant	ADJ
eaes-3418	302	6	renewables	renewable	NOUN
eaes-3418	302	7	that	that	PRON
eaes-3418	302	8	are	be	AUX
eaes-3418	302	9	predominantly	predominantly	ADV
eaes-3418	302	10	wind	wind	NOUN
eaes-3418	302	11	turbines	turbine	NOUN
eaes-3418	302	12	,	,	PUNCT
eaes-3418	302	13	and	and	CCONJ
eaes-3418	302	14	much	much	ADJ
eaes-3418	302	15	of	of	ADP
eaes-3418	302	16	it	it	PRON
eaes-3418	302	17	dispersed	disperse	VERB
eaes-3418	302	18	widely	widely	ADV
eaes-3418	302	19	in	in	ADP
eaes-3418	302	20	unpopulated	unpopulated	ADJ
eaes-3418	302	21	areas	area	NOUN
eaes-3418	302	22	,	,	PUNCT
eaes-3418	302	23	and	and	CCONJ
eaes-3418	302	24	thus	thus	ADV
eaes-3418	302	25	often	often	ADV
eaes-3418	302	26	transmission	transmission	NOUN
eaes-3418	302	27	constrained	constrain	VERB
eaes-3418	302	28	.	.	PUNCT
eaes-3418	303	1	further	far	ADV
eaes-3418	303	2	,	,	PUNCT
eaes-3418	303	3	miso	miso	NOUN
eaes-3418	303	4	generally	generally	ADV
eaes-3418	303	5	operates	operate	VERB
eaes-3418	303	6	at	at	ADP
eaes-3418	303	7	a	a	DET
eaes-3418	303	8	renewable	renewable	ADJ
eaes-3418	303	9	portfolio	portfolio	NOUN
eaes-3418	303	10	fraction	fraction	NOUN
eaes-3418	303	11	below	below	ADP
eaes-3418	303	12	15	15	NUM
eaes-3418	303	13	%	%	NOUN
eaes-3418	303	14	,	,	PUNCT
eaes-3418	303	15	and	and	CCONJ
eaes-3418	303	16	this	this	DET
eaes-3418	303	17	fraction	fraction	NOUN
eaes-3418	303	18	has	have	AUX
eaes-3418	303	19	changed	change	VERB
eaes-3418	303	20	only	only	ADV
eaes-3418	303	21	slowly	slowly	ADV
eaes-3418	303	22	over	over	ADP
eaes-3418	303	23	the	the	DET
eaes-3418	303	24	past	past	ADJ
eaes-3418	303	25	few	few	ADJ
eaes-3418	303	26	years	year	NOUN
eaes-3418	303	27	.	.	PUNCT
eaes-3418	304	1	this	this	DET
eaes-3418	304	2	situation	situation	NOUN
eaes-3418	304	3	differs	differ	VERB
eaes-3418	304	4	significantly	significantly	ADV
eaes-3418	304	5	from	from	ADP
eaes-3418	304	6	caiso	caiso	NOUN
eaes-3418	304	7	which	which	PRON
eaes-3418	304	8	has	have	VERB
eaes-3418	304	9	predominately	predominately	ADV
eaes-3418	304	10	solar	solar	ADJ
eaes-3418	304	11	renewables	renewable	NOUN
eaes-3418	304	12	,	,	PUNCT
eaes-3418	304	13	an	an	DET
eaes-3418	304	14	rps	rps	NOUN
eaes-3418	304	15	exceeding	exceed	VERB
eaes-3418	304	16	33	33	NUM
eaes-3418	304	17	%	%	NOUN
eaes-3418	304	18	,	,	PUNCT
eaes-3418	304	19	and	and	CCONJ
eaes-3418	304	20	is	be	AUX
eaes-3418	304	21	less	less	ADJ
eaes-3418	304	22	transmission	transmission	NOUN
eaes-3418	304	23	limited	limited	ADJ
eaes-3418	304	24	.	.	PUNCT
eaes-3418	305	1	while	while	SCONJ
eaes-3418	305	2	both	both	CCONJ
eaes-3418	305	3	the	the	DET
eaes-3418	305	4	miso	miso	NOUN
eaes-3418	305	5	study	study	NOUN
eaes-3418	305	6	and	and	CCONJ
eaes-3418	305	7	this	this	DET
eaes-3418	305	8	report	report	NOUN
eaes-3418	305	9	document	document	NOUN
eaes-3418	305	10	that	that	SCONJ
eaes-3418	305	11	opportunity	opportunity	NOUN
eaes-3418	305	12	power	power	NOUN
eaes-3418	305	13	is	be	AUX
eaes-3418	305	14	available	available	ADJ
eaes-3418	305	15	in	in	ADP
eaes-3418	305	16	>	>	NOUN
eaes-3418	305	17	5twh	5twh	NUM
eaes-3418	305	18	quantities	quantity	NOUN
eaes-3418	305	19	on	on	ADP
eaes-3418	305	20	an	an	DET
eaes-3418	305	21	annual	annual	ADJ
eaes-3418	305	22	basis	basis	NOUN
eaes-3418	305	23	,	,	PUNCT
eaes-3418	305	24	the	the	DET
eaes-3418	305	25	relative	relative	ADJ
eaes-3418	305	26	magnitude	magnitude	NOUN
eaes-3418	305	27	of	of	ADP
eaes-3418	305	28	opportunity	opportunity	NOUN
eaes-3418	305	29	power	power	NOUN
eaes-3418	305	30	in	in	ADP
eaes-3418	305	31	caiso	caiso	NOUN
eaes-3418	305	32	is	be	AUX
eaes-3418	305	33	much	much	ADV
eaes-3418	305	34	greater	great	ADJ
eaes-3418	305	35	—	—	PUNCT
eaes-3418	305	36	given	give	VERB
eaes-3418	305	37	its	its	PRON
eaes-3418	305	38	smaller	small	ADJ
eaes-3418	305	39	size	size	NOUN
eaes-3418	305	40	.	.	PUNCT
eaes-3418	306	1	both	both	DET
eaes-3418	306	2	iso	iso	PROPN
eaes-3418	306	3	’s	’s	PART
eaes-3418	306	4	exhibit	exhibit	NOUN
eaes-3418	306	5	stable	stable	ADJ
eaes-3418	306	6	geographic	geographic	ADJ
eaes-3418	306	7	patterns	pattern	NOUN
eaes-3418	306	8	of	of	ADP
eaes-3418	306	9	concentration	concentration	NOUN
eaes-3418	306	10	of	of	ADP
eaes-3418	306	11	opportunity	opportunity	NOUN
eaes-3418	306	12	power	power	NOUN
eaes-3418	306	13	,	,	PUNCT
eaes-3418	306	14	both	both	DET
eaes-3418	306	15	conferring	confer	VERB
eaes-3418	306	16	a	a	DET
eaes-3418	306	17	disproportionate	disproportionate	ADJ
eaes-3418	306	18	economic	economic	ADJ
eaes-3418	306	19	impact	impact	NOUN
eaes-3418	306	20	on	on	ADP
eaes-3418	306	21	certain	certain	ADJ
eaes-3418	306	22	generators	generator	NOUN
eaes-3418	306	23	,	,	PUNCT
eaes-3418	306	24	but	but	CCONJ
eaes-3418	306	25	also	also	ADV
eaes-3418	306	26	creating	create	VERB
eaes-3418	306	27	a	a	DET
eaes-3418	306	28	geographically	geographically	ADV
eaes-3418	306	29	localized	localize	VERB
eaes-3418	306	30	opportunity	opportunity	NOUN
eaes-3418	306	31	for	for	ADP
eaes-3418	306	32	exploitation	exploitation	NOUN
eaes-3418	306	33	.	.	PUNCT
eaes-3418	307	1	the	the	DET
eaes-3418	307	2	occurrence	occurrence	NOUN
eaes-3418	307	3	of	of	ADP
eaes-3418	307	4	opportunity	opportunity	NOUN
eaes-3418	307	5	power	power	NOUN
eaes-3418	307	6	in	in	ADP
eaes-3418	307	7	the	the	DET
eaes-3418	307	8	two	two	NUM
eaes-3418	307	9	iso	iso	NOUN
eaes-3418	307	10	’s	’s	PART
eaes-3418	307	11	differs	differ	NOUN
eaes-3418	307	12	in	in	ADP
eaes-3418	307	13	its	its	PRON
eaes-3418	307	14	temporal	temporal	ADJ
eaes-3418	307	15	structure	structure	NOUN
eaes-3418	307	16	as	as	ADV
eaes-3418	307	17	well	well	ADV
eaes-3418	307	18	.	.	PUNCT
eaes-3418	308	1	because	because	SCONJ
eaes-3418	308	2	of	of	ADP
eaes-3418	308	3	the	the	DET
eaes-3418	308	4	large	large	ADJ
eaes-3418	308	5	quantities	quantity	NOUN
eaes-3418	308	6	of	of	ADP
eaes-3418	308	7	solar	solar	ADJ
eaes-3418	308	8	power	power	NOUN
eaes-3418	308	9	in	in	ADP
eaes-3418	308	10	caiso	caiso	NOUN
eaes-3418	308	11	(	(	PUNCT
eaes-3418	308	12	generation	generation	NOUN
eaes-3418	308	13	largely	largely	ADV
eaes-3418	308	14	synchronized	synchronize	VERB
eaes-3418	308	15	by	by	ADP
eaes-3418	308	16	sunlight	sunlight	NOUN
eaes-3418	308	17	hours	hour	NOUN
eaes-3418	308	18	)	)	PUNCT
eaes-3418	308	19	,	,	PUNCT
eaes-3418	308	20	the	the	DET
eaes-3418	308	21	occurrence	occurrence	NOUN
eaes-3418	308	22	of	of	ADP
eaes-3418	308	23	opportunity	opportunity	NOUN
eaes-3418	308	24	power	power	NOUN
eaes-3418	308	25	is	be	AUX
eaes-3418	308	26	heavily	heavily	ADV
eaes-3418	308	27	concentrated	concentrated	ADJ
eaes-3418	308	28	in	in	ADP
eaes-3418	308	29	those	those	DET
eaes-3418	308	30	daylight	daylight	NOUN
eaes-3418	308	31	hours	hour	NOUN
eaes-3418	308	32	,	,	PUNCT
eaes-3418	308	33	as	as	ADV
eaes-3418	308	34	well	well	ADV
eaes-3418	308	35	as	as	ADP
eaes-3418	308	36	in	in	ADP
eaes-3418	308	37	certain	certain	ADJ
eaes-3418	308	38	seasons	season	NOUN
eaes-3418	308	39	.	.	PUNCT
eaes-3418	309	1	in	in	ADP
eaes-3418	309	2	contrast	contrast	NOUN
eaes-3418	309	3	,	,	PUNCT
eaes-3418	309	4	miso	miso	NOUN
eaes-3418	309	5	’s	’s	PART
eaes-3418	309	6	wind	wind	NOUN
eaes-3418	309	7	generation	generation	NOUN
eaes-3418	309	8	is	be	AUX
eaes-3418	309	9	seasonal	seasonal	ADJ
eaes-3418	309	10	,	,	PUNCT
eaes-3418	309	11	but	but	CCONJ
eaes-3418	309	12	the	the	DET
eaes-3418	309	13	occurrence	occurrence	NOUN
eaes-3418	309	14	of	of	ADP
eaes-3418	309	15	opportunity	opportunity	NOUN
eaes-3418	309	16	power	power	NOUN
eaes-3418	309	17	tends	tend	VERB
eaes-3418	309	18	to	to	PART
eaes-3418	309	19	occur	occur	VERB
eaes-3418	309	20	at	at	ADP
eaes-3418	309	21	night	night	NOUN
eaes-3418	309	22	,	,	PUNCT
eaes-3418	309	23	when	when	SCONJ
eaes-3418	309	24	load	load	NOUN
eaes-3418	309	25	is	be	AUX
eaes-3418	309	26	lower	low	ADJ
eaes-3418	309	27	.	.	PUNCT
eaes-3418	310	1	progress	progress	NOUN
eaes-3418	310	2	in	in	ADP
eaes-3418	310	3	energy	energy	NOUN
eaes-3418	310	4	storage	storage	NOUN
eaes-3418	310	5	is	be	AUX
eaes-3418	310	6	promising	promise	VERB
eaes-3418	310	7	,	,	PUNCT
eaes-3418	310	8	but	but	CCONJ
eaes-3418	310	9	the	the	DET
eaes-3418	310	10	low	low	ADJ
eaes-3418	310	11	price	price	NOUN
eaes-3418	310	12	of	of	ADP
eaes-3418	310	13	power	power	NOUN
eaes-3418	310	14	makes	make	VERB
eaes-3418	310	15	its	its	PRON
eaes-3418	310	16	large	large	ADJ
eaes-3418	310	17	-	-	PUNCT
eaes-3418	310	18	scale	scale	NOUN
eaes-3418	310	19	deployment	deployment	NOUN
eaes-3418	310	20	for	for	ADP
eaes-3418	310	21	time	time	NOUN
eaes-3418	310	22	-	-	PUNCT
eaes-3418	310	23	shifting	shift	VERB
eaes-3418	310	24	challenging	challenging	ADJ
eaes-3418	310	25	and	and	CCONJ
eaes-3418	310	26	some	some	DET
eaes-3418	310	27	studies	study	NOUN
eaes-3418	310	28	suggest	suggest	VERB
eaes-3418	310	29	on	on	ADP
eaes-3418	310	30	energy	energy	NOUN
eaes-3418	310	31	return	return	NOUN
eaes-3418	310	32	-	-	PUNCT
eaes-3418	310	33	on	on	ADP
eaes-3418	310	34	-	-	PUNCT
eaes-3418	310	35	investment	investment	NOUN
eaes-3418	310	36	(	(	PUNCT
eaes-3418	310	37	eroi	eroi	NOUN
eaes-3418	310	38	)	)	PUNCT
eaes-3418	310	39	criteria	criterion	NOUN
eaes-3418	310	40	,	,	PUNCT
eaes-3418	310	41	it	it	PRON
eaes-3418	310	42	may	may	AUX
eaes-3418	310	43	never	never	ADV
eaes-3418	310	44	make	make	VERB
eaes-3418	310	45	sense	sense	NOUN
eaes-3418	310	46	to	to	PART
eaes-3418	310	47	store	store	VERB
eaes-3418	310	48	large	large	ADJ
eaes-3418	310	49	quantities	quantity	NOUN
eaes-3418	310	50	of	of	ADP
eaes-3418	310	51	wind	wind	NOUN
eaes-3418	310	52	power	power	NOUN
eaes-3418	310	53	,	,	PUNCT
eaes-3418	310	54	though	though	SCONJ
eaes-3418	310	55	solar	solar	PROPN
eaes-3418	310	56	’s	’s	PART
eaes-3418	310	57	higher	high	ADJ
eaes-3418	310	58	energy	energy	NOUN
eaes-3418	310	59	quotient	quotient	NOUN
eaes-3418	310	60	makes	make	VERB
eaes-3418	310	61	it	it	PRON
eaes-3418	310	62	more	more	ADV
eaes-3418	310	63	attractive	attractive	ADJ
eaes-3418	310	64	.	.	PUNCT
eaes-3418	311	1	grid	grid	NOUN
eaes-3418	311	2	-	-	PUNCT
eaes-3418	311	3	scale	scale	NOUN
eaes-3418	311	4	storage	storage	NOUN
eaes-3418	311	5	for	for	ADP
eaes-3418	311	6	time	time	NOUN
eaes-3418	311	7	-	-	PUNCT
eaes-3418	311	8	shifting	shift	VERB
eaes-3418	311	9	,	,	PUNCT
eaes-3418	311	10	rather	rather	ADV
eaes-3418	311	11	than	than	ADP
eaes-3418	311	12	small	small	ADJ
eaes-3418	311	13	quantities	quantity	NOUN
eaes-3418	311	14	for	for	ADP
eaes-3418	311	15	peak	peak	NOUN
eaes-3418	311	16	shaving	shaving	NOUN
eaes-3418	311	17	and	and	CCONJ
eaes-3418	311	18	regulation	regulation	NOUN
eaes-3418	311	19	,	,	PUNCT
eaes-3418	311	20	faces	face	VERB
eaes-3418	311	21	significant	significant	ADJ
eaes-3418	311	22	economic	economic	ADJ
eaes-3418	311	23	challenges	challenge	NOUN
eaes-3418	311	24	.	.	PUNCT
eaes-3418	312	1	caiso	caiso	NOUN
eaes-3418	312	2	is	be	AUX
eaes-3418	312	3	a	a	DET
eaes-3418	312	4	leader	leader	NOUN
eaes-3418	312	5	in	in	ADP
eaes-3418	312	6	this	this	DET
eaes-3418	312	7	area	area	NOUN
eaes-3418	312	8	,	,	PUNCT
eaes-3418	312	9	with	with	ADP
eaes-3418	312	10	a	a	DET
eaes-3418	312	11	plan	plan	NOUN
eaes-3418	312	12	to	to	PART
eaes-3418	312	13	deploy	deploy	VERB
eaes-3418	312	14	1.3	1.3	NUM
eaes-3418	312	15	gw	gw	NOUN
eaes-3418	312	16	of	of	ADP
eaes-3418	312	17	storage	storage	NOUN
eaes-3418	312	18	by	by	ADP
eaes-3418	312	19	2024	2024	NUM
eaes-3418	312	20	,	,	PUNCT
eaes-3418	312	21	but	but	CCONJ
eaes-3418	312	22	even	even	ADV
eaes-3418	312	23	this	this	PRON
eaes-3418	312	24	is	be	AUX
eaes-3418	312	25	a	a	DET
eaes-3418	312	26	small	small	ADJ
eaes-3418	312	27	fraction	fraction	NOUN
eaes-3418	312	28	of	of	ADP
eaes-3418	312	29	the	the	DET
eaes-3418	312	30	storage	storage	NOUN
eaes-3418	312	31	capacity	capacity	NOUN
eaes-3418	312	32	needed	need	VERB
eaes-3418	312	33	to	to	ADP
eaes-3418	312	34	time	time	NOUN
eaes-3418	312	35	-	-	PUNCT
eaes-3418	312	36	shift	shift	NOUN
eaes-3418	312	37	power	power	NOUN
eaes-3418	312	38	.	.	PUNCT
eaes-3418	313	1	in	in	ADP
eaes-3418	313	2	fact	fact	NOUN
eaes-3418	313	3	,	,	PUNCT
eaes-3418	313	4	recent	recent	ADJ
eaes-3418	313	5	studies	study	NOUN
eaes-3418	313	6	show	show	VERB
eaes-3418	313	7	that	that	SCONJ
eaes-3418	313	8	much	much	ADV
eaes-3418	313	9	larger	large	ADJ
eaes-3418	313	10	quantities	quantity	NOUN
eaes-3418	313	11	of	of	ADP
eaes-3418	313	12	storage	storage	NOUN
eaes-3418	313	13	had	have	VERB
eaes-3418	313	14	little	little	ADJ
eaes-3418	313	15	net	net	ADJ
eaes-3418	313	16	impact	impact	NOUN
eaes-3418	313	17	on	on	ADP
eaes-3418	313	18	opportunity	opportunity	NOUN
eaes-3418	313	19	power	power	NOUN
eaes-3418	313	20	duty	duty	NOUN
eaes-3418	313	21	(	(	PUNCT
eaes-3418	313	22	chien	chien	PROPN
eaes-3418	313	23	,	,	PUNCT
eaes-3418	313	24	2018	2018	NUM
eaes-3418	313	25	)	)	PUNCT
eaes-3418	313	26	.	.	PUNCT
eaes-3418	314	1	10	10	NUM
eaes-3418	314	2	.	.	X
eaes-3418	315	1	summary	summary	NOUN
eaes-3418	315	2	and	and	CCONJ
eaes-3418	315	3	future	future	ADJ
eaes-3418	315	4	work	work	NOUN
eaes-3418	315	5	detailed	detail	VERB
eaes-3418	315	6	analysis	analysis	NOUN
eaes-3418	315	7	of	of	ADP
eaes-3418	315	8	caiso	caiso	NOUN
eaes-3418	315	9	’s	’s	PART
eaes-3418	315	10	day	day	NOUN
eaes-3418	315	11	-	-	PUNCT
eaes-3418	315	12	ahead	ahead	NOUN
eaes-3418	315	13	and	and	CCONJ
eaes-3418	315	14	real	real	ADJ
eaes-3418	315	15	-	-	PUNCT
eaes-3418	315	16	time	time	NOUN
eaes-3418	315	17	markets	market	NOUN
eaes-3418	315	18	focused	focus	VERB
eaes-3418	315	19	on	on	ADP
eaes-3418	315	20	renewables	renewable	NOUN
eaes-3418	315	21	shows	show	VERB
eaes-3418	315	22	the	the	DET
eaes-3418	315	23	rapidly	rapidly	ADV
eaes-3418	315	24	changing	change	VERB
eaes-3418	315	25	dynamics	dynamic	NOUN
eaes-3418	315	26	as	as	ADP
eaes-3418	315	27	the	the	DET
eaes-3418	315	28	fraction	fraction	NOUN
eaes-3418	315	29	of	of	ADP
eaes-3418	315	30	renewables	renewable	NOUN
eaes-3418	315	31	grows	grow	VERB
eaes-3418	315	32	to	to	ADP
eaes-3418	315	33	30	30	NUM
eaes-3418	315	34	%	%	NOUN
eaes-3418	315	35	and	and	CCONJ
eaes-3418	315	36	beyond	beyond	ADP
eaes-3418	315	37	.	.	PUNCT
eaes-3418	316	1	highlights	highlight	NOUN
eaes-3418	316	2	include	include	VERB
eaes-3418	316	3	terawatt	terawatt	NOUN
eaes-3418	316	4	-	-	PUNCT
eaes-3418	316	5	hours	hour	NOUN
eaes-3418	316	6	of	of	ADP
eaes-3418	316	7	opportunity	opportunity	NOUN
eaes-3418	316	8	power	power	NOUN
eaes-3418	316	9	,	,	PUNCT
eaes-3418	316	10	dominated	dominate	VERB
eaes-3418	316	11	by	by	ADP
eaes-3418	316	12	negative	negative	ADJ
eaes-3418	316	13	-	-	PUNCT
eaes-3418	316	14	priced	price	VERB
eaes-3418	316	15	power	power	NOUN
eaes-3418	316	16	,	,	PUNCT
eaes-3418	316	17	not	not	PART
eaes-3418	316	18	curtailment	curtailment	ADJ
eaes-3418	316	19	.	.	PUNCT
eaes-3418	317	1	the	the	DET
eaes-3418	317	2	number	number	NOUN
eaes-3418	317	3	of	of	ADP
eaes-3418	317	4	hours	hour	NOUN
eaes-3418	317	5	that	that	SCONJ
eaes-3418	317	6	negative	negative	ADJ
eaes-3418	317	7	pricing	pricing	NOUN
eaes-3418	317	8	occurs	occur	VERB
eaes-3418	317	9	—	—	PUNCT
eaes-3418	317	10	at	at	ADP
eaes-3418	317	11	all	all	DET
eaes-3418	317	12	resources	resource	NOUN
eaes-3418	317	13	—	—	PUNCT
eaes-3418	317	14	is	be	AUX
eaes-3418	317	15	growing	grow	VERB
eaes-3418	317	16	rapidly	rapidly	ADV
eaes-3418	317	17	;	;	PUNCT
eaes-3418	317	18	however	however	ADV
eaes-3418	317	19	,	,	PUNCT
eaes-3418	317	20	the	the	DET
eaes-3418	317	21	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	317	22	energy	energy	NOUN
eaes-3418	317	23	and	and	CCONJ
eaes-3418	317	24	earth	earth	NOUN
eaes-3418	317	25	science	science	NOUN
eaes-3418	317	26	vol	vol	NOUN
eaes-3418	317	27	.	.	PROPN
eaes-3418	318	1	3	3	NUM
eaes-3418	318	2	,	,	PUNCT
eaes-3418	318	3	no	no	INTJ
eaes-3418	318	4	.	.	NOUN
eaes-3418	318	5	2	2	NUM
eaes-3418	318	6	,	,	PUNCT
eaes-3418	318	7	2020	2020	NUM
eaes-3418	318	8	134	134	NUM
eaes-3418	318	9	published	publish	VERB
eaes-3418	318	10	by	by	ADP
eaes-3418	318	11	scholink	scholink	PROPN
eaes-3418	318	12	inc	inc	PROPN
eaes-3418	318	13	.	.	PROPN
eaes-3418	318	14	quantity	quantity	NOUN
eaes-3418	318	15	of	of	ADP
eaes-3418	318	16	opportunity	opportunity	NOUN
eaes-3418	318	17	power	power	NOUN
eaes-3418	318	18	is	be	AUX
eaes-3418	318	19	concentrated	concentrate	VERB
eaes-3418	318	20	at	at	ADP
eaes-3418	318	21	a	a	DET
eaes-3418	318	22	few	few	ADJ
eaes-3418	318	23	dozen	dozen	NOUN
eaes-3418	318	24	generators	generator	NOUN
eaes-3418	318	25	.	.	PUNCT
eaes-3418	319	1	in	in	ADP
eaes-3418	319	2	2017	2017	NUM
eaes-3418	319	3	,	,	PUNCT
eaes-3418	319	4	nearly	nearly	ADV
eaes-3418	319	5	all	all	PRON
eaes-3418	319	6	of	of	ADP
eaes-3418	319	7	the	the	DET
eaes-3418	319	8	renewable	renewable	ADJ
eaes-3418	319	9	generators	generator	NOUN
eaes-3418	319	10	are	be	AUX
eaes-3418	319	11	experiencing	experience	VERB
eaes-3418	319	12	close	close	ADV
eaes-3418	319	13	to	to	PART
eaes-3418	319	14	600	600	NUM
eaes-3418	319	15	hours	hour	NOUN
eaes-3418	319	16	or	or	CCONJ
eaes-3418	319	17	more	more	ADJ
eaes-3418	319	18	of	of	ADP
eaes-3418	319	19	negative	negative	ADJ
eaes-3418	319	20	pricing	pricing	NOUN
eaes-3418	319	21	per	per	ADP
eaes-3418	319	22	year	year	NOUN
eaes-3418	319	23	.	.	PUNCT
eaes-3418	320	1	finally	finally	ADV
eaes-3418	320	2	,	,	PUNCT
eaes-3418	320	3	flexible	flexible	ADJ
eaes-3418	320	4	power	power	NOUN
eaes-3418	320	5	acquisition	acquisition	NOUN
eaes-3418	320	6	models	model	NOUN
eaes-3418	320	7	such	such	ADJ
eaes-3418	320	8	as	as	ADP
eaes-3418	320	9	“	"	PUNCT
eaes-3418	320	10	netprice	netprice	NOUN
eaes-3418	320	11	”	"	PUNCT
eaes-3418	320	12	significantly	significantly	ADV
eaes-3418	320	13	increase	increase	VERB
eaes-3418	320	14	the	the	DET
eaes-3418	320	15	duty	duty	NOUN
eaes-3418	320	16	factor	factor	NOUN
eaes-3418	320	17	of	of	ADP
eaes-3418	320	18	opportunity	opportunity	NOUN
eaes-3418	320	19	power	power	NOUN
eaes-3418	320	20	,	,	PUNCT
eaes-3418	320	21	but	but	CCONJ
eaes-3418	320	22	not	not	PART
eaes-3418	320	23	as	as	ADV
eaes-3418	320	24	much	much	ADJ
eaes-3418	320	25	in	in	ADP
eaes-3418	320	26	caiso	caiso	NOUN
eaes-3418	320	27	’s	’s	PART
eaes-3418	320	28	solar	solar	ADJ
eaes-3418	320	29	-	-	PUNCT
eaes-3418	320	30	dominated	dominate	VERB
eaes-3418	320	31	renewables	renewable	NOUN
eaes-3418	320	32	grid	grid	VERB
eaes-3418	320	33	,	,	PUNCT
eaes-3418	320	34	when	when	SCONJ
eaes-3418	320	35	compared	compare	VERB
eaes-3418	320	36	to	to	ADP
eaes-3418	320	37	miso	miso	PROPN
eaes-3418	320	38	’s	’s	PART
eaes-3418	320	39	wind	wind	NOUN
eaes-3418	320	40	-	-	PUNCT
eaes-3418	320	41	dominated	dominate	VERB
eaes-3418	320	42	renewables	renewable	NOUN
eaes-3418	320	43	grid	grid	VERB
eaes-3418	320	44	.	.	PUNCT
eaes-3418	321	1	the	the	DET
eaes-3418	321	2	rise	rise	NOUN
eaes-3418	321	3	of	of	ADP
eaes-3418	321	4	negative	negative	ADV
eaes-3418	321	5	-	-	PUNCT
eaes-3418	321	6	priced	price	VERB
eaes-3418	321	7	power	power	NOUN
eaes-3418	321	8	in	in	ADP
eaes-3418	321	9	both	both	DET
eaes-3418	321	10	markets	market	NOUN
eaes-3418	321	11	,	,	PUNCT
eaes-3418	321	12	and	and	CCONJ
eaes-3418	321	13	the	the	DET
eaes-3418	321	14	additional	additional	ADJ
eaes-3418	321	15	growth	growth	NOUN
eaes-3418	321	16	of	of	ADP
eaes-3418	321	17	renewable	renewable	ADJ
eaes-3418	321	18	curtailment	curtailment	NOUN
eaes-3418	321	19	in	in	ADP
eaes-3418	321	20	every	every	DET
eaes-3418	321	21	dimension	dimension	NOUN
eaes-3418	321	22	—	—	PUNCT
eaes-3418	321	23	quantity	quantity	NOUN
eaes-3418	321	24	,	,	PUNCT
eaes-3418	321	25	duty	duty	NOUN
eaes-3418	321	26	factor	factor	NOUN
eaes-3418	321	27	,	,	PUNCT
eaes-3418	321	28	fraction	fraction	NOUN
eaes-3418	321	29	of	of	ADP
eaes-3418	321	30	generators	generator	NOUN
eaes-3418	321	31	impacted	impact	VERB
eaes-3418	321	32	,	,	PUNCT
eaes-3418	321	33	etc	etc	X
eaes-3418	321	34	.	.	X
eaes-3418	321	35	reflect	reflect	VERB
eaes-3418	321	36	significant	significant	ADJ
eaes-3418	321	37	challenges	challenge	NOUN
eaes-3418	321	38	for	for	ADP
eaes-3418	321	39	renewable	renewable	ADJ
eaes-3418	321	40	integration	integration	NOUN
eaes-3418	321	41	at	at	ADP
eaes-3418	321	42	high	high	ADJ
eaes-3418	321	43	rps	rps	PROPN
eaes-3418	321	44	levels	level	NOUN
eaes-3418	321	45	.	.	PUNCT
eaes-3418	322	1	the	the	DET
eaes-3418	322	2	result	result	NOUN
eaes-3418	322	3	is	be	AUX
eaes-3418	322	4	a	a	DET
eaes-3418	322	5	rising	rise	VERB
eaes-3418	322	6	tide	tide	NOUN
eaes-3418	322	7	of	of	ADP
eaes-3418	322	8	opportunity	opportunity	NOUN
eaes-3418	322	9	power	power	NOUN
eaes-3418	322	10	.	.	PUNCT
eaes-3418	323	1	this	this	DET
eaes-3418	323	2	opportunity	opportunity	NOUN
eaes-3418	323	3	power	power	NOUN
eaes-3418	323	4	is	be	AUX
eaes-3418	323	5	a	a	DET
eaes-3418	323	6	new	new	ADJ
eaes-3418	323	7	and	and	CCONJ
eaes-3418	323	8	growing	grow	VERB
eaes-3418	323	9	opportunity	opportunity	NOUN
eaes-3418	323	10	.	.	PUNCT
eaes-3418	324	1	it	it	PRON
eaes-3418	324	2	creates	create	VERB
eaes-3418	324	3	opportunities	opportunity	NOUN
eaes-3418	324	4	for	for	ADP
eaes-3418	324	5	new	new	ADJ
eaes-3418	324	6	uses	use	NOUN
eaes-3418	324	7	of	of	ADP
eaes-3418	324	8	power	power	NOUN
eaes-3418	324	9	that	that	PRON
eaes-3418	324	10	can	can	AUX
eaes-3418	324	11	act	act	VERB
eaes-3418	324	12	as	as	ADP
eaes-3418	324	13	“	"	PUNCT
eaes-3418	324	14	compliant	compliant	ADJ
eaes-3418	324	15	loads	load	NOUN
eaes-3418	324	16	”	"	PUNCT
eaes-3418	324	17	,	,	PUNCT
eaes-3418	324	18	adaptable	adaptable	ADJ
eaes-3418	324	19	in	in	ADP
eaes-3418	324	20	time	time	NOUN
eaes-3418	324	21	and	and	CCONJ
eaes-3418	324	22	consumption	consumption	NOUN
eaes-3418	324	23	level	level	NOUN
eaes-3418	324	24	to	to	ADP
eaes-3418	324	25	availability	availability	NOUN
eaes-3418	324	26	of	of	ADP
eaes-3418	324	27	this	this	DET
eaes-3418	324	28	low	low	ADJ
eaes-3418	324	29	cost	cost	NOUN
eaes-3418	324	30	and	and	CCONJ
eaes-3418	324	31	environmentally	environmentally	ADV
eaes-3418	324	32	friendly	friendly	ADJ
eaes-3418	324	33	power	power	NOUN
eaes-3418	324	34	resource	resource	NOUN
eaes-3418	324	35	.	.	PUNCT
eaes-3418	325	1	integrating	integrate	VERB
eaes-3418	325	2	such	such	ADJ
eaes-3418	325	3	loads	load	NOUN
eaes-3418	325	4	into	into	ADP
eaes-3418	325	5	current	current	ADJ
eaes-3418	325	6	power	power	NOUN
eaes-3418	325	7	markets	market	NOUN
eaes-3418	325	8	requires	require	VERB
eaes-3418	325	9	new	new	ADJ
eaes-3418	325	10	innovation	innovation	NOUN
eaes-3418	325	11	.	.	PUNCT
eaes-3418	326	1	while	while	SCONJ
eaes-3418	326	2	we	we	PRON
eaes-3418	326	3	have	have	AUX
eaes-3418	326	4	studied	study	VERB
eaes-3418	326	5	three	three	NUM
eaes-3418	326	6	years	year	NOUN
eaes-3418	326	7	of	of	ADP
eaes-3418	326	8	caiso	caiso	NOUN
eaes-3418	326	9	data	datum	NOUN
eaes-3418	326	10	,	,	PUNCT
eaes-3418	326	11	spanning	span	VERB
eaes-3418	326	12	a	a	DET
eaes-3418	326	13	recent	recent	ADJ
eaes-3418	326	14	period	period	NOUN
eaes-3418	326	15	of	of	ADP
eaes-3418	326	16	rapid	rapid	ADJ
eaes-3418	326	17	change	change	NOUN
eaes-3418	326	18	,	,	PUNCT
eaes-3418	326	19	this	this	DET
eaes-3418	326	20	change	change	NOUN
eaes-3418	326	21	is	be	AUX
eaes-3418	326	22	expected	expect	VERB
eaes-3418	326	23	to	to	PART
eaes-3418	326	24	continue	continue	VERB
eaes-3418	326	25	.	.	PUNCT
eaes-3418	327	1	so	so	ADV
eaes-3418	327	2	study	study	NOUN
eaes-3418	327	3	of	of	ADP
eaes-3418	327	4	future	future	ADJ
eaes-3418	327	5	data	datum	NOUN
eaes-3418	327	6	,	,	PUNCT
eaes-3418	327	7	2018	2018	NUM
eaes-3418	327	8	and	and	CCONJ
eaes-3418	327	9	beyond	beyond	ADP
eaes-3418	327	10	,	,	PUNCT
eaes-3418	327	11	to	to	PART
eaes-3418	327	12	explore	explore	VERB
eaes-3418	327	13	new	new	ADJ
eaes-3418	327	14	trends	trend	NOUN
eaes-3418	327	15	,	,	PUNCT
eaes-3418	327	16	and	and	CCONJ
eaes-3418	327	17	to	to	PART
eaes-3418	327	18	assess	assess	VERB
eaes-3418	327	19	if	if	SCONJ
eaes-3418	327	20	the	the	DET
eaes-3418	327	21	trends	trend	NOUN
eaes-3418	327	22	we	we	PRON
eaes-3418	327	23	have	have	AUX
eaes-3418	327	24	identified	identify	VERB
eaes-3418	327	25	persist	persist	NOUN
eaes-3418	327	26	.	.	PUNCT
eaes-3418	328	1	to	to	ADP
eaes-3418	328	2	date	date	NOUN
eaes-3418	328	3	,	,	PUNCT
eaes-3418	328	4	there	there	PRON
eaes-3418	328	5	are	be	VERB
eaes-3418	328	6	detailed	detail	VERB
eaes-3418	328	7	published	publish	VERB
eaes-3418	328	8	studies	study	NOUN
eaes-3418	328	9	on	on	ADP
eaes-3418	328	10	opportunity	opportunity	NOUN
eaes-3418	328	11	power	power	NOUN
eaes-3418	328	12	in	in	ADP
eaes-3418	328	13	miso	miso	NOUN
eaes-3418	328	14	and	and	CCONJ
eaes-3418	328	15	caiso	caiso	NOUN
eaes-3418	328	16	(	(	PUNCT
eaes-3418	328	17	this	this	DET
eaes-3418	328	18	one	one	NOUN
eaes-3418	328	19	)	)	PUNCT
eaes-3418	328	20	,	,	PUNCT
eaes-3418	328	21	and	and	CCONJ
eaes-3418	328	22	we	we	PRON
eaes-3418	328	23	would	would	AUX
eaes-3418	328	24	hope	hope	VERB
eaes-3418	328	25	to	to	PART
eaes-3418	328	26	see	see	VERB
eaes-3418	328	27	such	such	ADJ
eaes-3418	328	28	studies	study	NOUN
eaes-3418	328	29	for	for	ADP
eaes-3418	328	30	further	further	ADJ
eaes-3418	328	31	iso	iso	NOUN
eaes-3418	328	32	’s	’s	PART
eaes-3418	328	33	,	,	PUNCT
eaes-3418	328	34	particularly	particularly	ADV
eaes-3418	328	35	those	those	PRON
eaes-3418	328	36	with	with	ADP
eaes-3418	328	37	large	large	ADJ
eaes-3418	328	38	fractions	fraction	NOUN
eaes-3418	328	39	of	of	ADP
eaes-3418	328	40	renewables	renewable	NOUN
eaes-3418	328	41	.	.	PUNCT
eaes-3418	329	1	one	one	NUM
eaes-3418	329	2	area	area	NOUN
eaes-3418	329	3	we	we	PRON
eaes-3418	329	4	were	be	AUX
eaes-3418	329	5	not	not	PART
eaes-3418	329	6	able	able	ADJ
eaes-3418	329	7	to	to	PART
eaes-3418	329	8	explore	explore	VERB
eaes-3418	329	9	is	be	AUX
eaes-3418	329	10	the	the	DET
eaes-3418	329	11	impact	impact	NOUN
eaes-3418	329	12	of	of	ADP
eaes-3418	329	13	new	new	ADJ
eaes-3418	329	14	market	market	NOUN
eaes-3418	329	15	products	product	NOUN
eaes-3418	329	16	for	for	ADP
eaes-3418	329	17	storage	storage	NOUN
eaes-3418	329	18	and	and	CCONJ
eaes-3418	329	19	distributed	distribute	VERB
eaes-3418	329	20	energy	energy	NOUN
eaes-3418	329	21	resources	resource	NOUN
eaes-3418	329	22	.	.	PUNCT
eaes-3418	330	1	those	those	DET
eaes-3418	330	2	products	product	NOUN
eaes-3418	330	3	are	be	AUX
eaes-3418	330	4	being	be	AUX
eaes-3418	330	5	designed	design	VERB
eaes-3418	330	6	to	to	PART
eaes-3418	330	7	affect	affect	VERB
eaes-3418	330	8	metrics	metric	NOUN
eaes-3418	330	9	used	use	VERB
eaes-3418	330	10	in	in	ADP
eaes-3418	330	11	this	this	DET
eaes-3418	330	12	study	study	NOUN
eaes-3418	330	13	,	,	PUNCT
eaes-3418	330	14	and	and	CCONJ
eaes-3418	330	15	others	other	NOUN
eaes-3418	330	16	.	.	PUNCT
eaes-3418	331	1	study	study	NOUN
eaes-3418	331	2	of	of	ADP
eaes-3418	331	3	these	these	DET
eaes-3418	331	4	impacts	impact	NOUN
eaes-3418	331	5	as	as	ADP
eaes-3418	331	6	renewable	renewable	ADJ
eaes-3418	331	7	generation	generation	NOUN
eaes-3418	331	8	continues	continue	VERB
eaes-3418	331	9	to	to	PART
eaes-3418	331	10	grow	grow	VERB
eaes-3418	331	11	would	would	AUX
eaes-3418	331	12	doubtless	doubtless	VERB
eaes-3418	331	13	yield	yield	VERB
eaes-3418	331	14	valuable	valuable	ADJ
eaes-3418	331	15	insights	insight	NOUN
eaes-3418	331	16	.	.	PUNCT
eaes-3418	332	1	the	the	DET
eaes-3418	332	2	growing	grow	VERB
eaes-3418	332	3	quantity	quantity	NOUN
eaes-3418	332	4	of	of	ADP
eaes-3418	332	5	opportunity	opportunity	NOUN
eaes-3418	332	6	power	power	NOUN
eaes-3418	332	7	(	(	PUNCT
eaes-3418	332	8	op	op	NOUN
eaes-3418	332	9	)	)	PUNCT
eaes-3418	332	10	poses	pose	VERB
eaes-3418	332	11	the	the	DET
eaes-3418	332	12	natural	natural	ADJ
eaes-3418	332	13	question	question	NOUN
eaes-3418	332	14	—	—	PUNCT
eaes-3418	332	15	how	how	SCONJ
eaes-3418	332	16	can	can	AUX
eaes-3418	332	17	it	it	PRON
eaes-3418	332	18	be	be	AUX
eaes-3418	332	19	exploited	exploit	VERB
eaes-3418	332	20	?	?	PUNCT
eaes-3418	333	1	we	we	PRON
eaes-3418	333	2	have	have	AUX
eaes-3418	333	3	been	be	AUX
eaes-3418	333	4	exploring	explore	VERB
eaes-3418	333	5	the	the	DET
eaes-3418	333	6	possibility	possibility	NOUN
eaes-3418	333	7	of	of	ADP
eaes-3418	333	8	using	use	VERB
eaes-3418	333	9	it	it	PRON
eaes-3418	333	10	to	to	ADP
eaes-3418	333	11	power	power	NOUN
eaes-3418	333	12	cloud	cloud	NOUN
eaes-3418	333	13	data	datum	NOUN
eaes-3418	333	14	centers	center	NOUN
eaes-3418	333	15	,	,	PUNCT
eaes-3418	333	16	the	the	DET
eaes-3418	333	17	fastest	fast	ADV
eaes-3418	333	18	growing	grow	VERB
eaes-3418	333	19	source	source	NOUN
eaes-3418	333	20	of	of	ADP
eaes-3418	333	21	electric	electric	ADJ
eaes-3418	333	22	power	power	NOUN
eaes-3418	333	23	consumption	consumption	NOUN
eaes-3418	333	24	in	in	ADP
eaes-3418	333	25	the	the	DET
eaes-3418	333	26	developed	developed	ADJ
eaes-3418	333	27	world	world	NOUN
eaes-3418	333	28	(	(	PUNCT
eaes-3418	333	29	yang	yang	PROPN
eaes-3418	333	30	,	,	PUNCT
eaes-3418	333	31	2016	2016	NUM
eaes-3418	333	32	,	,	PUNCT
eaes-3418	333	33	2017	2017	NUM
eaes-3418	333	34	)	)	PUNCT
eaes-3418	333	35	.	.	PUNCT
eaes-3418	334	1	by	by	ADP
eaes-3418	334	2	adapting	adapt	VERB
eaes-3418	334	3	the	the	DET
eaes-3418	334	4	magnitude	magnitude	NOUN
eaes-3418	334	5	of	of	ADP
eaes-3418	334	6	the	the	DET
eaes-3418	334	7	computational	computational	ADJ
eaes-3418	334	8	load	load	NOUN
eaes-3418	334	9	and	and	CCONJ
eaes-3418	334	10	its	its	PRON
eaes-3418	334	11	geographic	geographic	ADJ
eaes-3418	334	12	distribution	distribution	NOUN
eaes-3418	334	13	,	,	PUNCT
eaes-3418	334	14	the	the	DET
eaes-3418	334	15	power	power	NOUN
eaes-3418	334	16	needs	need	NOUN
eaes-3418	334	17	of	of	ADP
eaes-3418	334	18	a	a	DET
eaes-3418	334	19	network	network	NOUN
eaes-3418	334	20	of	of	ADP
eaes-3418	334	21	cloud	cloud	NOUN
eaes-3418	334	22	data	datum	NOUN
eaes-3418	334	23	centers	center	NOUN
eaes-3418	334	24	can	can	AUX
eaes-3418	334	25	be	be	AUX
eaes-3418	334	26	used	use	VERB
eaes-3418	334	27	directly	directly	ADV
eaes-3418	334	28	to	to	PART
eaes-3418	334	29	consume	consume	VERB
eaes-3418	334	30	negative	negative	ADJ
eaes-3418	334	31	priced	price	VERB
eaes-3418	334	32	power	power	NOUN
eaes-3418	334	33	.	.	PUNCT
eaes-3418	335	1	if	if	SCONJ
eaes-3418	335	2	matched	match	VERB
eaes-3418	335	3	well	well	ADV
eaes-3418	335	4	,	,	PUNCT
eaes-3418	335	5	the	the	DET
eaes-3418	335	6	result	result	NOUN
eaes-3418	335	7	would	would	AUX
eaes-3418	335	8	include	include	VERB
eaes-3418	335	9	both	both	DET
eaes-3418	335	10	financial	financial	ADJ
eaes-3418	335	11	savings	saving	NOUN
eaes-3418	335	12	for	for	ADP
eaes-3418	335	13	the	the	DET
eaes-3418	335	14	cloud	cloud	NOUN
eaes-3418	335	15	computing	computing	NOUN
eaes-3418	335	16	provider	provider	NOUN
eaes-3418	335	17	,	,	PUNCT
eaes-3418	335	18	but	but	CCONJ
eaes-3418	335	19	also	also	ADV
eaes-3418	335	20	better	well	ADJ
eaes-3418	335	21	integration	integration	NOUN
eaes-3418	335	22	of	of	ADP
eaes-3418	335	23	even	even	ADV
eaes-3418	335	24	higher	high	ADJ
eaes-3418	335	25	levels	level	NOUN
eaes-3418	335	26	of	of	ADP
eaes-3418	335	27	renewable	renewable	ADJ
eaes-3418	335	28	generation	generation	NOUN
eaes-3418	335	29	that	that	PRON
eaes-3418	335	30	overall	overall	ADV
eaes-3418	335	31	reduce	reduce	VERB
eaes-3418	335	32	the	the	DET
eaes-3418	335	33	carbon	carbon	NOUN
eaes-3418	335	34	impact	impact	NOUN
eaes-3418	335	35	of	of	ADP
eaes-3418	335	36	both	both	CCONJ
eaes-3418	335	37	cloud	cloud	NOUN
eaes-3418	335	38	computing	computing	NOUN
eaes-3418	335	39	and	and	CCONJ
eaes-3418	335	40	broadly	broadly	ADV
eaes-3418	335	41	the	the	DET
eaes-3418	335	42	power	power	NOUN
eaes-3418	335	43	absorbed	absorb	VERB
eaes-3418	335	44	by	by	ADP
eaes-3418	335	45	the	the	DET
eaes-3418	335	46	power	power	NOUN
eaes-3418	335	47	grid	grid	NOUN
eaes-3418	335	48	.	.	PUNCT
eaes-3418	336	1	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	336	2	energy	energy	NOUN
eaes-3418	336	3	and	and	CCONJ
eaes-3418	336	4	earth	earth	NOUN
eaes-3418	336	5	science	science	NOUN
eaes-3418	336	6	vol	vol	NOUN
eaes-3418	336	7	.	.	PROPN
eaes-3418	337	1	3	3	NUM
eaes-3418	337	2	,	,	PUNCT
eaes-3418	337	3	no	no	INTJ
eaes-3418	337	4	.	.	NOUN
eaes-3418	337	5	2	2	NUM
eaes-3418	337	6	,	,	PUNCT
eaes-3418	337	7	2020	2020	NUM
eaes-3418	337	8	135	135	NUM
eaes-3418	337	9	published	publish	VERB
eaes-3418	337	10	by	by	ADP
eaes-3418	337	11	scholink	scholink	PROPN
eaes-3418	337	12	inc	inc	PROPN
eaes-3418	337	13	.	.	PROPN
eaes-3418	337	14	acknowledgements	acknowledgement	VERB
eaes-3418	337	15	thanks	thank	NOUN
eaes-3418	337	16	to	to	ADP
eaes-3418	337	17	the	the	DET
eaes-3418	337	18	team	team	NOUN
eaes-3418	337	19	at	at	ADP
eaes-3418	337	20	caiso	caiso	NOUN
eaes-3418	337	21	,	,	PUNCT
eaes-3418	337	22	notably	notably	ADV
eaes-3418	337	23	mark	mark	VERB
eaes-3418	337	24	rothleder	rothleder	NOUN
eaes-3418	337	25	and	and	CCONJ
eaes-3418	337	26	shucheng	shucheng	PROPN
eaes-3418	337	27	liu	liu	PROPN
eaes-3418	337	28	for	for	ADP
eaes-3418	337	29	hosting	host	VERB
eaes-3418	337	30	my	my	PRON
eaes-3418	337	31	visit	visit	NOUN
eaes-3418	337	32	,	,	PUNCT
eaes-3418	337	33	and	and	CCONJ
eaes-3418	337	34	to	to	ADP
eaes-3418	337	35	zhu	zhu	PROPN
eaes-3418	337	36	liang	liang	PROPN
eaes-3418	337	37	for	for	ADP
eaes-3418	337	38	invaluable	invaluable	ADJ
eaes-3418	337	39	help	help	NOUN
eaes-3418	337	40	with	with	ADP
eaes-3418	337	41	the	the	DET
eaes-3418	337	42	data	datum	NOUN
eaes-3418	337	43	.	.	PUNCT
eaes-3418	338	1	also	also	ADV
eaes-3418	338	2	thanks	thank	NOUN
eaes-3418	338	3	to	to	ADP
eaes-3418	338	4	angela	angela	PROPN
eaes-3418	338	5	glover	glover	PROPN
eaes-3418	338	6	,	,	PUNCT
eaes-3418	338	7	hong	hong	PROPN
eaes-3418	338	8	zhou	zhou	PROPN
eaes-3418	338	9	,	,	PUNCT
eaes-3418	338	10	and	and	CCONJ
eaes-3418	338	11	other	other	ADJ
eaes-3418	338	12	members	member	NOUN
eaes-3418	338	13	of	of	ADP
eaes-3418	338	14	the	the	DET
eaes-3418	338	15	market	market	NOUN
eaes-3418	338	16	quality	quality	NOUN
eaes-3418	338	17	and	and	CCONJ
eaes-3418	338	18	renewable	renewable	ADJ
eaes-3418	338	19	integration	integration	NOUN
eaes-3418	338	20	team	team	NOUN
eaes-3418	338	21	for	for	ADP
eaes-3418	338	22	putting	put	VERB
eaes-3418	338	23	up	up	ADP
eaes-3418	338	24	with	with	ADP
eaes-3418	338	25	endless	endless	ADJ
eaes-3418	338	26	questions	question	NOUN
eaes-3418	338	27	about	about	ADP
eaes-3418	338	28	data	datum	NOUN
eaes-3418	338	29	and	and	CCONJ
eaes-3418	338	30	how	how	SCONJ
eaes-3418	338	31	caiso	caiso	NOUN
eaes-3418	338	32	markets	market	NOUN
eaes-3418	338	33	work	work	VERB
eaes-3418	338	34	!	!	PUNCT
eaes-3418	339	1	thanks	thank	NOUN
eaes-3418	339	2	also	also	ADV
eaes-3418	339	3	to	to	ADP
eaes-3418	339	4	the	the	DET
eaes-3418	339	5	university	university	PROPN
eaes-3418	339	6	of	of	ADP
eaes-3418	339	7	chicago	chicago	PROPN
eaes-3418	339	8	whose	whose	DET
eaes-3418	339	9	support	support	NOUN
eaes-3418	339	10	of	of	ADP
eaes-3418	339	11	andrew	andrew	PROPN
eaes-3418	339	12	a.	a.	PROPN
eaes-3418	339	13	chien	chien	PROPN
eaes-3418	339	14	with	with	ADP
eaes-3418	339	15	a	a	DET
eaes-3418	339	16	sabbatical	sabbatical	ADJ
eaes-3418	339	17	leave	leave	NOUN
eaes-3418	339	18	for	for	ADP
eaes-3418	339	19	time	time	NOUN
eaes-3418	339	20	at	at	ADP
eaes-3418	339	21	caiso	caiso	NOUN
eaes-3418	339	22	,	,	PUNCT
eaes-3418	339	23	essential	essential	ADJ
eaes-3418	339	24	to	to	ADP
eaes-3418	339	25	learning	learn	VERB
eaes-3418	339	26	about	about	ADP
eaes-3418	339	27	myriad	myriad	ADJ
eaes-3418	339	28	data	datum	NOUN
eaes-3418	339	29	systems	system	NOUN
eaes-3418	339	30	and	and	CCONJ
eaes-3418	339	31	products	product	NOUN
eaes-3418	339	32	,	,	PUNCT
eaes-3418	339	33	and	and	CCONJ
eaes-3418	339	34	the	the	DET
eaes-3418	339	35	current	current	ADJ
eaes-3418	339	36	and	and	CCONJ
eaes-3418	339	37	emerging	emerge	VERB
eaes-3418	339	38	operations	operation	NOUN
eaes-3418	339	39	of	of	ADP
eaes-3418	339	40	the	the	DET
eaes-3418	339	41	caiso	caiso	NOUN
eaes-3418	339	42	markets	market	NOUN
eaes-3418	339	43	and	and	CCONJ
eaes-3418	339	44	energy	energy	NOUN
eaes-3418	339	45	imbalance	imbalance	NOUN
eaes-3418	339	46	markets	market	NOUN
eaes-3418	339	47	(	(	PUNCT
eaes-3418	339	48	eim	eim	PROPN
eaes-3418	339	49	)	)	PUNCT
eaes-3418	339	50	.	.	PUNCT
eaes-3418	340	1	this	this	DET
eaes-3418	340	2	work	work	NOUN
eaes-3418	340	3	was	be	AUX
eaes-3418	340	4	supported	support	VERB
eaes-3418	340	5	by	by	ADP
eaes-3418	340	6	in	in	ADP
eaes-3418	340	7	part	part	NOUN
eaes-3418	340	8	by	by	ADP
eaes-3418	340	9	the	the	DET
eaes-3418	340	10	national	national	PROPN
eaes-3418	340	11	science	science	PROPN
eaes-3418	340	12	foundation	foundation	PROPN
eaes-3418	340	13	under	under	ADP
eaes-3418	340	14	award	award	NOUN
eaes-3418	340	15	cmmi-1832230	cmmi-1832230	ADJ
eaes-3418	340	16	references	reference	NOUN
eaes-3418	340	17	bird	bird	NOUN
eaes-3418	340	18	,	,	PUNCT
eaes-3418	340	19	l.	l.	PROPN
eaes-3418	340	20	,	,	PUNCT
eaes-3418	340	21	milligan	milligan	PROPN
eaes-3418	340	22	,	,	PUNCT
eaes-3418	340	23	m.	m.	NOUN
eaes-3418	340	24	,	,	PUNCT
eaes-3418	340	25	&	&	CCONJ
eaes-3418	340	26	lew	lew	PROPN
eaes-3418	340	27	,	,	PUNCT
eaes-3418	340	28	d.	d.	PROPN
eaes-3418	340	29	(	(	PUNCT
eaes-3418	340	30	2013	2013	NUM
eaes-3418	340	31	)	)	PUNCT
eaes-3418	340	32	.	.	PUNCT
eaes-3418	341	1	“	"	PUNCT
eaes-3418	341	2	integrating	integrate	VERB
eaes-3418	341	3	variable	variable	ADJ
eaes-3418	341	4	renewable	renewable	ADJ
eaes-3418	341	5	energy	energy	NOUN
eaes-3418	341	6	:	:	PUNCT
eaes-3418	341	7	challenges	challenge	NOUN
eaes-3418	341	8	and	and	CCONJ
eaes-3418	341	9	solutions	solution	NOUN
eaes-3418	341	10	.	.	PUNCT
eaes-3418	342	1	in	in	ADP
eaes-3418	342	2	nrel	nrel	NOUN
eaes-3418	342	3	,	,	PUNCT
eaes-3418	342	4	technical	technical	ADJ
eaes-3418	342	5	report	report	NOUN
eaes-3418	342	6	.	.	PUNCT
eaes-3418	343	1	https://doi.org/10.2172/1097911	https://doi.org/10.2172/1097911	NOUN
eaes-3418	343	2	caiso	caiso	NOUN
eaes-3418	343	3	(	(	PUNCT
eaes-3418	343	4	california	california	PROPN
eaes-3418	343	5	independent	independent	ADJ
eaes-3418	343	6	system	system	NOUN
eaes-3418	343	7	operator	operator	NOUN
eaes-3418	343	8	)	)	PUNCT
eaes-3418	343	9	.	.	PUNCT
eaes-3418	344	1	(	(	PUNCT
eaes-3418	344	2	2018	2018	NUM
eaes-3418	344	3	)	)	PUNCT
eaes-3418	344	4	.	.	PUNCT
eaes-3418	345	1	managing	manage	VERB
eaes-3418	345	2	oversupply	oversupply	ADV
eaes-3418	345	3	.	.	PUNCT
eaes-3418	346	1	in	in	ADP
eaes-3418	346	2	data	datum	NOUN
eaes-3418	346	3	summaries	summary	NOUN
eaes-3418	346	4	and	and	CCONJ
eaes-3418	346	5	daily	daily	ADJ
eaes-3418	346	6	reports	report	NOUN
eaes-3418	346	7	.	.	PUNCT
eaes-3418	347	1	retrieved	retrieve	VERB
eaes-3418	347	2	from	from	ADP
eaes-3418	347	3	http://www.caiso.com/informed/pages/managingoversupply.aspx	http://www.caiso.com/informed/pages/managingoversupply.aspx	NOUN
eaes-3418	347	4	chien	chien	PROPN
eaes-3418	347	5	,	,	PUNCT
eaes-3418	347	6	a.	a.	PROPN
eaes-3418	347	7	a.	a.	PROPN
eaes-3418	347	8	,	,	PUNCT
eaes-3418	347	9	yang	yang	PROPN
eaes-3418	347	10	,	,	PUNCT
eaes-3418	347	11	f.	f.	PROPN
eaes-3418	347	12	,	,	PUNCT
eaes-3418	347	13	&	&	CCONJ
eaes-3418	347	14	zhang	zhang	PROPN
eaes-3418	347	15	,	,	PUNCT
eaes-3418	347	16	c.	c.	PROPN
eaes-3418	347	17	(	(	PUNCT
eaes-3418	347	18	2018	2018	NUM
eaes-3418	347	19	)	)	PUNCT
eaes-3418	347	20	.	.	PUNCT
eaes-3418	348	1	characterizing	characterize	VERB
eaes-3418	348	2	curtailed	curtail	VERB
eaes-3418	348	3	and	and	CCONJ
eaes-3418	348	4	uneconomic	uneconomic	ADJ
eaes-3418	348	5	renewable	renewable	ADJ
eaes-3418	348	6	power	power	NOUN
eaes-3418	348	7	in	in	ADP
eaes-3418	348	8	the	the	DET
eaes-3418	348	9	mid	mid	ADJ
eaes-3418	348	10	-	-	ADJ
eaes-3418	348	11	continent	continent	ADJ
eaes-3418	348	12	independent	independent	ADJ
eaes-3418	348	13	system	system	NOUN
eaes-3418	348	14	operator	operator	NOUN
eaes-3418	348	15	.	.	PUNCT
eaes-3418	349	1	aims	aim	VERB
eaes-3418	349	2	energy	energy	NOUN
eaes-3418	349	3	,	,	PUNCT
eaes-3418	349	4	6(2	6(2	NUM
eaes-3418	349	5	)	)	PUNCT
eaes-3418	349	6	,	,	PUNCT
eaes-3418	349	7	376	376	NUM
eaes-3418	349	8	-	-	SYM
eaes-3418	349	9	401	401	NUM
eaes-3418	349	10	.	.	PUNCT
eaes-3418	350	1	https://doi.org/10.3934/energy.2018.2.376	https://doi.org/10.3934/energy.2018.2.376	PROPN
eaes-3418	350	2	denholm	denholm	PROPN
eaes-3418	350	3	,	,	PUNCT
eaes-3418	350	4	p.	p.	PROPN
eaes-3418	350	5	,	,	PUNCT
eaes-3418	350	6	&	&	CCONJ
eaes-3418	350	7	margolis	margolis	PROPN
eaes-3418	350	8	,	,	PUNCT
eaes-3418	350	9	r.	r.	PROPN
eaes-3418	350	10	(	(	PUNCT
eaes-3418	350	11	2016	2016	NUM
eaes-3418	350	12	)	)	PUNCT
eaes-3418	350	13	.	.	PUNCT
eaes-3418	351	1	energy	energy	NOUN
eaes-3418	351	2	storage	storage	NOUN
eaes-3418	351	3	requirements	requirement	NOUN
eaes-3418	351	4	for	for	ADP
eaes-3418	351	5	achieving	achieve	VERB
eaes-3418	351	6	50	50	NUM
eaes-3418	351	7	%	%	NOUN
eaes-3418	351	8	solar	solar	ADJ
eaes-3418	351	9	photovoltaic	photovoltaic	NOUN
eaes-3418	351	10	energy	energy	NOUN
eaes-3418	351	11	penetration	penetration	NOUN
eaes-3418	351	12	in	in	ADP
eaes-3418	351	13	california	california	PROPN
eaes-3418	351	14	.	.	PUNCT
eaes-3418	352	1	tech	tech	PROPN
eaes-3418	352	2	.	.	PUNCT
eaes-3418	353	1	rep	rep	PROPN
eaes-3418	353	2	.	.	PROPN
eaes-3418	353	3	,	,	PUNCT
eaes-3418	353	4	us	us	PROPN
eaes-3418	353	5	department	department	PROPN
eaes-3418	353	6	of	of	ADP
eaes-3418	353	7	energy	energy	NOUN
eaes-3418	353	8	,	,	PUNCT
eaes-3418	353	9	national	national	ADJ
eaes-3418	353	10	renewable	renewable	ADJ
eaes-3418	353	11	energy	energy	NOUN
eaes-3418	353	12	laboratory	laboratory	NOUN
eaes-3418	353	13	.	.	PUNCT
eaes-3418	354	1	https://doi.org/10.2172/1298934	https://doi.org/10.2172/1298934	NOUN
eaes-3418	354	2	denholm	denholm	PROPN
eaes-3418	354	3	,	,	PUNCT
eaes-3418	354	4	p.	p.	PROPN
eaes-3418	354	5	,	,	PUNCT
eaes-3418	354	6	&	&	CCONJ
eaes-3418	354	7	o’connell	o’connell	PROPN
eaes-3418	354	8	,	,	PUNCT
eaes-3418	354	9	m.	m.	NOUN
eaes-3418	354	10	(	(	PUNCT
eaes-3418	354	11	2016	2016	NUM
eaes-3418	354	12	)	)	PUNCT
eaes-3418	354	13	.	.	PUNCT
eaes-3418	355	1	on	on	ADP
eaes-3418	355	2	the	the	DET
eaes-3418	355	3	path	path	NOUN
eaes-3418	355	4	to	to	PART
eaes-3418	355	5	sunshot	sunshot	VERB
eaes-3418	355	6	:	:	PUNCT
eaes-3418	355	7	emerging	emerge	VERB
eaes-3418	355	8	issues	issue	NOUN
eaes-3418	355	9	and	and	CCONJ
eaes-3418	355	10	challenges	challenge	NOUN
eaes-3418	355	11	in	in	ADP
eaes-3418	355	12	integrating	integrate	VERB
eaes-3418	355	13	high	high	ADJ
eaes-3418	355	14	levels	level	NOUN
eaes-3418	355	15	of	of	ADP
eaes-3418	355	16	solar	solar	ADJ
eaes-3418	355	17	into	into	ADP
eaes-3418	355	18	the	the	DET
eaes-3418	355	19	electrical	electrical	ADJ
eaes-3418	355	20	generation	generation	NOUN
eaes-3418	355	21	and	and	CCONJ
eaes-3418	355	22	transmission	transmission	NOUN
eaes-3418	355	23	system	system	NOUN
eaes-3418	355	24	.	.	PUNCT
eaes-3418	356	1	tech	tech	NOUN
eaes-3418	356	2	.	.	PUNCT
eaes-3418	357	1	rep	rep	PROPN
eaes-3418	357	2	.	.	PROPN
eaes-3418	357	3	,	,	PUNCT
eaes-3418	357	4	us	us	PROPN
eaes-3418	357	5	department	department	PROPN
eaes-3418	357	6	of	of	ADP
eaes-3418	357	7	energy	energy	NOUN
eaes-3418	357	8	,	,	PUNCT
eaes-3418	357	9	national	national	ADJ
eaes-3418	357	10	renewable	renewable	ADJ
eaes-3418	357	11	energy	energy	NOUN
eaes-3418	357	12	laboratory	laboratory	NOUN
eaes-3418	357	13	.	.	PUNCT
eaes-3418	358	1	https://doi.org/10.2172/1253978	https://doi.org/10.2172/1253978	PROPN
eaes-3418	358	2	e3	e3	PRON
eaes-3418	358	3	,	,	PUNCT
eaes-3418	358	4	investigating	investigate	VERB
eaes-3418	358	5	a	a	DET
eaes-3418	358	6	higher	high	ADJ
eaes-3418	358	7	renewables	renewable	NOUN
eaes-3418	358	8	portfolio	portfolio	NOUN
eaes-3418	358	9	standard	standard	PROPN
eaes-3418	358	10	in	in	ADP
eaes-3418	358	11	california	california	PROPN
eaes-3418	358	12	:	:	PUNCT
eaes-3418	358	13	executive	executive	ADJ
eaes-3418	358	14	summary	summary	NOUN
eaes-3418	358	15	.	.	PUNCT
eaes-3418	359	1	(	(	PUNCT
eaes-3418	359	2	2014	2014	NUM
eaes-3418	359	3	)	)	PUNCT
eaes-3418	359	4	.	.	PUNCT
eaes-3418	360	1	tech	tech	NOUN
eaes-3418	360	2	.	.	PUNCT
eaes-3418	361	1	rep	rep	PROPN
eaes-3418	361	2	.	.	PROPN
eaes-3418	361	3	,	,	PUNCT
eaes-3418	361	4	report	report	VERB
eaes-3418	361	5	from	from	ADP
eaes-3418	361	6	energy	energy	NOUN
eaes-3418	361	7	and	and	CCONJ
eaes-3418	361	8	economics	economics	PROPN
eaes-3418	361	9	,	,	PUNCT
eaes-3418	361	10	inc	inc	PROPN
eaes-3418	361	11	.	.	PROPN
eaes-3418	361	12	gross	gross	PROPN
eaes-3418	361	13	,	,	PUNCT
eaes-3418	361	14	d.	d.	PROPN
eaes-3418	361	15	(	(	PUNCT
eaes-3418	361	16	2015	2015	NUM
eaes-3418	361	17	)	)	PUNCT
eaes-3418	361	18	.	.	PUNCT
eaes-3418	362	1	the	the	DET
eaes-3418	362	2	night	night	NOUN
eaes-3418	362	3	they	they	PRON
eaes-3418	362	4	drove	drive	VERB
eaes-3418	362	5	the	the	DET
eaes-3418	362	6	price	price	NOUN
eaes-3418	362	7	of	of	ADP
eaes-3418	362	8	electricity	electricity	NOUN
eaes-3418	362	9	down	down	ADP
eaes-3418	362	10	.	.	PUNCT
eaes-3418	363	1	in	in	ADP
eaes-3418	363	2	slate	slate	NOUN
eaes-3418	363	3	magazine	magazine	NOUN
eaes-3418	363	4	.	.	PUNCT
eaes-3418	363	5	,	,	PUNCT
eaes-3418	363	6	retrieved	retrieve	VERB
eaes-3418	363	7	september	september	PROPN
eaes-3418	363	8	18	18	NUM
eaes-3418	363	9	,	,	PUNCT
eaes-3418	363	10	2015	2015	NUM
eaes-3418	363	11	,	,	PUNCT
eaes-3418	363	12	from	from	ADP
eaes-3418	363	13	slate.com	slate.com	X
eaes-3418	363	14	gwec	gwec	NOUN
eaes-3418	363	15	.	.	PUNCT
eaes-3418	364	1	(	(	PUNCT
eaes-3418	364	2	2016	2016	NUM
eaes-3418	364	3	)	)	PUNCT
eaes-3418	364	4	.	.	PUNCT
eaes-3418	365	1	global	global	ADJ
eaes-3418	365	2	wind	wind	NOUN
eaes-3418	365	3	report	report	NOUN
eaes-3418	365	4	:	:	PUNCT
eaes-3418	365	5	annual	annual	ADJ
eaes-3418	365	6	market	market	NOUN
eaes-3418	365	7	update	update	NOUN
eaes-3418	365	8	.	.	PUNCT
eaes-3418	366	1	global	global	ADJ
eaes-3418	366	2	wind	wind	PROPN
eaes-3418	366	3	energy	energy	PROPN
eaes-3418	366	4	council	council	PROPN
eaes-3418	366	5	,	,	PUNCT
eaes-3418	366	6	tech	tech	PROPN
eaes-3418	366	7	.	.	PUNCT
eaes-3418	367	1	rep	rep	PROPN
eaes-3418	367	2	.	.	PROPN
eaes-3418	367	3	,	,	PUNCT
eaes-3418	367	4	2016	2016	NUM
eaes-3418	367	5	,	,	PUNCT
eaes-3418	367	6	documents	document	NOUN
eaes-3418	367	7	curtailment	curtailment	ADJ
eaes-3418	367	8	around	around	ADP
eaes-3418	367	9	the	the	DET
eaes-3418	367	10	world	world	NOUN
eaes-3418	367	11	.	.	PUNCT
eaes-3418	368	1	kim	kim	PROPN
eaes-3418	368	2	,	,	PUNCT
eaes-3418	368	3	k.	k.	PROPN
eaes-3418	368	4	,	,	PUNCT
eaes-3418	368	5	yang	yang	PROPN
eaes-3418	368	6	,	,	PUNCT
eaes-3418	368	7	f.	f.	PROPN
eaes-3418	368	8	,	,	PUNCT
eaes-3418	368	9	zavala	zavala	NOUN
eaes-3418	368	10	,	,	PUNCT
eaes-3418	368	11	v.	v.	ADP
eaes-3418	368	12	m.	m.	NOUN
eaes-3418	368	13	,	,	PUNCT
eaes-3418	368	14	&	&	CCONJ
eaes-3418	368	15	chien	chien	PROPN
eaes-3418	368	16	,	,	PUNCT
eaes-3418	368	17	a.	a.	NOUN
eaes-3418	368	18	a.	a.	NOUN
eaes-3418	368	19	(	(	PUNCT
eaes-3418	368	20	2017	2017	NUM
eaes-3418	368	21	)	)	PUNCT
eaes-3418	368	22	.	.	PUNCT
eaes-3418	369	1	data	datum	NOUN
eaes-3418	369	2	centers	center	NOUN
eaes-3418	369	3	as	as	ADP
eaes-3418	369	4	dispatchable	dispatchable	ADJ
eaes-3418	369	5	loads	load	NOUN
eaes-3418	369	6	to	to	ADP
eaes-3418	369	7	harness	harness	ADJ
eaes-3418	369	8	stranded	strand	VERB
eaes-3418	369	9	power	power	NOUN
eaes-3418	369	10	.	.	PUNCT
eaes-3418	370	1	ieee	ieee	NOUN
eaes-3418	370	2	transactions	transaction	NOUN
eaes-3418	370	3	on	on	ADP
eaes-3418	370	4	sustainable	sustainable	ADJ
eaes-3418	370	5	energy	energy	NOUN
eaes-3418	370	6	,	,	PUNCT
eaes-3418	370	7	8(1	8(1	NOUN
eaes-3418	370	8	)	)	PUNCT
eaes-3418	370	9	,	,	PUNCT
eaes-3418	370	10	208	208	NUM
eaes-3418	370	11	-	-	SYM
eaes-3418	370	12	218	218	NUM
eaes-3418	370	13	.	.	PUNCT
eaes-3418	371	1	https://doi.org/10.1109/tste.2016.2593607	https://doi.org/10.1109/tste.2016.2593607	PROPN
eaes-3418	371	2	lew	lew	PROPN
eaes-3418	371	3	,	,	PUNCT
eaes-3418	371	4	d.	d.	PROPN
eaes-3418	371	5	,	,	PUNCT
eaes-3418	371	6	bird	bird	PROPN
eaes-3418	371	7	,	,	PUNCT
eaes-3418	371	8	l.	l.	PROPN
eaes-3418	371	9	,	,	PUNCT
eaes-3418	371	10	milligan	milligan	PROPN
eaes-3418	371	11	,	,	PUNCT
eaes-3418	371	12	m.	m.	NOUN
eaes-3418	371	13	,	,	PUNCT
eaes-3418	371	14	speer	speer	PROPN
eaes-3418	371	15	,	,	PUNCT
eaes-3418	371	16	b.	b.	PROPN
eaes-3418	371	17	,	,	PUNCT
eaes-3418	371	18	wang	wang	PROPN
eaes-3418	371	19	,	,	PUNCT
eaes-3418	371	20	x.	x.	PROPN
eaes-3418	371	21	,	,	PUNCT
eaes-3418	371	22	carlini	carlini	PROPN
eaes-3418	371	23	,	,	PUNCT
eaes-3418	371	24	e.m	e.m	PROPN
eaes-3418	371	25	.	.	PROPN
eaes-3418	371	26	,	,	PUNCT
eaes-3418	371	27	…	…	PUNCT
eaes-3418	371	28	yoh	yoh	PROPN
eaes-3418	371	29	,	,	PUNCT
eaes-3418	371	30	y.	y.	PROPN
eaes-3418	371	31	(	(	PUNCT
eaes-3418	371	32	2013	2013	NUM
eaes-3418	371	33	)	)	PUNCT
eaes-3418	371	34	.	.	PUNCT
eaes-3418	372	1	wind	wind	NOUN
eaes-3418	372	2	and	and	CCONJ
eaes-3418	372	3	solar	solar	ADJ
eaes-3418	372	4	curtailment	curtailment	NOUN
eaes-3418	372	5	.	.	PUNCT
eaes-3418	373	1	in	in	ADP
eaes-3418	373	2	workshop	workshop	NOUN
eaes-3418	373	3	on	on	ADP
eaes-3418	373	4	large	large	ADJ
eaes-3418	373	5	-	-	PUNCT
eaes-3418	373	6	scale	scale	NOUN
eaes-3418	373	7	integration	integration	NOUN
eaes-3418	373	8	of	of	ADP
eaes-3418	373	9	wind	wind	NOUN
eaes-3418	373	10	power	power	NOUN
eaes-3418	373	11	into	into	ADP
eaes-3418	373	12	power	power	NOUN
eaes-3418	373	13	systems	system	NOUN
eaes-3418	373	14	,	,	PUNCT
eaes-3418	373	15	10	10	NUM
eaes-3418	373	16	.	.	PUNCT
eaes-3418	374	1	https://doi.org/10.2172/1097911	https://doi.org/10.2172/1097911	PROPN
eaes-3418	374	2	https://doi.org/10.3934/energy.2018.2.376	https://doi.org/10.3934/energy.2018.2.376	PROPN
eaes-3418	374	3	https://doi.org/10.2172/1298934	https://doi.org/10.2172/1298934	NOUN
eaes-3418	374	4	https://doi.org/10.2172/1253978	https://doi.org/10.2172/1253978	PROPN
eaes-3418	374	5	https://doi.org/10.1109/tste.2016.2593607	https://doi.org/10.1109/tste.2016.2593607	PROPN
eaes-3418	374	6	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	374	7	energy	energy	NOUN
eaes-3418	374	8	and	and	CCONJ
eaes-3418	374	9	earth	earth	NOUN
eaes-3418	374	10	science	science	NOUN
eaes-3418	374	11	vol	vol	NOUN
eaes-3418	374	12	.	.	PROPN
eaes-3418	375	1	3	3	NUM
eaes-3418	375	2	,	,	PUNCT
eaes-3418	375	3	no	no	INTJ
eaes-3418	375	4	.	.	NOUN
eaes-3418	375	5	2	2	NUM
eaes-3418	375	6	,	,	PUNCT
eaes-3418	375	7	2020	2020	NUM
eaes-3418	375	8	136	136	NUM
eaes-3418	375	9	published	publish	VERB
eaes-3418	375	10	by	by	ADP
eaes-3418	375	11	scholink	scholink	PROPN
eaes-3418	375	12	inc	inc	PROPN
eaes-3418	375	13	.	.	PROPN
eaes-3418	375	14	miso	miso	PROPN
eaes-3418	375	15	.	.	PUNCT
eaes-3418	376	1	(	(	PUNCT
eaes-3418	376	2	2018	2018	NUM
eaes-3418	376	3	)	)	PUNCT
eaes-3418	376	4	.	.	PUNCT
eaes-3418	377	1	the	the	DET
eaes-3418	377	2	mid	mid	ADJ
eaes-3418	377	3	-	-	ADJ
eaes-3418	377	4	continent	continent	ADJ
eaes-3418	377	5	independent	independent	ADJ
eaes-3418	377	6	system	system	NOUN
eaes-3418	377	7	operator	operator	NOUN
eaes-3418	377	8	(	(	PUNCT
eaes-3418	377	9	miso	miso	NOUN
eaes-3418	377	10	)	)	PUNCT
eaes-3418	377	11	.	.	PUNCT
eaes-3418	378	1	retrieved	retrieve	VERB
eaes-3418	378	2	from	from	ADP
eaes-3418	378	3	https://www.misoenergy.org/	https://www.misoenergy.org/	NOUN
eaes-3418	378	4	reed	reed	NOUN
eaes-3418	378	5	,	,	PUNCT
eaes-3418	378	6	s.	s.	PROPN
eaes-3418	378	7	(	(	PUNCT
eaes-3418	378	8	2017	2017	NUM
eaes-3418	378	9	)	)	PUNCT
eaes-3418	378	10	.	.	PUNCT
eaes-3418	379	1	power	power	NOUN
eaes-3418	379	2	prices	price	NOUN
eaes-3418	379	3	go	go	VERB
eaes-3418	379	4	negative	negative	ADJ
eaes-3418	379	5	in	in	ADP
eaes-3418	379	6	germany	germany	PROPN
eaes-3418	379	7	,	,	PUNCT
eaes-3418	379	8	a	a	DET
eaes-3418	379	9	positive	positive	ADJ
eaes-3418	379	10	for	for	ADP
eaes-3418	379	11	energy	energy	NOUN
eaes-3418	379	12	users	user	NOUN
eaes-3418	379	13	.	.	PUNCT
eaes-3418	380	1	in	in	ADP
eaes-3418	380	2	new	new	PROPN
eaes-3418	380	3	york	york	PROPN
eaes-3418	380	4	times	times	PROPN
eaes-3418	380	5	,	,	PUNCT
eaes-3418	380	6	december	december	PROPN
eaes-3418	380	7	25	25	NUM
eaes-3418	380	8	,	,	PUNCT
eaes-3418	380	9	2017	2017	NUM
eaes-3418	380	10	.	.	PUNCT
eaes-3418	380	11	shehabi	shehabi	NOUN
eaes-3418	380	12	,	,	PUNCT
eaes-3418	380	13	a.	a.	PROPN
eaes-3418	380	14	,	,	PUNCT
eaes-3418	380	15	smith	smith	PROPN
eaes-3418	380	16	,	,	PUNCT
eaes-3418	380	17	s.	s.	PROPN
eaes-3418	380	18	,	,	PUNCT
eaes-3418	380	19	sartor	sartor	PROPN
eaes-3418	380	20	,	,	PUNCT
eaes-3418	380	21	d.	d.	PROPN
eaes-3418	380	22	,	,	PUNCT
eaes-3418	380	23	brown	brown	PROPN
eaes-3418	380	24	,	,	PUNCT
eaes-3418	380	25	r.	r.	PROPN
eaes-3418	380	26	,	,	PUNCT
eaes-3418	380	27	herrlin	herrlin	PROPN
eaes-3418	380	28	,	,	PUNCT
eaes-3418	380	29	m.	m.	NOUN
eaes-3418	380	30	,	,	PUNCT
eaes-3418	380	31	koomey	koomey	PROPN
eaes-3418	380	32	,	,	PUNCT
eaes-3418	380	33	j.	j.	PROPN
eaes-3418	380	34	,	,	PUNCT
eaes-3418	380	35	…	…	PUNCT
eaes-3418	380	36	lintner	lintner	NOUN
eaes-3418	380	37	,	,	PUNCT
eaes-3418	380	38	w.	w.	PROPN
eaes-3418	380	39	(	(	PUNCT
eaes-3418	380	40	2016	2016	NUM
eaes-3418	380	41	)	)	PUNCT
eaes-3418	380	42	.	.	PUNCT
eaes-3418	381	1	united	united	PROPN
eaes-3418	381	2	states	states	PROPN
eaes-3418	381	3	data	data	PROPN
eaes-3418	381	4	center	center	PROPN
eaes-3418	381	5	energy	energy	NOUN
eaes-3418	381	6	usage	usage	NOUN
eaes-3418	381	7	report	report	NOUN
eaes-3418	381	8	.	.	PUNCT
eaes-3418	382	1	2016	2016	NUM
eaes-3418	382	2	.	.	PUNCT
eaes-3418	383	1	lbnl-1005775	lbnl-1005775	NOUN
eaes-3418	383	2	.	.	PUNCT
eaes-3418	384	1	https://doi.org/10.2172/1372902	https://doi.org/10.2172/1372902	PROPN
eaes-3418	384	2	shoot	shoot	PROPN
eaes-3418	384	3	,	,	PUNCT
eaes-3418	384	4	b.	b.	PROPN
eaes-3418	384	5	(	(	PUNCT
eaes-3418	384	6	2018	2018	NUM
eaes-3418	384	7	)	)	PUNCT
eaes-3418	384	8	.	.	PUNCT
eaes-3418	385	1	the	the	DET
eaes-3418	385	2	world	world	NOUN
eaes-3418	385	3	’s	’s	PART
eaes-3418	385	4	fifth	fifth	ADV
eaes-3418	385	5	-	-	PUNCT
eaes-3418	385	6	largest	large	ADJ
eaes-3418	385	7	economy	economy	NOUN
eaes-3418	385	8	,	,	PUNCT
eaes-3418	385	9	california	california	PROPN
eaes-3418	385	10	,	,	PUNCT
eaes-3418	385	11	just	just	ADV
eaes-3418	385	12	committed	commit	VERB
eaes-3418	385	13	to	to	ADP
eaes-3418	385	14	100	100	NUM
eaes-3418	385	15	%	%	NOUN
eaes-3418	385	16	carbon	carbon	NOUN
eaes-3418	385	17	-	-	PUNCT
eaes-3418	385	18	free	free	ADJ
eaes-3418	385	19	power	power	NOUN
eaes-3418	385	20	by	by	ADP
eaes-3418	385	21	2045	2045	NUM
eaes-3418	385	22	.	.	PUNCT
eaes-3418	386	1	in	in	ADP
eaes-3418	386	2	fortune	fortune	PROPN
eaes-3418	386	3	magazine	magazine	NOUN
eaes-3418	386	4	.	.	PUNCT
eaes-3418	387	1	retrieved	retrieve	VERB
eaes-3418	387	2	from	from	ADP
eaes-3418	387	3	http://fortune.com/2018/09/10/california-governor-carbon-free-power-energy/	http://fortune.com/2018/09/10/california-governor-carbon-free-power-energy/	PROPN
eaes-3418	387	4	wiser	wise	ADJ
eaes-3418	387	5	,	,	PUNCT
eaes-3418	387	6	r.	r.	PROPN
eaes-3418	387	7	h.	h.	PROPN
eaes-3418	387	8	,	,	PUNCT
eaes-3418	387	9	mills	mill	NOUN
eaes-3418	387	10	,	,	PUNCT
eaes-3418	387	11	a.	a.	NOUN
eaes-3418	387	12	,	,	PUNCT
eaes-3418	387	13	seel	seel	PROPN
eaes-3418	387	14	,	,	PUNCT
eaes-3418	387	15	j.	j.	PROPN
eaes-3418	387	16	,	,	PUNCT
eaes-3418	387	17	levin	levin	PROPN
eaes-3418	387	18	,	,	PUNCT
eaes-3418	387	19	t.	t.	PROPN
eaes-3418	387	20	,	,	PUNCT
eaes-3418	387	21	&	&	CCONJ
eaes-3418	387	22	botterud	botterud	PROPN
eaes-3418	387	23	,	,	PUNCT
eaes-3418	387	24	a.	a.	NOUN
eaes-3418	387	25	(	(	PUNCT
eaes-3418	387	26	2017	2017	NUM
eaes-3418	387	27	)	)	PUNCT
eaes-3418	387	28	.	.	PUNCT
eaes-3418	388	1	impacts	impact	NOUN
eaes-3418	388	2	of	of	ADP
eaes-3418	388	3	variable	variable	ADJ
eaes-3418	388	4	renewable	renewable	ADJ
eaes-3418	388	5	energy	energy	NOUN
eaes-3418	388	6	on	on	ADP
eaes-3418	388	7	bulk	bulk	ADJ
eaes-3418	388	8	power	power	NOUN
eaes-3418	388	9	system	system	NOUN
eaes-3418	388	10	assets	asset	NOUN
eaes-3418	388	11	,	,	PUNCT
eaes-3418	388	12	pricing	pricing	NOUN
eaes-3418	388	13	,	,	PUNCT
eaes-3418	388	14	and	and	CCONJ
eaes-3418	388	15	costs	cost	NOUN
eaes-3418	388	16	.	.	PUNCT
eaes-3418	389	1	in	in	ADP
eaes-3418	389	2	technical	technical	ADJ
eaes-3418	389	3	report	report	NOUN
eaes-3418	389	4	lbnl-2001082	lbnl-2001082	ADJ
eaes-3418	389	5	,	,	PUNCT
eaes-3418	389	6	11/2017	11/2017	NUM
eaes-3418	389	7	2017	2017	NUM
eaes-3418	389	8	.	.	PUNCT
eaes-3418	390	1	https://doi.org/10.2172/1411668	https://doi.org/10.2172/1411668	PROPN
eaes-3418	390	2	yang	yang	PROPN
eaes-3418	390	3	,	,	PUNCT
eaes-3418	390	4	f.	f.	PROPN
eaes-3418	390	5	,	,	PUNCT
eaes-3418	390	6	&	&	CCONJ
eaes-3418	390	7	chien	chien	PROPN
eaes-3418	390	8	,	,	PUNCT
eaes-3418	390	9	a.	a.	NOUN
eaes-3418	390	10	a.	a.	PROPN
eaes-3418	390	11	(	(	PUNCT
eaes-3418	390	12	2016	2016	NUM
eaes-3418	390	13	)	)	PUNCT
eaes-3418	390	14	.	.	PUNCT
eaes-3418	391	1	zccloud	zccloud	PROPN
eaes-3418	391	2	:	:	PUNCT
eaes-3418	391	3	exploring	explore	VERB
eaes-3418	391	4	wasted	waste	VERB
eaes-3418	391	5	green	green	ADJ
eaes-3418	391	6	power	power	NOUN
eaes-3418	391	7	for	for	ADP
eaes-3418	391	8	high	high	ADJ
eaes-3418	391	9	-	-	PUNCT
eaes-3418	391	10	performance	performance	NOUN
eaes-3418	391	11	computing	computing	NOUN
eaes-3418	391	12	.	.	PUNCT
eaes-3418	392	1	in	in	ADP
eaes-3418	392	2	proceedings	proceeding	NOUN
eaes-3418	392	3	of	of	ADP
eaes-3418	392	4	the	the	DET
eaes-3418	392	5	international	international	ADJ
eaes-3418	392	6	parallel	parallel	ADJ
eaes-3418	392	7	and	and	CCONJ
eaes-3418	392	8	distributed	distributed	ADJ
eaes-3418	392	9	processing	processing	NOUN
eaes-3418	392	10	symposium	symposium	NOUN
eaes-3418	392	11	(	(	PUNCT
eaes-3418	392	12	ipdps	ipdps	PROPN
eaes-3418	392	13	2016	2016	NUM
eaes-3418	392	14	)	)	PUNCT
eaes-3418	392	15	.	.	PUNCT
eaes-3418	393	1	https://doi.org/10.1109/ipdps.2016.96	https://doi.org/10.1109/ipdps.2016.96	PROPN
eaes-3418	393	2	yang	yang	PROPN
eaes-3418	393	3	,	,	PUNCT
eaes-3418	393	4	f.	f.	PROPN
eaes-3418	393	5	,	,	PUNCT
eaes-3418	393	6	&	&	CCONJ
eaes-3418	393	7	chien	chien	PROPN
eaes-3418	393	8	,	,	PUNCT
eaes-3418	393	9	a.	a.	NOUN
eaes-3418	393	10	a.	a.	NOUN
eaes-3418	393	11	(	(	PUNCT
eaes-3418	393	12	2017	2017	NUM
eaes-3418	393	13	)	)	PUNCT
eaes-3418	393	14	.	.	PUNCT
eaes-3418	394	1	extreme	extreme	ADJ
eaes-3418	394	2	scaling	scaling	NOUN
eaes-3418	394	3	of	of	ADP
eaes-3418	394	4	supercomputing	supercompute	VERB
eaes-3418	394	5	with	with	ADP
eaes-3418	394	6	stranded	strand	VERB
eaes-3418	394	7	power	power	NOUN
eaes-3418	394	8	:	:	PUNCT
eaes-3418	394	9	costs	cost	NOUN
eaes-3418	394	10	and	and	CCONJ
eaes-3418	394	11	capabilities	capability	NOUN
eaes-3418	394	12	.	.	PUNCT
eaes-3418	395	1	ieee	ieee	NOUN
eaes-3418	395	2	transactions	transaction	NOUN
eaes-3418	395	3	on	on	ADP
eaes-3418	395	4	parallel	parallel	ADJ
eaes-3418	395	5	and	and	CCONJ
eaes-3418	395	6	distributed	distributed	ADJ
eaes-3418	395	7	systems	system	NOUN
eaes-3418	395	8	,	,	PUNCT
eaes-3418	395	9	29(5	29(5	NUM
eaes-3418	395	10	)	)	PUNCT
eaes-3418	395	11	,	,	PUNCT
eaes-3418	395	12	1103	1103	NUM
eaes-3418	395	13	-	-	SYM
eaes-3418	395	14	1116	1116	NUM
eaes-3418	395	15	.	.	PUNCT
eaes-3418	396	1	https://doi.org/10.1109/tpds.2017.2782677	https://doi.org/10.1109/tpds.2017.2782677	PROPN
eaes-3418	396	2	notes	note	NOUN
eaes-3418	396	3	note	note	VERB
eaes-3418	396	4	1	1	NUM
eaes-3418	396	5	.	.	PUNCT
eaes-3418	397	1	in	in	ADP
eaes-3418	397	2	prior	prior	ADJ
eaes-3418	397	3	research	research	NOUN
eaes-3418	397	4	,	,	PUNCT
eaes-3418	397	5	we	we	PRON
eaes-3418	397	6	have	have	AUX
eaes-3418	397	7	referred	refer	VERB
eaes-3418	397	8	to	to	ADP
eaes-3418	397	9	this	this	DET
eaes-3418	397	10	opportunity	opportunity	NOUN
eaes-3418	397	11	power	power	NOUN
eaes-3418	397	12	(	(	PUNCT
eaes-3418	397	13	op	op	NOUN
eaes-3418	397	14	)	)	PUNCT
eaes-3418	397	15	as	as	ADP
eaes-3418	397	16	stranded	strand	VERB
eaes-3418	397	17	power	power	NOUN
eaes-3418	397	18	(	(	PUNCT
eaes-3418	397	19	sp	sp	NOUN
eaes-3418	397	20	)	)	PUNCT
eaes-3418	397	21	(	(	PUNCT
eaes-3418	397	22	chien	chien	PROPN
eaes-3418	397	23	,	,	PUNCT
eaes-3418	397	24	2018	2018	NUM
eaes-3418	397	25	;	;	PUNCT
eaes-3418	397	26	yang	yang	PROPN
eaes-3418	397	27	,	,	PUNCT
eaes-3418	397	28	2017	2017	NUM
eaes-3418	397	29	;	;	PUNCT
eaes-3418	397	30	yang	yang	PROPN
eaes-3418	397	31	,	,	PUNCT
eaes-3418	397	32	2016	2016	NUM
eaes-3418	397	33	)	)	PUNCT
eaes-3418	397	34	.	.	PUNCT
eaes-3418	398	1	note	note	VERB
eaes-3418	399	1	2	2	NUM
eaes-3418	399	2	.	.	X
eaes-3418	399	3	we	we	PRON
eaes-3418	399	4	are	be	AUX
eaes-3418	399	5	currently	currently	ADV
eaes-3418	399	6	exploring	explore	VERB
eaes-3418	399	7	how	how	SCONJ
eaes-3418	399	8	to	to	PART
eaes-3418	399	9	couple	couple	VERB
eaes-3418	399	10	rapidly	rapidly	ADV
eaes-3418	399	11	growing	grow	VERB
eaes-3418	399	12	networks	network	NOUN
eaes-3418	399	13	of	of	ADP
eaes-3418	399	14	hyperscale	hyperscale	PROPN
eaes-3418	399	15	cloud	cloud	PROPN
eaes-3418	399	16	data	data	NOUN
eaes-3418	399	17	centers	center	NOUN
eaes-3418	399	18	(	(	PUNCT
eaes-3418	399	19	shehabi	shehabi	NOUN
eaes-3418	399	20	,	,	PUNCT
eaes-3418	399	21	2016	2016	NUM
eaes-3418	399	22	)	)	PUNCT
eaes-3418	399	23	to	to	ADP
eaes-3418	399	24	the	the	DET
eaes-3418	399	25	power	power	NOUN
eaes-3418	399	26	grid	grid	NOUN
eaes-3418	399	27	to	to	AUX
eaes-3418	399	28	both	both	PRON
eaes-3418	399	29	enhance	enhance	VERB
eaes-3418	399	30	renewable	renewable	ADJ
eaes-3418	399	31	integration	integration	NOUN
eaes-3418	399	32	and	and	CCONJ
eaes-3418	399	33	reduce	reduce	VERB
eaes-3418	399	34	cloud	cloud	NOUN
eaes-3418	399	35	computing	computing	NOUN
eaes-3418	399	36	’s	’s	PART
eaes-3418	399	37	growing	grow	VERB
eaes-3418	399	38	carbon	carbon	NOUN
eaes-3418	399	39	footprint	footprint	NOUN
eaes-3418	399	40	,	,	PUNCT
eaes-3418	399	41	as	as	ADV
eaes-3418	399	42	well	well	ADV
eaes-3418	399	43	as	as	ADP
eaes-3418	399	44	increase	increase	VERB
eaes-3418	399	45	the	the	DET
eaes-3418	399	46	resilience	resilience	NOUN
eaes-3418	399	47	of	of	ADP
eaes-3418	399	48	both	both	CCONJ
eaes-3418	399	49	critical	critical	ADJ
eaes-3418	399	50	infrastructures	infrastructure	NOUN
eaes-3418	399	51	(	(	PUNCT
eaes-3418	399	52	kim	kim	PROPN
eaes-3418	399	53	,	,	PUNCT
eaes-3418	399	54	2017	2017	NUM
eaes-3418	399	55	;	;	PUNCT
eaes-3418	399	56	yang	yang	PROPN
eaes-3418	399	57	,	,	PUNCT
eaes-3418	399	58	2017	2017	NUM
eaes-3418	399	59	)	)	PUNCT
eaes-3418	399	60	.	.	PUNCT
eaes-3418	400	1	note	note	VERB
eaes-3418	400	2	3	3	X
eaes-3418	400	3	.	.	PUNCT
eaes-3418	401	1	this	this	DET
eaes-3418	401	2	simple	simple	ADJ
eaes-3418	401	3	methodology	methodology	NOUN
eaes-3418	401	4	overestimates	overestimate	VERB
eaes-3418	401	5	negative	negative	ADV
eaes-3418	401	6	-	-	PUNCT
eaes-3418	401	7	priced	price	VERB
eaes-3418	401	8	power	power	NOUN
eaes-3418	401	9	by	by	ADP
eaes-3418	401	10	including	include	VERB
eaes-3418	401	11	power	power	NOUN
eaes-3418	401	12	that	that	PRON
eaes-3418	401	13	may	may	AUX
eaes-3418	401	14	have	have	AUX
eaes-3418	401	15	been	be	AUX
eaes-3418	401	16	settled	settle	VERB
eaes-3418	401	17	at	at	ADP
eaes-3418	401	18	a	a	DET
eaes-3418	401	19	positive	positive	ADJ
eaes-3418	401	20	price	price	NOUN
eaes-3418	401	21	in	in	ADP
eaes-3418	401	22	the	the	DET
eaes-3418	401	23	day	day	NOUN
eaes-3418	401	24	-	-	PUNCT
eaes-3418	401	25	ahead	ahead	NOUN
eaes-3418	401	26	market	market	NOUN
eaes-3418	401	27	(	(	PUNCT
eaes-3418	401	28	dam	dam	NOUN
eaes-3418	401	29	)	)	PUNCT
eaes-3418	401	30	.	.	PUNCT
eaes-3418	402	1	https://doi.org/10.2172/1372902	https://doi.org/10.2172/1372902	ADJ
eaes-3418	402	2	https://doi.org/10.2172/1411668	https://doi.org/10.2172/1411668	NOUN
eaes-3418	403	1	https://doi.org/10.1109/ipdps.2016.96	https://doi.org/10.1109/ipdps.2016.96	PROPN
eaes-3418	403	2	https://doi.org/10.1109/tpds.2017.2782677	https://doi.org/10.1109/tpds.2017.2782677	PROPN
eaes-3418	403	3	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	403	4	energy	energy	NOUN
eaes-3418	403	5	and	and	CCONJ
eaes-3418	403	6	earth	earth	NOUN
eaes-3418	403	7	science	science	NOUN
eaes-3418	403	8	vol	vol	NOUN
eaes-3418	403	9	.	.	PROPN
eaes-3418	404	1	3	3	NUM
eaes-3418	404	2	,	,	PUNCT
eaes-3418	404	3	no	no	INTJ
eaes-3418	404	4	.	.	NOUN
eaes-3418	404	5	2	2	NUM
eaes-3418	404	6	,	,	PUNCT
eaes-3418	404	7	2020	2020	NUM
eaes-3418	404	8	137	137	NUM
eaes-3418	404	9	published	publish	VERB
eaes-3418	404	10	by	by	ADP
eaes-3418	404	11	scholink	scholink	PROPN
eaes-3418	404	12	inc	inc	PROPN
eaes-3418	404	13	.	.	PROPN
eaes-3418	405	1	appendixes	appendixes	PROPN
eaes-3418	405	2	sample	sample	NOUN
eaes-3418	405	3	scatter	scatter	NOUN
eaes-3418	405	4	plots	plot	NOUN
eaes-3418	405	5	for	for	ADP
eaes-3418	405	6	resources	resource	NOUN
eaes-3418	405	7	with	with	ADP
eaes-3418	405	8	high	high	ADJ
eaes-3418	405	9	quantities	quantity	NOUN
eaes-3418	405	10	and	and	CCONJ
eaes-3418	405	11	incidences	incidence	NOUN
eaes-3418	405	12	of	of	ADP
eaes-3418	405	13	negative	negative	ADV
eaes-3418	405	14	-	-	PUNCT
eaes-3418	405	15	priced	price	VERB
eaes-3418	405	16	power	power	NOUN
eaes-3418	405	17	.	.	PUNCT
eaes-3418	406	1	as	as	SCONJ
eaes-3418	406	2	shown	show	VERB
eaes-3418	406	3	in	in	ADP
eaes-3418	406	4	figure	figure	NOUN
eaes-3418	406	5	15	15	NUM
eaes-3418	406	6	,	,	PUNCT
eaes-3418	406	7	res_170	res_170	PRON
eaes-3418	406	8	has	have	VERB
eaes-3418	406	9	maximum	maximum	ADJ
eaes-3418	406	10	power	power	NOUN
eaes-3418	406	11	of	of	ADP
eaes-3418	406	12	just	just	ADV
eaes-3418	406	13	below	below	ADP
eaes-3418	406	14	10	10	NUM
eaes-3418	406	15	mw	mw	NOUN
eaes-3418	406	16	,	,	PUNCT
eaes-3418	406	17	and	and	CCONJ
eaes-3418	406	18	the	the	DET
eaes-3418	406	19	scatter	scatter	NOUN
eaes-3418	406	20	plot	plot	NOUN
eaes-3418	406	21	shows	show	VERB
eaes-3418	406	22	maximum	maximum	ADJ
eaes-3418	406	23	duration	duration	NOUN
eaes-3418	406	24	of	of	ADP
eaes-3418	406	25	opportunity	opportunity	NOUN
eaes-3418	406	26	power	power	NOUN
eaes-3418	406	27	interval	interval	NOUN
eaes-3418	406	28	of	of	ADP
eaes-3418	406	29	nearly	nearly	ADV
eaes-3418	406	30	14	14	NUM
eaes-3418	406	31	hours	hour	NOUN
eaes-3418	406	32	.	.	PUNCT
eaes-3418	407	1	it	it	PRON
eaes-3418	407	2	was	be	AUX
eaes-3418	407	3	the	the	DET
eaes-3418	407	4	highest	high	ADJ
eaes-3418	407	5	duty	duty	NOUN
eaes-3418	407	6	factor	factor	NOUN
eaes-3418	407	7	resource	resource	NOUN
eaes-3418	407	8	in	in	ADP
eaes-3418	407	9	our	our	PRON
eaes-3418	407	10	study	study	NOUN
eaes-3418	407	11	for	for	ADP
eaes-3418	407	12	2017	2017	NUM
eaes-3418	407	13	.	.	PUNCT
eaes-3418	408	1	figure	figure	VERB
eaes-3418	408	2	15	15	NUM
eaes-3418	408	3	.	.	PUNCT
eaes-3418	408	4	power	power	NOUN
eaes-3418	408	5	/	/	SYM
eaes-3418	408	6	duration	duration	NOUN
eaes-3418	408	7	scatter	scatter	NOUN
eaes-3418	408	8	plot	plot	NOUN
eaes-3418	408	9	for	for	ADP
eaes-3418	408	10	res_170	res_170	PRON
eaes-3418	408	11	as	as	SCONJ
eaes-3418	408	12	shown	show	VERB
eaes-3418	408	13	in	in	ADP
eaes-3418	408	14	figure	figure	NOUN
eaes-3418	408	15	16	16	NUM
eaes-3418	408	16	,	,	PUNCT
eaes-3418	408	17	res_102	res_102	NOUN
eaes-3418	408	18	has	have	VERB
eaes-3418	408	19	maximum	maximum	ADJ
eaes-3418	408	20	power	power	NOUN
eaes-3418	408	21	of	of	ADP
eaes-3418	408	22	just	just	ADV
eaes-3418	408	23	below	below	ADP
eaes-3418	408	24	130	130	NUM
eaes-3418	408	25	mw	mw	NOUN
eaes-3418	408	26	,	,	PUNCT
eaes-3418	408	27	and	and	CCONJ
eaes-3418	408	28	the	the	DET
eaes-3418	408	29	scatter	scatter	NOUN
eaes-3418	408	30	plot	plot	NOUN
eaes-3418	408	31	shows	show	VERB
eaes-3418	408	32	maximum	maximum	ADJ
eaes-3418	408	33	duration	duration	NOUN
eaes-3418	408	34	of	of	ADP
eaes-3418	408	35	opportunity	opportunity	NOUN
eaes-3418	408	36	power	power	NOUN
eaes-3418	408	37	interval	interval	NOUN
eaes-3418	408	38	of	of	ADP
eaes-3418	408	39	nearly	nearly	ADV
eaes-3418	408	40	13	13	NUM
eaes-3418	408	41	hours	hour	NOUN
eaes-3418	408	42	.	.	PUNCT
eaes-3418	409	1	it	it	PRON
eaes-3418	409	2	was	be	AUX
eaes-3418	409	3	the	the	DET
eaes-3418	409	4	2	2	NUM
eaes-3418	409	5	nd	nd	NUM
eaes-3418	409	6	highest	high	ADJ
eaes-3418	409	7	duty	duty	NOUN
eaes-3418	409	8	factor	factor	NOUN
eaes-3418	409	9	resource	resource	NOUN
eaes-3418	409	10	in	in	ADP
eaes-3418	409	11	our	our	PRON
eaes-3418	409	12	study	study	NOUN
eaes-3418	409	13	for	for	ADP
eaes-3418	409	14	2017	2017	NUM
eaes-3418	409	15	.	.	PUNCT
eaes-3418	410	1	www.scholink.org/ojs/index.php/ees	www.scholink.org/ojs/index.php/ees	PROPN
eaes-3418	410	2	energy	energy	NOUN
eaes-3418	410	3	and	and	CCONJ
eaes-3418	410	4	earth	earth	NOUN
eaes-3418	410	5	science	science	NOUN
eaes-3418	410	6	vol	vol	NOUN
eaes-3418	410	7	.	.	PROPN
eaes-3418	411	1	3	3	NUM
eaes-3418	411	2	,	,	PUNCT
eaes-3418	411	3	no	no	INTJ
eaes-3418	411	4	.	.	NOUN
eaes-3418	411	5	2	2	NUM
eaes-3418	411	6	,	,	PUNCT
eaes-3418	411	7	2020	2020	NUM
eaes-3418	411	8	138	138	NUM
eaes-3418	411	9	published	publish	VERB
eaes-3418	411	10	by	by	ADP
eaes-3418	411	11	scholink	scholink	PROPN
eaes-3418	411	12	inc	inc	PROPN
eaes-3418	411	13	.	.	PROPN
eaes-3418	411	14	figure	figure	PROPN
eaes-3418	411	15	16	16	NUM
eaes-3418	411	16	.	.	PUNCT
eaes-3418	412	1	power	power	NOUN
eaes-3418	412	2	/	/	SYM
eaes-3418	412	3	duration	duration	NOUN
eaes-3418	412	4	scatter	scatter	NOUN
eaes-3418	412	5	plot	plot	NOUN
eaes-3418	412	6	for	for	ADP
eaes-3418	412	7	res_102	res_102	NOUN