id	sid	tid	token	lemma	pos
hjic-855	1	1	hungarian	hungarian	ADJ
hjic-855	1	2	journal	journal	NOUN
hjic-855	1	3	of	of	ADP
hjic-855	1	4	industry	industry	NOUN
hjic-855	1	5	and	and	CCONJ
hjic-855	1	6	chemistry	chemistry	NOUN
hjic-855	1	7	vol	vol	NOUN
hjic-855	1	8	.	.	PUNCT
hjic-855	2	1	47(2	47(2	NUM
hjic-855	2	2	)	)	PUNCT
hjic-855	3	1	pp	pp	ADV
hjic-855	3	2	.	.	PUNCT
hjic-855	4	1	1–4	1–4	PROPN
hjic-855	4	2	(	(	PUNCT
hjic-855	4	3	2019	2019	NUM
hjic-855	4	4	)	)	PUNCT
hjic-855	4	5	hjic.mk.uni-pannon.hu	hjic.mk.uni-pannon.hu	NOUN
hjic-855	4	6	doi	doi	PROPN
hjic-855	4	7	:	:	PUNCT
hjic-855	4	8	10.33927	10.33927	NUM
hjic-855	4	9	/	/	SYM
hjic-855	4	10	hjic-2019	hjic-2019	ADJ
hjic-855	4	11	-	-	PUNCT
hjic-855	4	12	13	13	NUM
hjic-855	4	13	investigations	investigation	NOUN
hjic-855	4	14	into	into	ADP
hjic-855	4	15	succinic	succinic	ADJ
hjic-855	4	16	acid	acid	NOUN
hjic-855	4	17	fermentation	fermentation	NOUN
hjic-855	4	18	áron	áron	NOUN
hjic-855	4	19	németh	németh	ADJ
hjic-855	4	20	*	*	PUNCT
hjic-855	4	21	1	1	NUM
hjic-855	4	22	1department	1department	NUM
hjic-855	4	23	of	of	ADP
hjic-855	4	24	applied	apply	VERB
hjic-855	4	25	biotechnology	biotechnology	NOUN
hjic-855	4	26	and	and	CCONJ
hjic-855	4	27	food	food	NOUN
hjic-855	4	28	science	science	NOUN
hjic-855	4	29	,	,	PUNCT
hjic-855	4	30	budapest	budapest	PROPN
hjic-855	4	31	university	university	PROPN
hjic-855	4	32	of	of	ADP
hjic-855	4	33	technology	technology	NOUN
hjic-855	4	34	and	and	CCONJ
hjic-855	4	35	economics	economic	NOUN
hjic-855	4	36	,	,	PUNCT
hjic-855	4	37	műegyetem	műegyetem	PROPN
hjic-855	4	38	rkp	rkp	PROPN
hjic-855	4	39	.	.	PROPN
hjic-855	4	40	3	3	NUM
hjic-855	4	41	,	,	PUNCT
hjic-855	4	42	budapest	budapest	NOUN
hjic-855	4	43	,	,	PUNCT
hjic-855	4	44	1111	1111	NUM
hjic-855	4	45	,	,	PUNCT
hjic-855	4	46	hungary	hungary	ADJ
hjic-855	4	47	succinic	succinic	ADJ
hjic-855	4	48	acid	acid	NOUN
hjic-855	4	49	(	(	PUNCT
hjic-855	4	50	sa	sa	NOUN
hjic-855	4	51	)	)	PUNCT
hjic-855	4	52	is	be	AUX
hjic-855	4	53	an	an	DET
hjic-855	4	54	important	important	ADJ
hjic-855	4	55	chemical	chemical	NOUN
hjic-855	4	56	intermediate	intermediate	ADJ
hjic-855	4	57	from	from	ADP
hjic-855	4	58	which	which	PRON
hjic-855	4	59	fine	fine	ADJ
hjic-855	4	60	chemicals	chemical	NOUN
hjic-855	4	61	(	(	PUNCT
hjic-855	4	62	e.g.	e.g.	ADV
hjic-855	4	63	detergents	detergent	NOUN
hjic-855	4	64	)	)	PUNCT
hjic-855	4	65	,	,	PUNCT
hjic-855	4	66	additives	additive	NOUN
hjic-855	4	67	(	(	PUNCT
hjic-855	4	68	for	for	ADP
hjic-855	4	69	pharmaceuticals	pharmaceutical	NOUN
hjic-855	4	70	,	,	PUNCT
hjic-855	4	71	food	food	NOUN
hjic-855	4	72	(	(	PUNCT
hjic-855	4	73	taste	taste	NOUN
hjic-855	4	74	)	)	PUNCT
hjic-855	4	75	,	,	PUNCT
hjic-855	4	76	plant	plant	NOUN
hjic-855	4	77	growth	growth	NOUN
hjic-855	4	78	stimulants	stimulant	NOUN
hjic-855	4	79	)	)	PUNCT
hjic-855	4	80	as	as	ADV
hjic-855	4	81	well	well	ADV
hjic-855	4	82	as	as	ADP
hjic-855	4	83	other	other	ADJ
hjic-855	4	84	important	important	ADJ
hjic-855	4	85	intermediates	intermediate	NOUN
hjic-855	4	86	(	(	PUNCT
hjic-855	4	87	maleic	maleic	ADJ
hjic-855	4	88	anhydride	anhydride	NOUN
hjic-855	4	89	,	,	PUNCT
hjic-855	4	90	succinimide	succinimide	ADJ
hjic-855	4	91	,	,	PUNCT
hjic-855	4	92	2	2	NUM
hjic-855	4	93	-	-	PUNCT
hjic-855	4	94	pyrrolidinone	pyrrolidinone	NOUN
hjic-855	4	95	,	,	PUNCT
hjic-855	4	96	dimethyl	dimethyl	NOUN
hjic-855	4	97	succinate	succinate	NOUN
hjic-855	4	98	)	)	PUNCT
hjic-855	4	99	can	can	AUX
hjic-855	4	100	be	be	AUX
hjic-855	4	101	manufactured	manufacture	VERB
hjic-855	4	102	.	.	PUNCT
hjic-855	5	1	since	since	SCONJ
hjic-855	5	2	sa	sa	PROPN
hjic-855	5	3	is	be	AUX
hjic-855	5	4	involved	involve	VERB
hjic-855	5	5	in	in	ADP
hjic-855	5	6	the	the	DET
hjic-855	5	7	central	central	ADJ
hjic-855	5	8	metabolism	metabolism	NOUN
hjic-855	5	9	of	of	ADP
hjic-855	5	10	cells	cell	NOUN
hjic-855	5	11	(	(	PUNCT
hjic-855	5	12	in	in	ADP
hjic-855	5	13	the	the	DET
hjic-855	5	14	tricarboxylic	tricarboxylic	ADJ
hjic-855	5	15	acid	acid	NOUN
hjic-855	5	16	(	(	PUNCT
hjic-855	5	17	tca	tca	PROPN
hjic-855	5	18	)	)	PUNCT
hjic-855	5	19	cycle	cycle	NOUN
hjic-855	5	20	)	)	PUNCT
hjic-855	5	21	,	,	PUNCT
hjic-855	5	22	it	it	PRON
hjic-855	5	23	is	be	AUX
hjic-855	5	24	a	a	DET
hjic-855	5	25	key	key	ADJ
hjic-855	5	26	player	player	NOUN
hjic-855	5	27	in	in	ADP
hjic-855	5	28	the	the	DET
hjic-855	5	29	biochemistry	biochemistry	NOUN
hjic-855	5	30	of	of	ADP
hjic-855	5	31	life	life	NOUN
hjic-855	5	32	,	,	PUNCT
hjic-855	5	33	which	which	PRON
hjic-855	5	34	has	have	VERB
hjic-855	5	35	the	the	DET
hjic-855	5	36	potential	potential	NOUN
hjic-855	5	37	of	of	ADP
hjic-855	5	38	biotechnological	biotechnological	ADJ
hjic-855	5	39	production	production	NOUN
hjic-855	5	40	.	.	PUNCT
hjic-855	6	1	since	since	SCONJ
hjic-855	6	2	sa	sa	PROPN
hjic-855	6	3	is	be	AUX
hjic-855	6	4	formed	form	VERB
hjic-855	6	5	in	in	ADP
hjic-855	6	6	the	the	DET
hjic-855	6	7	“	"	PUNCT
hjic-855	6	8	middle	middle	NOUN
hjic-855	6	9	”	"	PUNCT
hjic-855	6	10	of	of	ADP
hjic-855	6	11	the	the	DET
hjic-855	6	12	tca	tca	PROPN
hjic-855	6	13	cycle	cycle	NOUN
hjic-855	6	14	it	it	PRON
hjic-855	6	15	can	can	AUX
hjic-855	6	16	be	be	AUX
hjic-855	6	17	formed	form	VERB
hjic-855	6	18	by	by	ADP
hjic-855	6	19	both	both	DET
hjic-855	6	20	co2	co2	NOUN
hjic-855	6	21	production	production	NOUN
hjic-855	6	22	and	and	CCONJ
hjic-855	6	23	fixation	fixation	NOUN
hjic-855	6	24	.	.	PUNCT
hjic-855	7	1	the	the	DET
hjic-855	7	2	significance	significance	NOUN
hjic-855	7	3	of	of	ADP
hjic-855	7	4	the	the	DET
hjic-855	7	5	latter	latter	ADJ
hjic-855	7	6	is	be	AUX
hjic-855	7	7	that	that	SCONJ
hjic-855	7	8	the	the	DET
hjic-855	7	9	amount	amount	NOUN
hjic-855	7	10	of	of	ADP
hjic-855	7	11	the	the	DET
hjic-855	7	12	product	product	NOUN
hjic-855	7	13	can	can	AUX
hjic-855	7	14	be	be	AUX
hjic-855	7	15	controlled	control	VERB
hjic-855	7	16	by	by	ADP
hjic-855	7	17	the	the	DET
hjic-855	7	18	availability	availability	NOUN
hjic-855	7	19	of	of	ADP
hjic-855	7	20	co2	co2	NOUN
hjic-855	7	21	,	,	PUNCT
hjic-855	7	22	since	since	SCONJ
hjic-855	7	23	stoichiometrically	stoichiometrically	ADV
hjic-855	7	24	one	one	NUM
hjic-855	7	25	molecule	molecule	NOUN
hjic-855	7	26	of	of	ADP
hjic-855	7	27	co2	co2	NOUN
hjic-855	7	28	is	be	AUX
hjic-855	7	29	fixed	fix	VERB
hjic-855	7	30	by	by	ADP
hjic-855	7	31	one	one	NUM
hjic-855	7	32	molecule	molecule	NOUN
hjic-855	7	33	of	of	ADP
hjic-855	7	34	sa	sa	PROPN
hjic-855	7	35	.	.	PUNCT
hjic-855	8	1	in	in	ADP
hjic-855	8	2	our	our	PRON
hjic-855	8	3	studies	study	NOUN
hjic-855	8	4	of	of	ADP
hjic-855	8	5	compositions	composition	NOUN
hjic-855	8	6	of	of	ADP
hjic-855	8	7	actinobacillus	actinobacillus	ADJ
hjic-855	8	8	succinogenes	succinogene	NOUN
hjic-855	8	9	media	medium	NOUN
hjic-855	8	10	,	,	PUNCT
hjic-855	8	11	the	the	DET
hjic-855	8	12	role	role	NOUN
hjic-855	8	13	and	and	CCONJ
hjic-855	8	14	effect	effect	NOUN
hjic-855	8	15	of	of	ADP
hjic-855	8	16	ph	ph	ADJ
hjic-855	8	17	regulator	regulator	NOUN
hjic-855	8	18	compounds	compound	VERB
hjic-855	8	19	as	as	ADV
hjic-855	8	20	well	well	ADV
hjic-855	8	21	as	as	ADP
hjic-855	8	22	the	the	DET
hjic-855	8	23	effect	effect	NOUN
hjic-855	8	24	of	of	ADP
hjic-855	8	25	an	an	DET
hjic-855	8	26	inert	inert	ADJ
hjic-855	8	27	atmosphere	atmosphere	NOUN
hjic-855	8	28	were	be	AUX
hjic-855	8	29	investigated	investigate	VERB
hjic-855	8	30	in	in	ADP
hjic-855	8	31	terms	term	NOUN
hjic-855	8	32	of	of	ADP
hjic-855	8	33	the	the	DET
hjic-855	8	34	yield	yield	NOUN
hjic-855	8	35	.	.	PUNCT
hjic-855	9	1	furthermore	furthermore	ADV
hjic-855	9	2	,	,	PUNCT
hjic-855	9	3	in	in	ADP
hjic-855	9	4	fermentation	fermentation	NOUN
hjic-855	9	5	experiments	experiment	NOUN
hjic-855	9	6	,	,	PUNCT
hjic-855	9	7	the	the	DET
hjic-855	9	8	application	application	NOUN
hjic-855	9	9	of	of	ADP
hjic-855	9	10	higher	high	ADJ
hjic-855	9	11	sugar	sugar	NOUN
hjic-855	9	12	concentrations	concentration	NOUN
hjic-855	9	13	was	be	AUX
hjic-855	9	14	also	also	ADV
hjic-855	9	15	studied	study	VERB
hjic-855	9	16	.	.	PUNCT
hjic-855	10	1	on	on	ADP
hjic-855	10	2	the	the	DET
hjic-855	10	3	basis	basis	NOUN
hjic-855	10	4	of	of	ADP
hjic-855	10	5	different	different	ADJ
hjic-855	10	6	fermentations	fermentation	NOUN
hjic-855	10	7	,	,	PUNCT
hjic-855	10	8	a	a	DET
hjic-855	10	9	neural	neural	ADJ
hjic-855	10	10	network	network	NOUN
hjic-855	10	11	for	for	ADP
hjic-855	10	12	modelling	modelling	NOUN
hjic-855	10	13	and	and	CCONJ
hjic-855	10	14	describing	describe	VERB
hjic-855	10	15	how	how	SCONJ
hjic-855	10	16	factors	factor	NOUN
hjic-855	10	17	influence	influence	NOUN
hjic-855	10	18	sa	sa	PROPN
hjic-855	10	19	production	production	NOUN
hjic-855	10	20	was	be	AUX
hjic-855	10	21	established	establish	VERB
hjic-855	10	22	.	.	PUNCT
hjic-855	11	1	keywords	keyword	NOUN
hjic-855	11	2	:	:	PUNCT
hjic-855	11	3	succinic	succinic	ADJ
hjic-855	11	4	acid	acid	NOUN
hjic-855	11	5	,	,	PUNCT
hjic-855	11	6	actinobacillus	actinobacillus	ADJ
hjic-855	11	7	succinogenes	succinogene	NOUN
hjic-855	11	8	,	,	PUNCT
hjic-855	11	9	neural	neural	ADJ
hjic-855	11	10	network	network	NOUN
hjic-855	11	11	,	,	PUNCT
hjic-855	11	12	modelling	model	VERB
hjic-855	11	13	1	1	NUM
hjic-855	11	14	.	.	PUNCT
hjic-855	11	15	introduction	introduction	NOUN
hjic-855	11	16	succinic	succinic	ADJ
hjic-855	11	17	acid	acid	NOUN
hjic-855	11	18	(	(	PUNCT
hjic-855	11	19	sa	sa	PROPN
hjic-855	11	20	)	)	PUNCT
hjic-855	11	21	,	,	PUNCT
hjic-855	11	22	as	as	ADP
hjic-855	11	23	an	an	DET
hjic-855	11	24	intermediate	intermediate	NOUN
hjic-855	11	25	of	of	ADP
hjic-855	11	26	the	the	DET
hjic-855	11	27	tricarboxylic	tricarboxylic	ADJ
hjic-855	11	28	acid	acid	NOUN
hjic-855	11	29	(	(	PUNCT
hjic-855	11	30	tca	tca	PROPN
hjic-855	11	31	)	)	PUNCT
hjic-855	11	32	cycle	cycle	NOUN
hjic-855	11	33	,	,	PUNCT
hjic-855	11	34	plays	play	VERB
hjic-855	11	35	an	an	DET
hjic-855	11	36	essential	essential	ADJ
hjic-855	11	37	role	role	NOUN
hjic-855	11	38	in	in	ADP
hjic-855	11	39	the	the	DET
hjic-855	11	40	metabolism	metabolism	NOUN
hjic-855	11	41	of	of	ADP
hjic-855	11	42	microorganisms	microorganism	NOUN
hjic-855	11	43	.	.	PUNCT
hjic-855	12	1	sa	sa	PROPN
hjic-855	12	2	can	can	AUX
hjic-855	12	3	be	be	AUX
hjic-855	12	4	produced	produce	VERB
hjic-855	12	5	by	by	ADP
hjic-855	12	6	many	many	ADJ
hjic-855	12	7	anaerobes	anaerobe	NOUN
hjic-855	12	8	or	or	CCONJ
hjic-855	12	9	facultative	facultative	ADJ
hjic-855	12	10	anaerobes	anaerobe	NOUN
hjic-855	12	11	as	as	ADP
hjic-855	12	12	a	a	DET
hjic-855	12	13	metabolic	metabolic	NOUN
hjic-855	12	14	product	product	NOUN
hjic-855	12	15	,	,	PUNCT
hjic-855	12	16	thus	thus	ADV
hjic-855	12	17	can	can	AUX
hjic-855	12	18	be	be	AUX
hjic-855	12	19	used	use	VERB
hjic-855	12	20	as	as	ADP
hjic-855	12	21	an	an	DET
hjic-855	12	22	important	important	ADJ
hjic-855	12	23	platform	platform	NOUN
hjic-855	12	24	chemical	chemical	NOUN
hjic-855	12	25	,	,	PUNCT
hjic-855	12	26	a	a	DET
hjic-855	12	27	precursor	precursor	NOUN
hjic-855	12	28	of	of	ADP
hjic-855	12	29	many	many	ADJ
hjic-855	12	30	pharmaceuticals	pharmaceutical	NOUN
hjic-855	12	31	,	,	PUNCT
hjic-855	12	32	feed	feed	NOUN
hjic-855	12	33	additives	additive	NOUN
hjic-855	12	34	,	,	PUNCT
hjic-855	12	35	green	green	ADJ
hjic-855	12	36	solvents	solvent	NOUN
hjic-855	12	37	or	or	CCONJ
hjic-855	12	38	biodegradable	biodegradable	ADJ
hjic-855	12	39	polymers	polymer	NOUN
hjic-855	12	40	.	.	PUNCT
hjic-855	13	1	sa	sa	PROPN
hjic-855	13	2	itself	itself	PRON
hjic-855	13	3	is	be	AUX
hjic-855	13	4	a	a	DET
hjic-855	13	5	colourless	colourless	ADJ
hjic-855	13	6	,	,	PUNCT
hjic-855	13	7	odourless	odourless	ADJ
hjic-855	13	8	and	and	CCONJ
hjic-855	13	9	crystal	crystal	NOUN
hjic-855	13	10	-	-	PUNCT
hjic-855	13	11	forming	form	VERB
hjic-855	13	12	compound	compound	NOUN
hjic-855	13	13	.	.	PUNCT
hjic-855	14	1	since	since	SCONJ
hjic-855	14	2	this	this	DET
hjic-855	14	3	metabolite	metabolite	NOUN
hjic-855	14	4	is	be	AUX
hjic-855	14	5	bifunctional	bifunctional	ADJ
hjic-855	14	6	(	(	PUNCT
hjic-855	14	7	pka1	pka1	PROPN
hjic-855	14	8	=	=	PROPN
hjic-855	14	9	4.21	4.21	NUM
hjic-855	14	10	,	,	PUNCT
hjic-855	14	11	pka2	pka2	NOUN
hjic-855	14	12	=	=	PUNCT
hjic-855	15	1	5.72	5.72	NUM
hjic-855	15	2	[	[	X
hjic-855	15	3	1	1	NUM
hjic-855	15	4	]	]	NUM
hjic-855	15	5	)	)	PUNCT
hjic-855	15	6	,	,	PUNCT
hjic-855	15	7	it	it	PRON
hjic-855	15	8	is	be	AUX
hjic-855	15	9	very	very	ADV
hjic-855	15	10	reactive	reactive	ADJ
hjic-855	15	11	so	so	ADV
hjic-855	15	12	has	have	AUX
hjic-855	15	13	many	many	ADJ
hjic-855	15	14	potential	potential	ADJ
hjic-855	15	15	applications	application	NOUN
hjic-855	15	16	,	,	PUNCT
hjic-855	15	17	e.g.	e.g.	ADV
hjic-855	15	18	it	it	PRON
hjic-855	15	19	plays	play	VERB
hjic-855	15	20	important	important	ADJ
hjic-855	15	21	roles	role	NOUN
hjic-855	15	22	in	in	ADP
hjic-855	15	23	the	the	DET
hjic-855	15	24	synthesis	synthesis	NOUN
hjic-855	15	25	of	of	ADP
hjic-855	15	26	γ	γ	NOUN
hjic-855	15	27	-	-	NOUN
hjic-855	15	28	butyrolactone	butyrolactone	NOUN
hjic-855	15	29	,	,	PUNCT
hjic-855	15	30	maleic	maleic	VERB
hjic-855	15	31	anhydryde	anhydryde	NOUN
hjic-855	15	32	,	,	PUNCT
hjic-855	15	33	succinimide	succinimide	ADJ
hjic-855	15	34	,	,	PUNCT
hjic-855	15	35	1,4butanediol	1,4butanediol	NUM
hjic-855	15	36	,	,	PUNCT
hjic-855	15	37	dimethyl	dimethyl	NOUN
hjic-855	15	38	succinate	succinate	NOUN
hjic-855	15	39	,	,	PUNCT
hjic-855	15	40	succinonitrile	succinonitrile	NOUN
hjic-855	15	41	and	and	CCONJ
hjic-855	15	42	1,4diaminobutane	1,4diaminobutane	NUM
hjic-855	15	43	.	.	PUNCT
hjic-855	16	1	it	it	PRON
hjic-855	16	2	is	be	AUX
hjic-855	16	3	industrially	industrially	ADV
hjic-855	16	4	produced	produce	VERB
hjic-855	16	5	,	,	PUNCT
hjic-855	16	6	mainly	mainly	ADV
hjic-855	16	7	synthetically	synthetically	ADV
hjic-855	16	8	,	,	PUNCT
hjic-855	16	9	in	in	ADP
hjic-855	16	10	a	a	DET
hjic-855	16	11	complex	complex	ADJ
hjic-855	16	12	way	way	NOUN
hjic-855	16	13	from	from	ADP
hjic-855	16	14	maleic	maleic	ADJ
hjic-855	16	15	anhydride	anhydride	NOUN
hjic-855	16	16	found	find	VERB
hjic-855	16	17	in	in	ADP
hjic-855	16	18	crude	crude	ADJ
hjic-855	16	19	oil	oil	NOUN
hjic-855	16	20	,	,	PUNCT
hjic-855	16	21	which	which	PRON
hjic-855	16	22	is	be	AUX
hjic-855	16	23	both	both	PRON
hjic-855	16	24	economically	economically	ADV
hjic-855	16	25	and	and	CCONJ
hjic-855	16	26	environmentally	environmentally	ADV
hjic-855	16	27	unfavourable	unfavourable	ADJ
hjic-855	16	28	[	[	X
hjic-855	16	29	2	2	NUM
hjic-855	16	30	]	]	PUNCT
hjic-855	16	31	.	.	PUNCT
hjic-855	17	1	therefore	therefore	ADV
hjic-855	17	2	,	,	PUNCT
hjic-855	17	3	its	its	PRON
hjic-855	17	4	biotechnological	biotechnological	ADJ
hjic-855	17	5	production	production	NOUN
hjic-855	17	6	is	be	AUX
hjic-855	17	7	a	a	DET
hjic-855	17	8	current	current	ADJ
hjic-855	17	9	research	research	NOUN
hjic-855	17	10	topic	topic	NOUN
hjic-855	17	11	to	to	PART
hjic-855	17	12	find	find	VERB
hjic-855	17	13	an	an	DET
hjic-855	17	14	alternative	alternative	ADJ
hjic-855	17	15	method	method	NOUN
hjic-855	17	16	to	to	PART
hjic-855	17	17	avoid	avoid	VERB
hjic-855	17	18	the	the	DET
hjic-855	17	19	above	above	ADV
hjic-855	17	20	-	-	PUNCT
hjic-855	17	21	mentioned	mention	VERB
hjic-855	17	22	side	side	NOUN
hjic-855	17	23	effects	effect	NOUN
hjic-855	17	24	[	[	X
hjic-855	17	25	3	3	NUM
hjic-855	17	26	]	]	PUNCT
hjic-855	17	27	.	.	PUNCT
hjic-855	18	1	furthermore	furthermore	ADV
hjic-855	18	2	,	,	PUNCT
hjic-855	18	3	a	a	DET
hjic-855	18	4	great	great	ADJ
hjic-855	18	5	advantage	advantage	NOUN
hjic-855	18	6	of	of	ADP
hjic-855	18	7	the	the	DET
hjic-855	18	8	microbial	microbial	ADJ
hjic-855	18	9	production	production	NOUN
hjic-855	18	10	of	of	ADP
hjic-855	18	11	sa	sa	PROPN
hjic-855	18	12	is	be	AUX
hjic-855	18	13	that	that	SCONJ
hjic-855	18	14	one	one	NUM
hjic-855	18	15	of	of	ADP
hjic-855	18	16	the	the	DET
hjic-855	18	17	initial	initial	ADJ
hjic-855	18	18	biochemical	biochemical	ADJ
hjic-855	18	19	reactions	reaction	NOUN
hjic-855	18	20	is	be	AUX
hjic-855	18	21	the	the	DET
hjic-855	18	22	carboxylation	carboxylation	NOUN
hjic-855	18	23	of	of	ADP
hjic-855	18	24	phosphoenolpyruvate	phosphoenolpyruvate	NOUN
hjic-855	18	25	[	[	X
hjic-855	18	26	4	4	NUM
hjic-855	18	27	]	]	PUNCT
hjic-855	18	28	which	which	PRON
hjic-855	18	29	is	be	AUX
hjic-855	18	30	regulated	regulate	VERB
hjic-855	18	31	in	in	ADP
hjic-855	18	32	the	the	DET
hjic-855	18	33	case	case	NOUN
hjic-855	18	34	of	of	ADP
hjic-855	18	35	anaerobic	anaerobic	ADJ
hjic-855	18	36	bacteria	bacteria	NOUN
hjic-855	18	37	by	by	ADP
hjic-855	18	38	the	the	DET
hjic-855	18	39	availability	availability	NOUN
hjic-855	18	40	of	of	ADP
hjic-855	18	41	co2	co2	NOUN
hjic-855	18	42	[	[	X
hjic-855	18	43	2	2	NUM
hjic-855	18	44	]	]	PUNCT
hjic-855	18	45	,	,	PUNCT
hjic-855	18	46	thus	thus	ADV
hjic-855	18	47	the	the	DET
hjic-855	18	48	elevation	elevation	NOUN
hjic-855	18	49	of	of	ADP
hjic-855	18	50	the	the	DET
hjic-855	18	51	co2	co2	NOUN
hjic-855	18	52	concentration	concentration	NOUN
hjic-855	18	53	can	can	AUX
hjic-855	18	54	shift	shift	VERB
hjic-855	18	55	product	product	NOUN
hjic-855	18	56	portfolio	portfolio	NOUN
hjic-855	18	57	from	from	ADP
hjic-855	18	58	formate	formate	NOUN
hjic-855	18	59	and	and	CCONJ
hjic-855	18	60	ethanol	ethanol	NOUN
hjic-855	18	61	towards	towards	ADP
hjic-855	18	62	sa	sa	PROPN
hjic-855	18	63	(	(	PUNCT
hjic-855	18	64	fig	fig	NOUN
hjic-855	18	65	.	.	PUNCT
hjic-855	18	66	1	1	NUM
hjic-855	18	67	)	)	PUNCT
hjic-855	18	68	.	.	PUNCT
hjic-855	19	1	*	*	PUNCT
hjic-855	19	2	correspondence	correspondence	NOUN
hjic-855	19	3	:	:	PUNCT
hjic-855	19	4	naron@f-labor.mkt.bme.hu	naron@f-labor.mkt.bme.hu	PROPN
hjic-855	19	5	despite	despite	SCONJ
hjic-855	19	6	this	this	DET
hjic-855	19	7	fact	fact	NOUN
hjic-855	19	8	,	,	PUNCT
hjic-855	19	9	the	the	DET
hjic-855	19	10	process	process	NOUN
hjic-855	19	11	can	can	AUX
hjic-855	19	12	help	help	VERB
hjic-855	19	13	to	to	PART
hjic-855	19	14	decrease	decrease	VERB
hjic-855	19	15	the	the	DET
hjic-855	19	16	co2	co2	NOUN
hjic-855	19	17	emissions	emission	NOUN
hjic-855	19	18	of	of	ADP
hjic-855	19	19	the	the	DET
hjic-855	19	20	human	human	ADJ
hjic-855	19	21	population	population	NOUN
hjic-855	20	1	[	[	X
hjic-855	20	2	5	5	NUM
hjic-855	20	3	]	]	PUNCT
hjic-855	20	4	.	.	PUNCT
hjic-855	21	1	both	both	DET
hjic-855	21	2	fungi	fungus	NOUN
hjic-855	21	3	and	and	CCONJ
hjic-855	21	4	bacteria	bacteria	NOUN
hjic-855	21	5	can	can	AUX
hjic-855	21	6	be	be	AUX
hjic-855	21	7	found	find	VERB
hjic-855	21	8	among	among	ADP
hjic-855	21	9	the	the	DET
hjic-855	21	10	saproducing	saproduce	VERB
hjic-855	21	11	microorganisms	microorganism	NOUN
hjic-855	21	12	,	,	PUNCT
hjic-855	21	13	but	but	CCONJ
hjic-855	21	14	their	their	PRON
hjic-855	21	15	ability	ability	NOUN
hjic-855	21	16	to	to	PART
hjic-855	21	17	produce	produce	VERB
hjic-855	21	18	sa	sa	PROPN
hjic-855	21	19	differs	differ	NOUN
hjic-855	21	20	significantly	significantly	ADV
hjic-855	21	21	:	:	PUNCT
hjic-855	21	22	fungi	fungus	NOUN
hjic-855	21	23	∼45	∼45	INTJ
hjic-855	21	24	g	g	PROPN
hjic-855	21	25	/	/	SYM
hjic-855	21	26	l	l	NOUN
hjic-855	21	27	(	(	PUNCT
hjic-855	21	28	aspergillus	aspergillus	NOUN
hjic-855	21	29	niger	niger	NOUN
hjic-855	21	30	,	,	PUNCT
hjic-855	21	31	rec	rec	X
hjic-855	21	32	.	.	PROPN
hjic-855	21	33	yarrowia	yarrowia	PROPN
hjic-855	21	34	lipolytica	lipolytica	PROPN
hjic-855	21	35	)	)	PUNCT
hjic-855	21	36	,	,	PUNCT
hjic-855	21	37	gram	gram	NOUN
hjic-855	21	38	-	-	PUNCT
hjic-855	21	39	negative	negative	ADJ
hjic-855	21	40	bacteria	bacteria	NOUN
hjic-855	21	41	(	(	PUNCT
hjic-855	21	42	wild	wild	ADJ
hjic-855	21	43	-	-	PUNCT
hjic-855	21	44	type	type	NOUN
hjic-855	21	45	actinobacillus	actinobacillus	ADJ
hjic-855	21	46	succinogenes	succinogene	NOUN
hjic-855	21	47	98.7	98.7	NUM
hjic-855	21	48	g	g	NOUN
hjic-855	21	49	/	/	SYM
hjic-855	21	50	l	l	NOUN
hjic-855	21	51	,	,	PUNCT
hjic-855	21	52	mannheimia	mannheimia	NOUN
hjic-855	21	53	succiniciproducens	succiniciproducen	VERB
hjic-855	21	54	90	90	NUM
hjic-855	21	55	g	g	NOUN
hjic-855	21	56	/	/	SYM
hjic-855	21	57	l	l	NOUN
hjic-855	21	58	)	)	PUNCT
hjic-855	21	59	and	and	CCONJ
hjic-855	21	60	grampositive	grampositive	ADJ
hjic-855	21	61	bacteria	bacteria	NOUN
hjic-855	21	62	(	(	PUNCT
hjic-855	21	63	clostridium	clostridium	NOUN
hjic-855	21	64	thermosuccinogenes	thermosuccinogene	VERB
hjic-855	21	65	82.5	82.5	NUM
hjic-855	21	66	g	g	NOUN
hjic-855	21	67	/	/	SYM
hjic-855	21	68	l	l	NOUN
hjic-855	21	69	,	,	PUNCT
hjic-855	21	70	rec	rec	PROPN
hjic-855	21	71	.	.	PROPN
hjic-855	21	72	corynebacterium	corynebacterium	PROPN
hjic-855	21	73	glutamicum	glutamicum	PROPN
hjic-855	21	74	145	145	NUM
hjic-855	21	75	g	g	NOUN
hjic-855	21	76	/	/	SYM
hjic-855	21	77	l	l	NOUN
hjic-855	21	78	)	)	PUNCT
hjic-855	22	1	[	[	X
hjic-855	22	2	5	5	NUM
hjic-855	22	3	]	]	PUNCT
hjic-855	22	4	.	.	PUNCT
hjic-855	23	1	the	the	DET
hjic-855	23	2	most	most	ADV
hjic-855	23	3	frequently	frequently	ADV
hjic-855	23	4	applied	apply	VERB
hjic-855	23	5	strains	strain	NOUN
hjic-855	23	6	in	in	ADP
hjic-855	23	7	the	the	DET
hjic-855	23	8	industry	industry	NOUN
hjic-855	23	9	are	be	AUX
hjic-855	23	10	aspergillus	aspergillus	NOUN
hjic-855	23	11	niger	niger	NOUN
hjic-855	23	12	,	,	PUNCT
hjic-855	23	13	aspergillus	aspergillus	NOUN
hjic-855	23	14	fumigatus	fumigatus	NOUN
hjic-855	23	15	,	,	PUNCT
hjic-855	23	16	byssochlamys	byssochlamys	PROPN
hjic-855	23	17	nivea	nivea	PROPN
hjic-855	23	18	,	,	PUNCT
hjic-855	23	19	lentinus	lentinus	ADJ
hjic-855	23	20	degener	degener	NOUN
hjic-855	23	21	,	,	PUNCT
hjic-855	23	22	paecilomyces	paecilomyce	NOUN
hjic-855	23	23	variotii	variotii	VERB
hjic-855	23	24	,	,	PUNCT
hjic-855	23	25	penicillium	penicillium	NOUN
hjic-855	23	26	viniferum	viniferum	NOUN
hjic-855	23	27	,	,	PUNCT
hjic-855	23	28	saccharomyces	saccharomyce	NOUN
hjic-855	23	29	cerevisiae	cerevisiae	NOUN
hjic-855	23	30	and	and	CCONJ
hjic-855	23	31	actinobacillus	actinobacillus	ADJ
hjic-855	23	32	succinogenes	succinogene	NOUN
hjic-855	23	33	[	[	X
hjic-855	23	34	4	4	NUM
hjic-855	23	35	]	]	PUNCT
hjic-855	23	36	.	.	PUNCT
hjic-855	24	1	the	the	DET
hjic-855	24	2	latter	latter	ADJ
hjic-855	24	3	bacterium	bacterium	NOUN
hjic-855	24	4	is	be	AUX
hjic-855	24	5	one	one	NUM
hjic-855	24	6	of	of	ADP
hjic-855	24	7	the	the	DET
hjic-855	24	8	most	most	ADV
hjic-855	24	9	prominent	prominent	ADJ
hjic-855	24	10	producer	producer	NOUN
hjic-855	24	11	strains	strain	NOUN
hjic-855	24	12	that	that	PRON
hjic-855	24	13	is	be	AUX
hjic-855	24	14	isolated	isolate	VERB
hjic-855	24	15	from	from	ADP
hjic-855	24	16	bovine	bovine	ADJ
hjic-855	24	17	rumen	ruman	NOUN
hjic-855	24	18	and	and	CCONJ
hjic-855	24	19	has	have	AUX
hjic-855	24	20	been	be	AUX
hjic-855	24	21	identified	identify	VERB
hjic-855	24	22	as	as	ADP
hjic-855	24	23	a	a	DET
hjic-855	24	24	member	member	NOUN
hjic-855	24	25	of	of	ADP
hjic-855	24	26	the	the	DET
hjic-855	24	27	genus	genus	NOUN
hjic-855	24	28	pasteurella	pasteurella	NOUN
hjic-855	24	29	,	,	PUNCT
hjic-855	24	30	which	which	PRON
hjic-855	24	31	is	be	AUX
hjic-855	24	32	a	a	DET
hjic-855	24	33	facultative	facultative	ADJ
hjic-855	24	34	anaerobic	anaerobic	NOUN
hjic-855	24	35	,	,	PUNCT
hjic-855	24	36	non	non	ADJ
hjic-855	24	37	-	-	ADJ
hjic-855	24	38	motile	motile	ADJ
hjic-855	24	39	,	,	PUNCT
hjic-855	24	40	gram	gram	NOUN
hjic-855	24	41	-	-	PUNCT
hjic-855	24	42	negative	negative	ADJ
hjic-855	24	43	pleomorphic	pleomorphic	ADJ
hjic-855	24	44	,	,	PUNCT
hjic-855	24	45	rod	rod	NOUN
hjic-855	24	46	-	-	PUNCT
hjic-855	24	47	shaped	shape	VERB
hjic-855	24	48	bacterium	bacterium	NOUN
hjic-855	24	49	[	[	X
hjic-855	24	50	2	2	NUM
hjic-855	24	51	]	]	PUNCT
hjic-855	24	52	.	.	PUNCT
hjic-855	25	1	it	it	PRON
hjic-855	25	2	has	have	VERB
hjic-855	25	3	great	great	ADJ
hjic-855	25	4	potential	potential	NOUN
hjic-855	25	5	in	in	ADP
hjic-855	25	6	terms	term	NOUN
hjic-855	25	7	of	of	ADP
hjic-855	25	8	sa	sa	NOUN
hjic-855	25	9	production	production	NOUN
hjic-855	25	10	,	,	PUNCT
hjic-855	25	11	because	because	SCONJ
hjic-855	25	12	of	of	ADP
hjic-855	25	13	its	its	PRON
hjic-855	25	14	higher	high	ADJ
hjic-855	25	15	yield	yield	NOUN
hjic-855	25	16	and	and	CCONJ
hjic-855	25	17	wide	wide	ADJ
hjic-855	25	18	range	range	NOUN
hjic-855	25	19	of	of	ADP
hjic-855	25	20	applicable	applicable	ADJ
hjic-855	25	21	substrates	substrate	NOUN
hjic-855	25	22	,	,	PUNCT
hjic-855	25	23	e.g.	e.g.	ADV
hjic-855	25	24	glucose	glucose	NOUN
hjic-855	25	25	,	,	PUNCT
hjic-855	25	26	cellobiose	cellobiose	NOUN
hjic-855	25	27	,	,	PUNCT
hjic-855	25	28	maltose	maltose	ADJ
hjic-855	25	29	,	,	PUNCT
hjic-855	25	30	lactose	lactose	NOUN
hjic-855	25	31	,	,	PUNCT
hjic-855	25	32	saccharose	saccharose	NOUN
hjic-855	25	33	,	,	PUNCT
hjic-855	25	34	fructose	fructose	NOUN
hjic-855	25	35	and	and	CCONJ
hjic-855	25	36	sorbitol	sorbitol	NOUN
hjic-855	25	37	.	.	PUNCT
hjic-855	26	1	furthermore	furthermore	ADV
hjic-855	26	2	,	,	PUNCT
hjic-855	26	3	it	it	PRON
hjic-855	26	4	can	can	AUX
hjic-855	26	5	tolerate	tolerate	VERB
hjic-855	26	6	high	high	ADJ
hjic-855	26	7	initial	initial	ADJ
hjic-855	26	8	concentrations	concentration	NOUN
hjic-855	26	9	of	of	ADP
hjic-855	26	10	glucose	glucose	NOUN
hjic-855	26	11	,	,	PUNCT
hjic-855	26	12	therefore	therefore	ADV
hjic-855	26	13	,	,	PUNCT
hjic-855	26	14	is	be	AUX
hjic-855	26	15	suitable	suitable	ADJ
hjic-855	26	16	for	for	ADP
hjic-855	26	17	simple	simple	ADJ
hjic-855	26	18	batch	batch	NOUN
hjic-855	26	19	fermentation	fermentation	NOUN
hjic-855	26	20	instead	instead	ADV
hjic-855	26	21	of	of	ADP
hjic-855	26	22	the	the	DET
hjic-855	26	23	more	more	ADV
hjic-855	26	24	complex	complex	ADJ
hjic-855	26	25	and	and	CCONJ
hjic-855	26	26	costly	costly	ADJ
hjic-855	26	27	fed	feed	VERB
hjic-855	26	28	-	-	PUNCT
hjic-855	26	29	batch	batch	NOUN
hjic-855	26	30	culture	culture	NOUN
hjic-855	26	31	technique	technique	NOUN
hjic-855	26	32	[	[	X
hjic-855	26	33	5	5	NUM
hjic-855	26	34	]	]	PUNCT
hjic-855	26	35	.	.	PUNCT
hjic-855	27	1	the	the	DET
hjic-855	27	2	most	most	ADV
hjic-855	27	3	widely	widely	ADV
hjic-855	27	4	applied	apply	VERB
hjic-855	27	5	strains	strain	NOUN
hjic-855	27	6	are	be	AUX
hjic-855	27	7	actinobacillus	actinobacillus	ADJ
hjic-855	27	8	succinohttps://doi.org/10.33927/hjic-2019-13	succinohttps://doi.org/10.33927/hjic-2019-13	X
hjic-855	27	9	mailto:naron@f-labor.mkt.bme.hu	mailto:naron@f-labor.mkt.bme.hu	PROPN
hjic-855	27	10	2	2	NUM
hjic-855	27	11	németh	németh	ADJ
hjic-855	27	12	figure	figure	NOUN
hjic-855	27	13	1	1	NUM
hjic-855	27	14	:	:	PUNCT
hjic-855	27	15	sa	sa	VERB
hjic-855	27	16	metabolism	metabolism	NOUN
hjic-855	27	17	with	with	ADP
hjic-855	27	18	co2	co2	NOUN
hjic-855	27	19	regulation	regulation	NOUN
hjic-855	27	20	genes	gene	NOUN
hjic-855	27	21	130z	130z	NUM
hjic-855	27	22	and	and	CCONJ
hjic-855	27	23	its	its	PRON
hjic-855	27	24	variants	variant	NOUN
hjic-855	27	25	(	(	PUNCT
hjic-855	27	26	fz6	fz6	NOUN
hjic-855	27	27	,	,	PUNCT
hjic-855	27	28	9	9	NUM
hjic-855	27	29	,	,	PUNCT
hjic-855	27	30	21	21	NUM
hjic-855	27	31	,	,	PUNCT
hjic-855	27	32	45	45	NUM
hjic-855	27	33	and	and	CCONJ
hjic-855	27	34	53	53	NUM
hjic-855	27	35	)	)	PUNCT
hjic-855	28	1	[	[	X
hjic-855	28	2	2	2	NUM
hjic-855	28	3	]	]	PUNCT
hjic-855	28	4	,	,	PUNCT
hjic-855	28	5	which	which	PRON
hjic-855	28	6	can	can	AUX
hjic-855	28	7	tolerate	tolerate	VERB
hjic-855	28	8	both	both	PRON
hjic-855	28	9	high	high	ADJ
hjic-855	28	10	glucose	glucose	NOUN
hjic-855	28	11	and	and	CCONJ
hjic-855	28	12	sa	sa	NOUN
hjic-855	28	13	concentrations	concentration	NOUN
hjic-855	28	14	as	as	ADV
hjic-855	28	15	well	well	ADV
hjic-855	28	16	as	as	ADP
hjic-855	28	17	achieve	achieve	VERB
hjic-855	28	18	high	high	ADJ
hjic-855	28	19	sa	sa	NOUN
hjic-855	28	20	yields	yield	NOUN
hjic-855	28	21	[	[	X
hjic-855	28	22	5	5	NUM
hjic-855	28	23	]	]	PUNCT
hjic-855	28	24	.	.	PUNCT
hjic-855	29	1	the	the	DET
hjic-855	29	2	aim	aim	NOUN
hjic-855	29	3	of	of	ADP
hjic-855	29	4	this	this	DET
hjic-855	29	5	paper	paper	NOUN
hjic-855	29	6	is	be	AUX
hjic-855	29	7	to	to	PART
hjic-855	29	8	compare	compare	VERB
hjic-855	29	9	fermentations	fermentation	NOUN
hjic-855	29	10	of	of	ADP
hjic-855	29	11	actinobacillus	actinobacillus	ADJ
hjic-855	29	12	succinogenes	succinogene	NOUN
hjic-855	29	13	under	under	ADP
hjic-855	29	14	different	different	ADJ
hjic-855	29	15	experimental	experimental	ADJ
hjic-855	29	16	conditions	condition	NOUN
hjic-855	29	17	,	,	PUNCT
hjic-855	29	18	then	then	ADV
hjic-855	29	19	–	–	PUNCT
hjic-855	29	20	due	due	ADP
hjic-855	29	21	to	to	ADP
hjic-855	29	22	the	the	DET
hjic-855	29	23	many	many	ADJ
hjic-855	29	24	influential	influential	ADJ
hjic-855	29	25	factors	factor	NOUN
hjic-855	29	26	–	–	PUNCT
hjic-855	29	27	to	to	PART
hjic-855	29	28	set	set	VERB
hjic-855	29	29	up	up	ADP
hjic-855	29	30	a	a	DET
hjic-855	29	31	neural	neural	ADJ
hjic-855	29	32	network	network	NOUN
hjic-855	29	33	-	-	PUNCT
hjic-855	29	34	based	base	VERB
hjic-855	29	35	model	model	NOUN
hjic-855	29	36	which	which	PRON
hjic-855	29	37	can	can	AUX
hjic-855	29	38	be	be	AUX
hjic-855	29	39	used	use	VERB
hjic-855	29	40	to	to	PART
hjic-855	29	41	predict	predict	VERB
hjic-855	29	42	high	high	ADJ
hjic-855	29	43	sa	sa	PROPN
hjic-855	29	44	titres	titre	NOUN
hjic-855	29	45	.	.	PUNCT
hjic-855	30	1	2	2	X
hjic-855	30	2	.	.	X
hjic-855	30	3	materials	material	NOUN
hjic-855	30	4	and	and	CCONJ
hjic-855	30	5	methods	method	NOUN
hjic-855	30	6	2.1	2.1	NUM
hjic-855	30	7	cultivation	cultivation	NOUN
hjic-855	30	8	of	of	ADP
hjic-855	30	9	the	the	DET
hjic-855	30	10	bacteria	bacteria	NOUN
hjic-855	30	11	actinobacillus	actinobacillus	ADJ
hjic-855	30	12	succinogenes	succinogene	NOUN
hjic-855	30	13	130z	130z	NUM
hjic-855	30	14	(	(	PUNCT
hjic-855	30	15	dsm22257	dsm22257	NOUN
hjic-855	30	16	)	)	PUNCT
hjic-855	30	17	was	be	AUX
hjic-855	30	18	cultivated	cultivate	VERB
hjic-855	30	19	in	in	ADP
hjic-855	30	20	10	10	NUM
hjic-855	30	21	ml	ml	NOUN
hjic-855	30	22	of	of	ADP
hjic-855	30	23	tryptic	tryptic	ADJ
hjic-855	30	24	soy	soy	NOUN
hjic-855	30	25	broth	broth	NOUN
hjic-855	30	26	(	(	PUNCT
hjic-855	30	27	tsb	tsb	PROPN
hjic-855	30	28	)	)	PUNCT
hjic-855	30	29	(	(	PUNCT
hjic-855	30	30	sigma	sigma	PROPN
hjic-855	30	31	)	)	PUNCT
hjic-855	30	32	in	in	ADP
hjic-855	30	33	an	an	DET
hjic-855	30	34	impedimetric	impedimetric	ADJ
hjic-855	30	35	bactrac	bactrac	NOUN
hjic-855	30	36	4100	4100	NUM
hjic-855	30	37	(	(	PUNCT
hjic-855	30	38	sy	sy	NOUN
hjic-855	30	39	-	-	PUNCT
hjic-855	30	40	lab	lab	NOUN
hjic-855	30	41	,	,	PUNCT
hjic-855	30	42	austria	austria	PROPN
hjic-855	30	43	)	)	PUNCT
hjic-855	30	44	anaerobic	anaerobic	NOUN
hjic-855	30	45	cell	cell	NOUN
hjic-855	30	46	.	.	PUNCT
hjic-855	31	1	for	for	ADP
hjic-855	31	2	a	a	DET
hjic-855	31	3	1	1	NUM
hjic-855	31	4	l	l	NOUN
hjic-855	31	5	fermentation	fermentation	NOUN
hjic-855	31	6	with	with	ADP
hjic-855	31	7	a	a	DET
hjic-855	31	8	working	work	VERB
hjic-855	31	9	volume	volume	NOUN
hjic-855	31	10	of	of	ADP
hjic-855	31	11	0.8	0.8	NUM
hjic-855	31	12	l	l	NOUN
hjic-855	31	13	,	,	PUNCT
hjic-855	31	14	an	an	DET
hjic-855	31	15	as	as	ADP
hjic-855	31	16	medium	medium	ADJ
hjic-855	31	17	was	be	AUX
hjic-855	31	18	applied	apply	VERB
hjic-855	31	19	according	accord	VERB
hjic-855	31	20	to	to	ADP
hjic-855	31	21	liu	liu	PROPN
hjic-855	31	22	et	et	PROPN
hjic-855	31	23	al	al	PROPN
hjic-855	31	24	.	.	PUNCT
hjic-855	32	1	[	[	X
hjic-855	32	2	5	5	NUM
hjic-855	32	3	]	]	PUNCT
hjic-855	32	4	as	as	SCONJ
hjic-855	32	5	follows	follow	VERB
hjic-855	32	6	:	:	PUNCT
hjic-855	32	7	62.5	62.5	NUM
hjic-855	32	8	g	g	NOUN
hjic-855	32	9	/	/	SYM
hjic-855	32	10	l	l	NOUN
hjic-855	32	11	total	total	ADJ
hjic-855	32	12	sugar	sugar	NOUN
hjic-855	32	13	including	include	VERB
hjic-855	32	14	44.9	44.9	NUM
hjic-855	32	15	g	g	NOUN
hjic-855	32	16	/	/	SYM
hjic-855	32	17	l	l	NOUN
hjic-855	32	18	saccharose	saccharose	NOUN
hjic-855	32	19	,	,	PUNCT
hjic-855	32	20	9.8	9.8	NUM
hjic-855	32	21	g	g	NOUN
hjic-855	32	22	/	/	SYM
hjic-855	32	23	l	l	NOUN
hjic-855	32	24	glucose	glucose	NOUN
hjic-855	32	25	and	and	CCONJ
hjic-855	32	26	7.2	7.2	NUM
hjic-855	32	27	g	g	NOUN
hjic-855	32	28	/	/	SYM
hjic-855	32	29	l	l	NOUN
hjic-855	32	30	fructose	fructose	NOUN
hjic-855	32	31	supplemented	supplement	VERB
hjic-855	32	32	with	with	ADP
hjic-855	32	33	15	15	NUM
hjic-855	32	34	g	g	NOUN
hjic-855	32	35	/	/	SYM
hjic-855	32	36	l	l	NOUN
hjic-855	32	37	yeast	yeast	NOUN
hjic-855	32	38	extract	extract	NOUN
hjic-855	32	39	,	,	PUNCT
hjic-855	32	40	1.5	1.5	NUM
hjic-855	32	41	g	g	NOUN
hjic-855	32	42	/	/	SYM
hjic-855	32	43	l	l	NOUN
hjic-855	32	44	nahpo4	nahpo4	NOUN
hjic-855	32	45	,	,	PUNCT
hjic-855	32	46	1g	1g	NUM
hjic-855	32	47	/	/	SYM
hjic-855	32	48	l	l	NOUN
hjic-855	32	49	na2hpo4	na2hpo4	PROPN
hjic-855	32	50	,	,	PUNCT
hjic-855	32	51	1	1	NUM
hjic-855	32	52	g	g	NOUN
hjic-855	32	53	/	/	SYM
hjic-855	32	54	l	l	NOUN
hjic-855	32	55	nacl	nacl	NOUN
hjic-855	32	56	,	,	PUNCT
hjic-855	32	57	0.2	0.2	NUM
hjic-855	32	58	g	g	NOUN
hjic-855	32	59	/	/	SYM
hjic-855	32	60	l	l	NOUN
hjic-855	32	61	mgcl2	mgcl2	NOUN
hjic-855	32	62	and	and	CCONJ
hjic-855	32	63	0.2	0.2	NUM
hjic-855	32	64	g	g	NOUN
hjic-855	32	65	/	/	SYM
hjic-855	32	66	l	l	NOUN
hjic-855	32	67	cacl2	cacl2	NOUN
hjic-855	32	68	.	.	PUNCT
hjic-855	33	1	during	during	ADP
hjic-855	33	2	preliminary	preliminary	ADJ
hjic-855	33	3	tests	test	NOUN
hjic-855	33	4	,	,	PUNCT
hjic-855	33	5	a	a	DET
hjic-855	33	6	temperature	temperature	NOUN
hjic-855	33	7	of	of	ADP
hjic-855	33	8	37	37	NUM
hjic-855	33	9	◦	◦	NOUN
hjic-855	33	10	c	c	NOUN
hjic-855	33	11	was	be	AUX
hjic-855	33	12	not	not	PART
hjic-855	33	13	successful	successful	ADJ
hjic-855	33	14	for	for	ADP
hjic-855	33	15	sa	sa	PROPN
hjic-855	33	16	production	production	NOUN
hjic-855	33	17	,	,	PUNCT
hjic-855	33	18	therefore	therefore	ADV
hjic-855	33	19	,	,	PUNCT
hjic-855	33	20	34	34	NUM
hjic-855	33	21	◦	◦	NOUN
hjic-855	33	22	c	c	NOUN
hjic-855	33	23	was	be	AUX
hjic-855	33	24	applied	apply	VERB
hjic-855	33	25	and	and	CCONJ
hjic-855	33	26	the	the	DET
hjic-855	33	27	ph	ph	NOUN
hjic-855	33	28	regulated	regulate	VERB
hjic-855	33	29	by	by	ADP
hjic-855	33	30	3	3	NUM
hjic-855	33	31	m	m	NOUN
hjic-855	33	32	na2co3	na2co3	ADJ
hjic-855	33	33	.	.	PUNCT
hjic-855	34	1	after	after	ADP
hjic-855	34	2	each	each	DET
hjic-855	34	3	fermentation	fermentation	NOUN
hjic-855	34	4	,	,	PUNCT
hjic-855	34	5	200	200	NUM
hjic-855	34	6	ml	ml	NOUN
hjic-855	34	7	of	of	ADP
hjic-855	34	8	broth	broth	NOUN
hjic-855	34	9	remained	remain	VERB
hjic-855	34	10	in	in	ADP
hjic-855	34	11	the	the	DET
hjic-855	34	12	reactor	reactor	NOUN
hjic-855	34	13	and	and	CCONJ
hjic-855	34	14	600	600	NUM
hjic-855	34	15	ml	ml	NOUN
hjic-855	34	16	was	be	AUX
hjic-855	34	17	extracted	extract	VERB
hjic-855	34	18	,	,	PUNCT
hjic-855	34	19	while	while	SCONJ
hjic-855	34	20	600	600	NUM
hjic-855	34	21	ml	ml	NOUN
hjic-855	34	22	of	of	ADP
hjic-855	34	23	fresh	fresh	ADJ
hjic-855	34	24	as	as	SCONJ
hjic-855	34	25	media	medium	NOUN
hjic-855	34	26	was	be	AUX
hjic-855	34	27	introduced	introduce	VERB
hjic-855	34	28	.	.	PUNCT
hjic-855	35	1	the	the	DET
hjic-855	35	2	5	5	NUM
hjic-855	35	3	different	different	ADJ
hjic-855	35	4	fermentations	fermentation	NOUN
hjic-855	35	5	are	be	AUX
hjic-855	35	6	compared	compare	VERB
hjic-855	35	7	in	in	ADP
hjic-855	35	8	the	the	DET
hjic-855	35	9	results	result	NOUN
hjic-855	35	10	section	section	NOUN
hjic-855	35	11	.	.	PUNCT
hjic-855	36	1	an	an	DET
hjic-855	36	2	innovative	innovative	ADJ
hjic-855	36	3	solution	solution	NOUN
hjic-855	36	4	was	be	AUX
hjic-855	36	5	to	to	PART
hjic-855	36	6	apply	apply	VERB
hjic-855	36	7	a	a	DET
hjic-855	36	8	co2	co2	NOUN
hjic-855	36	9	economical	economical	ADJ
hjic-855	36	10	gas	gas	NOUN
hjic-855	36	11	supply	supply	NOUN
hjic-855	36	12	through	through	ADP
hjic-855	36	13	the	the	DET
hjic-855	36	14	oxygen	oxygen	NOUN
hjic-855	36	15	enrichment	enrichment	NOUN
hjic-855	36	16	system	system	NOUN
hjic-855	36	17	of	of	ADP
hjic-855	36	18	a	a	DET
hjic-855	36	19	biostat	biostat	ADJ
hjic-855	36	20	q	q	NOUN
hjic-855	36	21	dcu3	dcu3	PROPN
hjic-855	36	22	fermentor	fermentor	NOUN
hjic-855	36	23	system	system	NOUN
hjic-855	36	24	in	in	ADP
hjic-855	36	25	the	the	DET
hjic-855	36	26	absence	absence	NOUN
hjic-855	36	27	of	of	ADP
hjic-855	36	28	air	air	NOUN
hjic-855	36	29	and	and	CCONJ
hjic-855	36	30	oxygen	oxygen	NOUN
hjic-855	36	31	.	.	PUNCT
hjic-855	37	1	the	the	DET
hjic-855	37	2	gas	gas	NOUN
hjic-855	37	3	mix	mix	NOUN
hjic-855	37	4	oxygen	oxygen	NOUN
hjic-855	37	5	enrichment	enrichment	NOUN
hjic-855	37	6	regulator	regulator	NOUN
hjic-855	37	7	was	be	AUX
hjic-855	37	8	set	set	VERB
hjic-855	37	9	at	at	ADP
hjic-855	37	10	4	4	NUM
hjic-855	37	11	%	%	NOUN
hjic-855	37	12	,	,	PUNCT
hjic-855	37	13	therefore	therefore	ADV
hjic-855	37	14	,	,	PUNCT
hjic-855	37	15	periodically	periodically	ADV
hjic-855	37	16	a	a	DET
hjic-855	37	17	small	small	ADJ
hjic-855	37	18	amount	amount	NOUN
hjic-855	37	19	of	of	ADP
hjic-855	37	20	co2	co2	NOUN
hjic-855	37	21	was	be	AUX
hjic-855	37	22	introduced	introduce	VERB
hjic-855	37	23	into	into	ADP
hjic-855	37	24	the	the	DET
hjic-855	37	25	fermentation	fermentation	NOUN
hjic-855	37	26	broth	broth	NOUN
hjic-855	37	27	.	.	PUNCT
hjic-855	38	1	2.2	2.2	NUM
hjic-855	38	2	analysis	analysis	NOUN
hjic-855	38	3	during	during	ADP
hjic-855	38	4	fermentations	fermentation	NOUN
hjic-855	38	5	,	,	PUNCT
hjic-855	38	6	samples	sample	NOUN
hjic-855	38	7	were	be	AUX
hjic-855	38	8	taken	take	VERB
hjic-855	38	9	periodically	periodically	ADV
hjic-855	38	10	and	and	CCONJ
hjic-855	38	11	the	the	DET
hjic-855	38	12	optical	optical	ADJ
hjic-855	38	13	density	density	NOUN
hjic-855	38	14	(	(	PUNCT
hjic-855	38	15	od	od	NOUN
hjic-855	38	16	)	)	PUNCT
hjic-855	38	17	determined	determine	VERB
hjic-855	38	18	by	by	ADP
hjic-855	38	19	a	a	DET
hjic-855	38	20	spectrophotometer	spectrophotometer	NOUN
hjic-855	38	21	(	(	PUNCT
hjic-855	38	22	ultrospec	ultrospec	PROPN
hjic-855	38	23	plus	plus	NOUN
hjic-855	38	24	,	,	PUNCT
hjic-855	38	25	pharmacia	pharmacia	PROPN
hjic-855	38	26	lkb	lkb	PROPN
hjic-855	38	27	)	)	PUNCT
hjic-855	38	28	at	at	ADP
hjic-855	38	29	a	a	DET
hjic-855	38	30	wavelength	wavelength	NOUN
hjic-855	38	31	of	of	ADP
hjic-855	38	32	600	600	NUM
hjic-855	38	33	nm	nm	NOUN
hjic-855	38	34	(	(	PUNCT
hjic-855	38	35	od600	od600	NOUN
hjic-855	38	36	)	)	PUNCT
hjic-855	38	37	against	against	ADP
hjic-855	38	38	the	the	DET
hjic-855	38	39	supernatant	supernatant	NOUN
hjic-855	38	40	of	of	ADP
hjic-855	38	41	a	a	DET
hjic-855	38	42	centrifuged	centrifuged	ADJ
hjic-855	38	43	sample	sample	NOUN
hjic-855	38	44	by	by	ADP
hjic-855	38	45	applying	apply	VERB
hjic-855	38	46	the	the	DET
hjic-855	38	47	same	same	ADJ
hjic-855	38	48	dilution	dilution	NOUN
hjic-855	38	49	factor	factor	NOUN
hjic-855	38	50	(	(	PUNCT
hjic-855	38	51	5×	5×	PROPN
hjic-855	38	52	)	)	PUNCT
hjic-855	38	53	as	as	ADP
hjic-855	38	54	in	in	ADP
hjic-855	38	55	the	the	DET
hjic-855	38	56	case	case	NOUN
hjic-855	38	57	of	of	ADP
hjic-855	38	58	the	the	DET
hjic-855	38	59	samples	sample	NOUN
hjic-855	38	60	.	.	PUNCT
hjic-855	39	1	the	the	DET
hjic-855	39	2	cell	cell	NOUN
hjic-855	39	3	dry	dry	ADJ
hjic-855	39	4	weight	weight	NOUN
hjic-855	39	5	(	(	PUNCT
hjic-855	39	6	cdw	cdw	NOUN
hjic-855	39	7	)	)	PUNCT
hjic-855	39	8	was	be	AUX
hjic-855	39	9	obtained	obtain	VERB
hjic-855	39	10	by	by	ADP
hjic-855	39	11	a	a	DET
hjic-855	39	12	multiplication	multiplication	NOUN
hjic-855	39	13	factor	factor	NOUN
hjic-855	39	14	of	of	ADP
hjic-855	39	15	2	2	NUM
hjic-855	39	16	from	from	ADP
hjic-855	39	17	od600	od600	NOUN
hjic-855	39	18	.	.	PUNCT
hjic-855	40	1	substrate	substrate	NOUN
hjic-855	40	2	consumption	consumption	NOUN
hjic-855	40	3	and	and	CCONJ
hjic-855	40	4	product	product	NOUN
hjic-855	40	5	as	as	ADV
hjic-855	40	6	well	well	ADV
hjic-855	40	7	as	as	ADP
hjic-855	40	8	by	by	ADP
hjic-855	40	9	-	-	PUNCT
hjic-855	40	10	product	product	NOUN
hjic-855	40	11	formation	formation	NOUN
hjic-855	40	12	were	be	AUX
hjic-855	40	13	detected	detect	VERB
hjic-855	40	14	by	by	ADP
hjic-855	40	15	the	the	DET
hjic-855	40	16	waters	water	NOUN
hjic-855	40	17	breeze	breeze	ADJ
hjic-855	40	18	hplc	hplc	NOUN
hjic-855	40	19	system	system	NOUN
hjic-855	40	20	by	by	ADP
hjic-855	40	21	applying	apply	VERB
hjic-855	40	22	5	5	NUM
hjic-855	40	23	mm	mm	NOUN
hjic-855	40	24	h2so4	h2so4	PROPN
hjic-855	40	25	in	in	ADP
hjic-855	40	26	deionized	deionize	VERB
hjic-855	40	27	water	water	NOUN
hjic-855	40	28	at	at	ADP
hjic-855	40	29	a	a	DET
hjic-855	40	30	flow	flow	NOUN
hjic-855	40	31	rate	rate	NOUN
hjic-855	40	32	of	of	ADP
hjic-855	40	33	0.5	0.5	NUM
hjic-855	40	34	ml	ml	NOUN
hjic-855	40	35	/	/	SYM
hjic-855	40	36	min	min	NOUN
hjic-855	40	37	through	through	ADP
hjic-855	40	38	a	a	DET
hjic-855	40	39	biorad	biorad	NOUN
hjic-855	40	40	aminex	aminex	ADV
hjic-855	40	41	hpx87h	hpx87h	PROPN
hjic-855	40	42	column	column	NOUN
hjic-855	40	43	at	at	ADP
hjic-855	40	44	65	65	NUM
hjic-855	40	45	◦	◦	NOUN
hjic-855	40	46	c	c	NOUN
hjic-855	40	47	in	in	ADP
hjic-855	40	48	a	a	DET
hjic-855	40	49	refractive	refractive	ADJ
hjic-855	40	50	index	index	NOUN
hjic-855	40	51	(	(	PUNCT
hjic-855	40	52	ri	ri	NOUN
hjic-855	40	53	)	)	PUNCT
hjic-855	40	54	detector	detector	NOUN
hjic-855	40	55	at	at	ADP
hjic-855	40	56	40	40	NUM
hjic-855	40	57	◦	◦	NOUN
hjic-855	40	58	c.	c.	NOUN
hjic-855	40	59	2.3	2.3	NUM
hjic-855	40	60	neural	neural	ADJ
hjic-855	40	61	networking	networking	NOUN
hjic-855	40	62	for	for	ADP
hjic-855	40	63	model	model	NOUN
hjic-855	40	64	building	building	NOUN
hjic-855	40	65	and	and	CCONJ
hjic-855	40	66	evaluation	evaluation	NOUN
hjic-855	40	67	,	,	PUNCT
hjic-855	40	68	neural	neural	ADJ
hjic-855	40	69	designer	designer	NOUN
hjic-855	40	70	v2.9.5	v2.9.5	NOUN
hjic-855	40	71	was	be	AUX
hjic-855	40	72	used	use	VERB
hjic-855	40	73	by	by	ADP
hjic-855	40	74	applying	apply	VERB
hjic-855	40	75	the	the	DET
hjic-855	40	76	following	follow	VERB
hjic-855	40	77	4	4	NUM
hjic-855	40	78	steps	step	NOUN
hjic-855	40	79	:	:	PUNCT
hjic-855	40	80	1	1	X
hjic-855	40	81	.	.	X
hjic-855	40	82	fermentation	fermentation	NOUN
hjic-855	40	83	data	datum	NOUN
hjic-855	40	84	were	be	AUX
hjic-855	40	85	combined	combine	VERB
hjic-855	40	86	into	into	ADP
hjic-855	40	87	a	a	DET
hjic-855	40	88	single	single	ADJ
hjic-855	40	89	ms	ms	PROPN
hjic-855	40	90	excel	excel	PROPN
hjic-855	40	91	spreadsheet	spreadsheet	NOUN
hjic-855	40	92	and	and	CCONJ
hjic-855	40	93	exported	export	VERB
hjic-855	40	94	to	to	ADP
hjic-855	40	95	a	a	DET
hjic-855	40	96	tab	tab	NOUN
hjic-855	40	97	-	-	PUNCT
hjic-855	40	98	delimited	delimit	VERB
hjic-855	40	99	text	text	NOUN
hjic-855	40	100	file	file	NOUN
hjic-855	40	101	,	,	PUNCT
hjic-855	40	102	which	which	PRON
hjic-855	40	103	could	could	AUX
hjic-855	40	104	be	be	AUX
hjic-855	40	105	imported	import	VERB
hjic-855	40	106	into	into	ADP
hjic-855	40	107	the	the	DET
hjic-855	40	108	modelling	modelling	NOUN
hjic-855	40	109	software	software	NOUN
hjic-855	40	110	.	.	PUNCT
hjic-855	41	1	9	9	NUM
hjic-855	41	2	variables	variable	NOUN
hjic-855	41	3	,	,	PUNCT
hjic-855	41	4	i.e.	i.e.	X
hjic-855	41	5	7	7	NUM
hjic-855	41	6	inputs	input	NOUN
hjic-855	41	7	(	(	PUNCT
hjic-855	41	8	time	time	NOUN
hjic-855	41	9	,	,	PUNCT
hjic-855	41	10	lactic	lactic	ADJ
hjic-855	41	11	acid	acid	NOUN
hjic-855	41	12	,	,	PUNCT
hjic-855	41	13	acetic	acetic	ADJ
hjic-855	41	14	acid	acid	NOUN
hjic-855	41	15	,	,	PUNCT
hjic-855	41	16	propionic	propionic	ADJ
hjic-855	41	17	acid	acid	NOUN
hjic-855	41	18	,	,	PUNCT
hjic-855	41	19	glycerol	glycerol	NOUN
hjic-855	41	20	,	,	PUNCT
hjic-855	41	21	ethanol	ethanol	NOUN
hjic-855	41	22	,	,	PUNCT
hjic-855	41	23	total	total	ADJ
hjic-855	41	24	sugar	sugar	NOUN
hjic-855	41	25	)	)	PUNCT
hjic-855	41	26	and	and	CCONJ
hjic-855	41	27	2	2	NUM
hjic-855	41	28	outputs	output	NOUN
hjic-855	41	29	(	(	PUNCT
hjic-855	41	30	succinic	succinic	ADJ
hjic-855	41	31	acid	acid	NOUN
hjic-855	41	32	,	,	PUNCT
hjic-855	41	33	cdw	cdw	NOUN
hjic-855	41	34	)	)	PUNCT
hjic-855	41	35	,	,	PUNCT
hjic-855	41	36	were	be	AUX
hjic-855	41	37	applied	apply	VERB
hjic-855	41	38	to	to	ADP
hjic-855	41	39	58	58	NUM
hjic-855	41	40	fermentation	fermentation	NOUN
hjic-855	41	41	samples	sample	NOUN
hjic-855	41	42	from	from	ADP
hjic-855	41	43	which	which	PRON
hjic-855	41	44	36	36	NUM
hjic-855	41	45	were	be	AUX
hjic-855	41	46	used	use	VERB
hjic-855	41	47	for	for	ADP
hjic-855	41	48	training	train	VERB
hjic-855	41	49	the	the	DET
hjic-855	41	50	network	network	NOUN
hjic-855	41	51	,	,	PUNCT
hjic-855	41	52	11	11	NUM
hjic-855	41	53	were	be	AUX
hjic-855	41	54	selected	select	VERB
hjic-855	41	55	and	and	CCONJ
hjic-855	41	56	11	11	NUM
hjic-855	41	57	were	be	AUX
hjic-855	41	58	used	use	VERB
hjic-855	41	59	for	for	ADP
hjic-855	41	60	testing	test	VERB
hjic-855	41	61	the	the	DET
hjic-855	41	62	behaviour	behaviour	NOUN
hjic-855	41	63	of	of	ADP
hjic-855	41	64	the	the	DET
hjic-855	41	65	model	model	NOUN
hjic-855	41	66	.	.	PUNCT
hjic-855	42	1	2	2	NUM
hjic-855	42	2	.	.	X
hjic-855	42	3	from	from	ADP
hjic-855	42	4	among	among	ADP
hjic-855	42	5	the	the	DET
hjic-855	42	6	many	many	ADJ
hjic-855	42	7	options	option	NOUN
hjic-855	42	8	,	,	PUNCT
hjic-855	42	9	a	a	DET
hjic-855	42	10	model	model	NOUN
hjic-855	42	11	was	be	AUX
hjic-855	42	12	defined	define	VERB
hjic-855	42	13	(	(	PUNCT
hjic-855	42	14	fig	fig	NOUN
hjic-855	42	15	.	.	NOUN
hjic-855	43	1	2	2	NUM
hjic-855	43	2	)	)	PUNCT
hjic-855	43	3	by	by	ADP
hjic-855	43	4	automatic	automatic	ADJ
hjic-855	43	5	scaling	scaling	NOUN
hjic-855	43	6	,	,	PUNCT
hjic-855	43	7	without	without	ADP
hjic-855	43	8	any	any	DET
hjic-855	43	9	principle	principle	ADJ
hjic-855	43	10	component	component	NOUN
hjic-855	43	11	,	,	PUNCT
hjic-855	43	12	with	with	ADP
hjic-855	43	13	2	2	NUM
hjic-855	43	14	layers	layer	NOUN
hjic-855	43	15	and	and	CCONJ
hjic-855	43	16	3	3	NUM
hjic-855	43	17	neurons	neuron	NOUN
hjic-855	43	18	/	/	SYM
hjic-855	43	19	hidden	hide	VERB
hjic-855	43	20	layers	layer	NOUN
hjic-855	43	21	that	that	PRON
hjic-855	43	22	exhibit	exhibit	VERB
hjic-855	43	23	a	a	DET
hjic-855	43	24	logistic	logistic	ADJ
hjic-855	43	25	activation	activation	NOUN
hjic-855	43	26	function	function	NOUN
hjic-855	43	27	in	in	ADP
hjic-855	43	28	the	the	DET
hjic-855	43	29	absence	absence	NOUN
hjic-855	43	30	of	of	ADP
hjic-855	43	31	a	a	DET
hjic-855	43	32	bounding	bounding	NOUN
hjic-855	43	33	layer	layer	NOUN
hjic-855	43	34	.	.	PUNCT
hjic-855	44	1	in	in	ADP
hjic-855	44	2	terms	term	NOUN
hjic-855	44	3	of	of	ADP
hjic-855	44	4	a	a	DET
hjic-855	44	5	training	training	NOUN
hjic-855	44	6	strategy	strategy	NOUN
hjic-855	44	7	,	,	PUNCT
hjic-855	44	8	the	the	DET
hjic-855	44	9	normalized	normalize	VERB
hjic-855	44	10	mean	mean	VERB
hjic-855	44	11	squared	square	VERB
hjic-855	44	12	error	error	NOUN
hjic-855	44	13	method	method	NOUN
hjic-855	44	14	was	be	AUX
hjic-855	44	15	selected	select	VERB
hjic-855	44	16	using	use	VERB
hjic-855	44	17	a	a	DET
hjic-855	44	18	quasi	quasi	NOUN
hjic-855	44	19	-	-	ADJ
hjic-855	44	20	newton	newton	PROPN
hjic-855	44	21	algorithm	algorithm	NOUN
hjic-855	44	22	and	and	CCONJ
hjic-855	44	23	a	a	DET
hjic-855	44	24	maximum	maximum	NOUN
hjic-855	44	25	of	of	ADP
hjic-855	44	26	1000	1000	NUM
hjic-855	44	27	iterations	iteration	NOUN
hjic-855	44	28	.	.	PUNCT
hjic-855	45	1	incremental	incremental	ADJ
hjic-855	45	2	order	order	NOUN
hjic-855	45	3	was	be	AUX
hjic-855	45	4	chosen	choose	VERB
hjic-855	45	5	as	as	ADP
hjic-855	45	6	the	the	DET
hjic-855	45	7	order	order	NOUN
hjic-855	45	8	selection	selection	NOUN
hjic-855	45	9	algorithm	algorithm	NOUN
hjic-855	45	10	together	together	ADV
hjic-855	45	11	with	with	ADP
hjic-855	45	12	the	the	DET
hjic-855	45	13	growing	grow	VERB
hjic-855	45	14	inputs	input	NOUN
hjic-855	45	15	.	.	PUNCT
hjic-855	46	1	3	3	X
hjic-855	46	2	.	.	X
hjic-855	46	3	model	model	PROPN
hjic-855	46	4	fit	fit	PROPN
hjic-855	46	5	,	,	PUNCT
hjic-855	46	6	i.e.	i.e.	X
hjic-855	46	7	performance	performance	NOUN
hjic-855	46	8	training	training	NOUN
hjic-855	46	9	,	,	PUNCT
hjic-855	46	10	was	be	AUX
hjic-855	46	11	conducted	conduct	VERB
hjic-855	46	12	.	.	PUNCT
hjic-855	47	1	4	4	X
hjic-855	47	2	.	.	X
hjic-855	47	3	output	output	NOUN
hjic-855	47	4	of	of	ADP
hjic-855	47	5	the	the	DET
hjic-855	47	6	model	model	NOUN
hjic-855	47	7	:	:	PUNCT
hjic-855	47	8	impact	impact	NOUN
hjic-855	47	9	figures	figure	NOUN
hjic-855	47	10	of	of	ADP
hjic-855	47	11	factors	factor	NOUN
hjic-855	47	12	were	be	AUX
hjic-855	47	13	determined	determine	VERB
hjic-855	47	14	(	(	PUNCT
hjic-855	47	15	the	the	DET
hjic-855	47	16	other	other	ADJ
hjic-855	47	17	parameters	parameter	NOUN
hjic-855	47	18	were	be	AUX
hjic-855	47	19	fixed	fix	VERB
hjic-855	47	20	)	)	PUNCT
hjic-855	47	21	,	,	PUNCT
hjic-855	47	22	model	model	NOUN
hjic-855	47	23	equations	equation	NOUN
hjic-855	47	24	obtained	obtain	VERB
hjic-855	47	25	and	and	CCONJ
hjic-855	47	26	predictions	prediction	NOUN
hjic-855	47	27	made	make	VERB
hjic-855	47	28	by	by	ADP
hjic-855	47	29	implementing	implement	VERB
hjic-855	47	30	input	input	NOUN
hjic-855	47	31	data	datum	NOUN
hjic-855	47	32	into	into	ADP
hjic-855	47	33	an	an	DET
hjic-855	47	34	input	input	NOUN
hjic-855	47	35	data	datum	NOUN
hjic-855	47	36	matrix	matrix	NOUN
hjic-855	47	37	.	.	PUNCT
hjic-855	48	1	3	3	X
hjic-855	48	2	.	.	NOUN
hjic-855	48	3	results	result	NOUN
hjic-855	48	4	and	and	CCONJ
hjic-855	48	5	discussion	discussion	NOUN
hjic-855	48	6	since	since	SCONJ
hjic-855	48	7	actinobacillus	actinobacillus	ADJ
hjic-855	48	8	succinogenes	succinogene	NOUN
hjic-855	48	9	is	be	AUX
hjic-855	48	10	a	a	DET
hjic-855	48	11	facultative	facultative	ADJ
hjic-855	48	12	anaerobic	anaerobic	NOUN
hjic-855	48	13	microorganism	microorganism	NOUN
hjic-855	48	14	,	,	PUNCT
hjic-855	48	15	the	the	DET
hjic-855	48	16	first	first	ADJ
hjic-855	48	17	fermentation	fermentation	NOUN
hjic-855	48	18	experiment	experiment	NOUN
hjic-855	48	19	(	(	PUNCT
hjic-855	48	20	fig	fig	NOUN
hjic-855	48	21	.	.	PUNCT
hjic-855	48	22	3a	3a	NUM
hjic-855	48	23	)	)	PUNCT
hjic-855	48	24	was	be	AUX
hjic-855	48	25	started	start	VERB
hjic-855	48	26	in	in	ADP
hjic-855	48	27	the	the	DET
hjic-855	48	28	absence	absence	NOUN
hjic-855	48	29	of	of	ADP
hjic-855	48	30	any	any	DET
hjic-855	48	31	specific	specific	ADJ
hjic-855	48	32	atmosphere	atmosphere	NOUN
hjic-855	48	33	.	.	PUNCT
hjic-855	49	1	however	however	ADV
hjic-855	49	2	,	,	PUNCT
hjic-855	49	3	it	it	PRON
hjic-855	49	4	ran	run	VERB
hjic-855	49	5	very	very	ADV
hjic-855	49	6	slowly	slowly	ADV
hjic-855	49	7	,	,	PUNCT
hjic-855	49	8	therefore	therefore	ADV
hjic-855	49	9	,	,	PUNCT
hjic-855	49	10	around	around	ADP
hjic-855	49	11	48	48	NUM
hjic-855	49	12	h	h	NOUN
hjic-855	49	13	(	(	PUNCT
hjic-855	49	14	denoted	denote	VERB
hjic-855	49	15	by	by	ADP
hjic-855	49	16	a	a	DET
hjic-855	49	17	red	red	ADJ
hjic-855	49	18	arrow	arrow	NOUN
hjic-855	49	19	)	)	PUNCT
hjic-855	49	20	of	of	ADP
hjic-855	49	21	continuous	continuous	ADJ
hjic-855	49	22	5	5	NUM
hjic-855	49	23	%	%	NOUN
hjic-855	49	24	co2	co2	NOUN
hjic-855	49	25	enrichment	enrichment	NOUN
hjic-855	49	26	was	be	AUX
hjic-855	49	27	applied	apply	VERB
hjic-855	49	28	via	via	ADP
hjic-855	49	29	a	a	DET
hjic-855	49	30	zero	zero	NUM
hjic-855	49	31	flow	flow	NOUN
hjic-855	49	32	rate	rate	NOUN
hjic-855	49	33	gas	gas	NOUN
hjic-855	49	34	inlet	inlet	NOUN
hjic-855	49	35	.	.	PUNCT
hjic-855	50	1	the	the	DET
hjic-855	50	2	experiment	experiment	NOUN
hjic-855	50	3	confirmed	confirm	VERB
hjic-855	50	4	that	that	SCONJ
hjic-855	50	5	the	the	DET
hjic-855	50	6	application	application	NOUN
hjic-855	50	7	of	of	ADP
hjic-855	50	8	co2	co2	NOUN
hjic-855	50	9	is	be	AUX
hjic-855	50	10	essential	essential	ADJ
hjic-855	50	11	to	to	PART
hjic-855	50	12	form	form	VERB
hjic-855	50	13	sa	sa	PROPN
hjic-855	50	14	,	,	PUNCT
hjic-855	50	15	therefore	therefore	ADV
hjic-855	50	16	,	,	PUNCT
hjic-855	50	17	finally	finally	ADV
hjic-855	50	18	6	6	NUM
hjic-855	50	19	g	g	NOUN
hjic-855	50	20	/	/	SYM
hjic-855	50	21	l	l	NOUN
hjic-855	50	22	sa	sa	NOUN
hjic-855	50	23	was	be	AUX
hjic-855	50	24	achieved	achieve	VERB
hjic-855	50	25	and	and	CCONJ
hjic-855	50	26	the	the	DET
hjic-855	50	27	model	model	NOUN
hjic-855	50	28	fitted	fit	VERB
hjic-855	50	29	very	very	ADV
hjic-855	50	30	well	well	ADV
hjic-855	50	31	for	for	ADP
hjic-855	50	32	both	both	DET
hjic-855	50	33	cdw	cdw	NOUN
hjic-855	50	34	and	and	CCONJ
hjic-855	50	35	sa	sa	NOUN
hjic-855	50	36	measurements	measurement	NOUN
hjic-855	50	37	.	.	PUNCT
hjic-855	51	1	hungarian	hungarian	ADJ
hjic-855	51	2	journal	journal	NOUN
hjic-855	51	3	of	of	ADP
hjic-855	51	4	industry	industry	NOUN
hjic-855	51	5	and	and	CCONJ
hjic-855	51	6	chemistry	chemistry	NOUN
hjic-855	51	7	investigations	investigation	NOUN
hjic-855	51	8	into	into	ADP
hjic-855	51	9	succinic	succinic	ADJ
hjic-855	51	10	acid	acid	NOUN
hjic-855	51	11	fermentation	fermentation	NOUN
hjic-855	51	12	3	3	NUM
hjic-855	51	13	figure	figure	NOUN
hjic-855	51	14	2	2	NUM
hjic-855	51	15	:	:	PUNCT
hjic-855	51	16	the	the	DET
hjic-855	51	17	used	use	VERB
hjic-855	51	18	neural	neural	ADJ
hjic-855	51	19	network	network	NOUN
hjic-855	51	20	for	for	ADP
hjic-855	51	21	describing	describe	VERB
hjic-855	51	22	sa	sa	NOUN
hjic-855	51	23	fermentations	fermentation	NOUN
hjic-855	51	24	therefore	therefore	ADV
hjic-855	51	25	,	,	PUNCT
hjic-855	51	26	the	the	DET
hjic-855	51	27	next	next	ADJ
hjic-855	51	28	fermentation	fermentation	NOUN
hjic-855	51	29	(	(	PUNCT
hjic-855	51	30	fig	fig	NOUN
hjic-855	51	31	.	.	PUNCT
hjic-855	52	1	3b	3b	NUM
hjic-855	52	2	)	)	PUNCT
hjic-855	52	3	was	be	AUX
hjic-855	52	4	conducted	conduct	VERB
hjic-855	52	5	under	under	ADP
hjic-855	52	6	5	5	NUM
hjic-855	52	7	%	%	NOUN
hjic-855	52	8	co2	co2	NOUN
hjic-855	52	9	enrichment	enrichment	NOUN
hjic-855	52	10	of	of	ADP
hjic-855	52	11	zero	zero	NUM
hjic-855	52	12	flow	flow	NOUN
hjic-855	52	13	rate	rate	NOUN
hjic-855	52	14	gas	gas	NOUN
hjic-855	52	15	inlet	inlet	NOUN
hjic-855	52	16	and	and	CCONJ
hjic-855	52	17	resulted	result	VERB
hjic-855	52	18	in	in	ADP
hjic-855	52	19	the	the	DET
hjic-855	52	20	highest	high	ADJ
hjic-855	52	21	16	16	NUM
hjic-855	52	22	g	g	NOUN
hjic-855	52	23	/	/	SYM
hjic-855	52	24	l	l	NOUN
hjic-855	52	25	sa	sa	NOUN
hjic-855	52	26	(	(	PUNCT
hjic-855	52	27	besides	besides	SCONJ
hjic-855	52	28	11	11	NUM
hjic-855	52	29	g	g	NOUN
hjic-855	52	30	/	/	SYM
hjic-855	52	31	l	l	NOUN
hjic-855	52	32	residual	residual	ADJ
hjic-855	52	33	sugar	sugar	NOUN
hjic-855	52	34	)	)	PUNCT
hjic-855	52	35	corresponding	correspond	VERB
hjic-855	52	36	to	to	ADP
hjic-855	52	37	a	a	DET
hjic-855	52	38	yield	yield	NOUN
hjic-855	52	39	of	of	ADP
hjic-855	52	40	37	37	NUM
hjic-855	52	41	%	%	NOUN
hjic-855	52	42	.	.	PUNCT
hjic-855	53	1	to	to	PART
hjic-855	53	2	increase	increase	VERB
hjic-855	53	3	the	the	DET
hjic-855	53	4	economic	economic	ADJ
hjic-855	53	5	feasibility	feasibility	NOUN
hjic-855	53	6	,	,	PUNCT
hjic-855	53	7	the	the	DET
hjic-855	53	8	amount	amount	NOUN
hjic-855	53	9	of	of	ADP
hjic-855	53	10	co2	co2	NOUN
hjic-855	53	11	was	be	AUX
hjic-855	53	12	reduced	reduce	VERB
hjic-855	53	13	by	by	ADP
hjic-855	53	14	50	50	NUM
hjic-855	53	15	%	%	NOUN
hjic-855	53	16	to	to	ADP
hjic-855	53	17	2.5	2.5	NUM
hjic-855	53	18	%	%	NOUN
hjic-855	53	19	in	in	ADP
hjic-855	53	20	the	the	DET
hjic-855	53	21	following	follow	VERB
hjic-855	53	22	experiment	experiment	NOUN
hjic-855	53	23	(	(	PUNCT
hjic-855	53	24	fig	fig	NOUN
hjic-855	53	25	.	.	PUNCT
hjic-855	54	1	3c	3c	NUM
hjic-855	54	2	)	)	PUNCT
hjic-855	54	3	.	.	PUNCT
hjic-855	55	1	to	to	PART
hjic-855	55	2	avoid	avoid	VERB
hjic-855	55	3	a	a	DET
hjic-855	55	4	fall	fall	NOUN
hjic-855	55	5	in	in	ADP
hjic-855	55	6	the	the	DET
hjic-855	55	7	sa	sa	PROPN
hjic-855	55	8	concentration	concentration	NOUN
hjic-855	55	9	,	,	PUNCT
hjic-855	55	10	detected	detect	VERB
hjic-855	55	11	by	by	ADP
hjic-855	55	12	-	-	PUNCT
hjic-855	55	13	products	product	NOUN
hjic-855	55	14	(	(	PUNCT
hjic-855	55	15	such	such	ADJ
hjic-855	55	16	as	as	ADP
hjic-855	55	17	lactic	lactic	ADJ
hjic-855	55	18	acid	acid	NOUN
hjic-855	55	19	3.5	3.5	NUM
hjic-855	55	20	g	g	NOUN
hjic-855	55	21	/	/	SYM
hjic-855	55	22	l	l	NOUN
hjic-855	55	23	,	,	PUNCT
hjic-855	55	24	acetic	acetic	ADJ
hjic-855	55	25	acid	acid	NOUN
hjic-855	55	26	5.7	5.7	NUM
hjic-855	55	27	g	g	NOUN
hjic-855	55	28	/	/	SYM
hjic-855	55	29	l	l	NOUN
hjic-855	55	30	,	,	PUNCT
hjic-855	55	31	propionic	propionic	ADJ
hjic-855	55	32	acid	acid	NOUN
hjic-855	55	33	1.7	1.7	NUM
hjic-855	55	34	g	g	NOUN
hjic-855	55	35	/	/	SYM
hjic-855	55	36	l	l	NOUN
hjic-855	55	37	and	and	CCONJ
hjic-855	55	38	glycerol	glycerol	NOUN
hjic-855	55	39	1.3	1.3	NUM
hjic-855	55	40	g	g	NOUN
hjic-855	55	41	/	/	SYM
hjic-855	55	42	l	l	NOUN
hjic-855	55	43	)	)	PUNCT
hjic-855	55	44	should	should	AUX
hjic-855	55	45	be	be	AUX
hjic-855	55	46	repelled	repel	VERB
hjic-855	55	47	as	as	ADP
hjic-855	55	48	a	a	DET
hjic-855	55	49	result	result	NOUN
hjic-855	55	50	of	of	ADP
hjic-855	55	51	the	the	DET
hjic-855	55	52	addition	addition	NOUN
hjic-855	55	53	of	of	ADP
hjic-855	55	54	20	20	NUM
hjic-855	55	55	g	g	NOUN
hjic-855	55	56	/	/	SYM
hjic-855	55	57	l	l	NOUN
hjic-855	55	58	calcium	calcium	NOUN
hjic-855	55	59	lactate	lactate	NOUN
hjic-855	55	60	.	.	PUNCT
hjic-855	56	1	the	the	DET
hjic-855	56	2	model	model	NOUN
hjic-855	56	3	once	once	ADV
hjic-855	56	4	again	again	ADV
hjic-855	56	5	fitted	fit	VERB
hjic-855	56	6	well	well	ADV
hjic-855	56	7	to	to	ADP
hjic-855	56	8	the	the	DET
hjic-855	56	9	measured	measured	ADJ
hjic-855	56	10	cdw	cdw	NOUN
hjic-855	56	11	and	and	CCONJ
hjic-855	56	12	sa	sa	NOUN
hjic-855	56	13	values	value	NOUN
hjic-855	56	14	.	.	PUNCT
hjic-855	57	1	unfortunately	unfortunately	ADV
hjic-855	57	2	,	,	PUNCT
hjic-855	57	3	the	the	DET
hjic-855	57	4	carbon	carbon	NOUN
hjic-855	57	5	flux	flux	NOUN
hjic-855	57	6	shifted	shift	VERB
hjic-855	57	7	towards	towards	ADP
hjic-855	57	8	propionic	propionic	ADJ
hjic-855	57	9	acid	acid	NOUN
hjic-855	57	10	formation	formation	NOUN
hjic-855	57	11	,	,	PUNCT
hjic-855	57	12	therefore	therefore	ADV
hjic-855	57	13	,	,	PUNCT
hjic-855	57	14	the	the	DET
hjic-855	57	15	subsequent	subsequent	ADJ
hjic-855	57	16	experiment	experiment	NOUN
hjic-855	57	17	(	(	PUNCT
hjic-855	57	18	fig	fig	NOUN
hjic-855	57	19	.	.	PUNCT
hjic-855	57	20	3d	3d	NUM
hjic-855	57	21	)	)	PUNCT
hjic-855	57	22	was	be	AUX
hjic-855	57	23	both	both	PRON
hjic-855	57	24	supplemented	supplement	VERB
hjic-855	57	25	with	with	ADP
hjic-855	57	26	20	20	NUM
hjic-855	57	27	g	g	NOUN
hjic-855	57	28	/	/	SYM
hjic-855	57	29	l	l	NOUN
hjic-855	57	30	lactic	lactic	ADJ
hjic-855	57	31	acid	acid	NOUN
hjic-855	57	32	and	and	CCONJ
hjic-855	57	33	11	11	NUM
hjic-855	57	34	g	g	NOUN
hjic-855	57	35	/	/	SYM
hjic-855	57	36	l	l	NOUN
hjic-855	57	37	propionic	propionic	ADJ
hjic-855	57	38	acid	acid	NOUN
hjic-855	57	39	,	,	PUNCT
hjic-855	57	40	but	but	CCONJ
hjic-855	57	41	this	this	PRON
hjic-855	57	42	resulted	result	VERB
hjic-855	57	43	in	in	ADP
hjic-855	57	44	a	a	DET
hjic-855	57	45	low	low	ADJ
hjic-855	57	46	level	level	NOUN
hjic-855	57	47	of	of	ADP
hjic-855	57	48	sa	sa	NOUN
hjic-855	57	49	and	and	CCONJ
hjic-855	57	50	a	a	DET
hjic-855	57	51	high	high	ADJ
hjic-855	57	52	level	level	NOUN
hjic-855	57	53	of	of	ADP
hjic-855	57	54	lactic	lactic	ADJ
hjic-855	57	55	acid	acid	NOUN
hjic-855	57	56	(	(	PUNCT
hjic-855	57	57	52	52	NUM
hjic-855	57	58	g	g	NOUN
hjic-855	57	59	/	/	SYM
hjic-855	57	60	l	l	NOUN
hjic-855	57	61	)	)	PUNCT
hjic-855	57	62	.	.	PUNCT
hjic-855	58	1	the	the	DET
hjic-855	58	2	model	model	NOUN
hjic-855	58	3	yet	yet	ADV
hjic-855	58	4	again	again	ADV
hjic-855	58	5	fitted	fit	VERB
hjic-855	58	6	well	well	ADV
hjic-855	58	7	to	to	ADP
hjic-855	58	8	the	the	DET
hjic-855	58	9	measured	measured	ADJ
hjic-855	58	10	csw	csw	PROPN
hjic-855	58	11	and	and	CCONJ
hjic-855	58	12	sa	sa	PROPN
hjic-855	58	13	values	value	NOUN
hjic-855	58	14	.	.	PUNCT
hjic-855	59	1	independent	independent	ADJ
hjic-855	59	2	fermentation	fermentation	NOUN
hjic-855	59	3	results	result	NOUN
hjic-855	59	4	were	be	AUX
hjic-855	59	5	also	also	ADV
hjic-855	59	6	checked	check	VERB
hjic-855	59	7	by	by	ADP
hjic-855	59	8	the	the	DET
hjic-855	59	9	model	model	NOUN
hjic-855	59	10	(	(	PUNCT
hjic-855	59	11	fig	fig	NOUN
hjic-855	59	12	.	.	PUNCT
hjic-855	60	1	3e	3e	NUM
hjic-855	60	2	)	)	PUNCT
hjic-855	61	1	and	and	CCONJ
hjic-855	61	2	resulted	result	VERB
hjic-855	61	3	in	in	ADP
hjic-855	61	4	very	very	ADV
hjic-855	61	5	good	good	ADJ
hjic-855	61	6	fits	fit	NOUN
hjic-855	61	7	.	.	PUNCT
hjic-855	62	1	it	it	PRON
hjic-855	62	2	can	can	AUX
hjic-855	62	3	be	be	AUX
hjic-855	62	4	concluded	conclude	VERB
hjic-855	62	5	that	that	SCONJ
hjic-855	62	6	the	the	DET
hjic-855	62	7	artificial	artificial	ADJ
hjic-855	62	8	neural	neural	ADJ
hjic-855	62	9	network	network	NOUN
hjic-855	62	10	model	model	NOUN
hjic-855	62	11	constructed	construct	VERB
hjic-855	62	12	described	describe	VERB
hjic-855	62	13	well	well	INTJ
hjic-855	62	14	the	the	DET
hjic-855	62	15	sa	sa	PROPN
hjic-855	62	16	fermentations	fermentation	NOUN
hjic-855	62	17	,	,	PUNCT
hjic-855	62	18	which	which	PRON
hjic-855	62	19	is	be	AUX
hjic-855	62	20	in	in	ADP
hjic-855	62	21	line	line	NOUN
hjic-855	62	22	with	with	ADP
hjic-855	62	23	the	the	DET
hjic-855	62	24	results	result	NOUN
hjic-855	62	25	of	of	ADP
hjic-855	62	26	li	li	PROPN
hjic-855	62	27	et	et	PROPN
hjic-855	62	28	al	al	PROPN
hjic-855	62	29	.	.	PUNCT
hjic-855	63	1	[	[	X
hjic-855	63	2	7	7	NUM
hjic-855	63	3	]	]	PUNCT
hjic-855	63	4	,	,	PUNCT
hjic-855	63	5	namely	namely	ADV
hjic-855	63	6	that	that	SCONJ
hjic-855	63	7	artificial	artificial	ADJ
hjic-855	63	8	neural	neural	ADJ
hjic-855	63	9	network	network	NOUN
hjic-855	63	10	models	model	NOUN
hjic-855	63	11	can	can	AUX
hjic-855	63	12	describe	describe	VERB
hjic-855	63	13	succinic	succinic	ADJ
hjic-855	63	14	acid	acid	NOUN
hjic-855	63	15	fermentation	fermentation	NOUN
hjic-855	63	16	better	well	ADJ
hjic-855	63	17	than	than	ADP
hjic-855	63	18	response	response	NOUN
hjic-855	63	19	surface	surface	NOUN
hjic-855	63	20	methodology	methodology	NOUN
hjic-855	63	21	.	.	PUNCT
hjic-855	64	1	the	the	DET
hjic-855	64	2	presented	present	VERB
hjic-855	64	3	results	result	NOUN
hjic-855	64	4	revealed	reveal	VERB
hjic-855	64	5	that	that	SCONJ
hjic-855	64	6	for	for	ADP
hjic-855	64	7	sa	sa	NOUN
hjic-855	64	8	fermentation	fermentation	NOUN
hjic-855	64	9	,	,	PUNCT
hjic-855	64	10	5	5	NUM
hjic-855	64	11	%	%	NOUN
hjic-855	64	12	co2	co2	NOUN
hjic-855	64	13	enrichment	enrichment	NOUN
hjic-855	64	14	is	be	AUX
hjic-855	64	15	essential	essential	ADJ
hjic-855	64	16	and	and	CCONJ
hjic-855	64	17	can	can	AUX
hjic-855	64	18	not	not	PART
hjic-855	64	19	be	be	AUX
hjic-855	64	20	fully	fully	ADV
hjic-855	64	21	or	or	CCONJ
hjic-855	64	22	partially	partially	ADV
hjic-855	64	23	replaced	replace	VERB
hjic-855	64	24	with	with	ADP
hjic-855	64	25	the	the	DET
hjic-855	64	26	addition	addition	NOUN
hjic-855	64	27	of	of	ADP
hjic-855	64	28	lactic	lactic	ADJ
hjic-855	64	29	acid	acid	NOUN
hjic-855	64	30	or	or	CCONJ
hjic-855	64	31	propionic	propionic	ADJ
hjic-855	64	32	acid	acid	NOUN
hjic-855	64	33	.	.	PUNCT
hjic-855	65	1	after	after	ADP
hjic-855	65	2	validating	validate	VERB
hjic-855	65	3	the	the	DET
hjic-855	65	4	model	model	NOUN
hjic-855	65	5	by	by	ADP
hjic-855	65	6	conducting	conduct	VERB
hjic-855	65	7	5	5	NUM
hjic-855	65	8	different	different	ADJ
hjic-855	65	9	fermentations	fermentation	NOUN
hjic-855	65	10	,	,	PUNCT
hjic-855	65	11	it	it	PRON
hjic-855	65	12	was	be	AUX
hjic-855	65	13	used	use	VERB
hjic-855	65	14	to	to	PART
hjic-855	65	15	optimize	optimize	VERB
hjic-855	65	16	influential	influential	ADJ
hjic-855	65	17	factors	factor	NOUN
hjic-855	65	18	via	via	ADP
hjic-855	65	19	impact	impact	NOUN
hjic-855	65	20	figures	figure	NOUN
hjic-855	65	21	(	(	PUNCT
hjic-855	65	22	directional	directional	ADJ
hjic-855	65	23	output	output	NOUN
hjic-855	65	24	plots	plot	NOUN
hjic-855	65	25	)	)	PUNCT
hjic-855	65	26	(	(	PUNCT
hjic-855	65	27	fig	fig	NOUN
hjic-855	65	28	.	.	PUNCT
hjic-855	66	1	4	4	NUM
hjic-855	66	2	)	)	PUNCT
hjic-855	66	3	.	.	PUNCT
hjic-855	67	1	these	these	DET
hjic-855	67	2	trends	trend	NOUN
hjic-855	67	3	show	show	VERB
hjic-855	67	4	that	that	SCONJ
hjic-855	67	5	all	all	DET
hjic-855	67	6	the	the	DET
hjic-855	67	7	presented	present	VERB
hjic-855	67	8	factors	factor	NOUN
hjic-855	67	9	correlate	correlate	VERB
hjic-855	67	10	with	with	ADP
hjic-855	67	11	sa	sa	PROPN
hjic-855	67	12	concentration	concentration	NOUN
hjic-855	67	13	,	,	PUNCT
hjic-855	67	14	i.e.	i.e.	X
hjic-855	67	15	any	any	DET
hjic-855	67	16	increment	increment	NOUN
hjic-855	67	17	in	in	ADP
hjic-855	67	18	their	their	PRON
hjic-855	67	19	amounts	amount	NOUN
hjic-855	67	20	resulted	result	VERB
hjic-855	67	21	in	in	ADP
hjic-855	67	22	an	an	DET
hjic-855	67	23	increment	increment	NOUN
hjic-855	67	24	in	in	ADP
hjic-855	67	25	sa	sa	PROPN
hjic-855	67	26	,	,	PUNCT
hjic-855	67	27	with	with	ADP
hjic-855	67	28	the	the	DET
hjic-855	67	29	exception	exception	NOUN
hjic-855	67	30	of	of	ADP
hjic-855	67	31	propionic	propionic	ADJ
hjic-855	67	32	acid	acid	NOUN
hjic-855	67	33	which	which	PRON
hjic-855	67	34	exhibited	exhibit	VERB
hjic-855	67	35	a	a	DET
hjic-855	67	36	negative	negative	ADJ
hjic-855	67	37	correlation	correlation	NOUN
hjic-855	67	38	.	.	PUNCT
hjic-855	68	1	these	these	PRON
hjic-855	68	2	suggest	suggest	VERB
hjic-855	68	3	that	that	SCONJ
hjic-855	68	4	the	the	DET
hjic-855	68	5	addition	addition	NOUN
hjic-855	68	6	of	of	ADP
hjic-855	68	7	propionic	propionic	ADJ
hjic-855	68	8	acid	acid	NOUN
hjic-855	68	9	can	can	AUX
hjic-855	68	10	decrease	decrease	VERB
hjic-855	68	11	the	the	DET
hjic-855	68	12	concentration	concentration	NOUN
hjic-855	68	13	of	of	ADP
hjic-855	68	14	sa	sa	PROPN
hjic-855	68	15	obtained	obtain	VERB
hjic-855	68	16	and	and	CCONJ
hjic-855	68	17	the	the	DET
hjic-855	68	18	addition	addition	NOUN
hjic-855	68	19	of	of	ADP
hjic-855	68	20	lactic	lactic	ADJ
hjic-855	68	21	acid	acid	NOUN
hjic-855	68	22	can	can	AUX
hjic-855	68	23	increase	increase	VERB
hjic-855	68	24	it	it	PRON
hjic-855	68	25	.	.	PUNCT
hjic-855	69	1	(	(	PUNCT
hjic-855	69	2	a	a	X
hjic-855	69	3	)	)	PUNCT
hjic-855	69	4	(	(	PUNCT
hjic-855	69	5	b	b	X
hjic-855	69	6	)	)	PUNCT
hjic-855	69	7	(	(	PUNCT
hjic-855	69	8	c	c	X
hjic-855	69	9	)	)	PUNCT
hjic-855	69	10	(	(	PUNCT
hjic-855	69	11	d	d	X
hjic-855	69	12	)	)	PUNCT
hjic-855	69	13	(	(	PUNCT
hjic-855	69	14	e	e	NOUN
hjic-855	69	15	)	)	PUNCT
hjic-855	69	16	figure	figure	NOUN
hjic-855	69	17	3	3	NUM
hjic-855	69	18	:	:	PUNCT
hjic-855	69	19	actinobacillus	actinobacillus	ADJ
hjic-855	69	20	succinogenes	succinogene	NOUN
hjic-855	69	21	fermentations	fermentation	NOUN
hjic-855	69	22	with	with	ADP
hjic-855	69	23	different	different	ADJ
hjic-855	69	24	degrees	degree	NOUN
hjic-855	69	25	of	of	ADP
hjic-855	69	26	co2	co2	NOUN
hjic-855	69	27	enrichment	enrichment	NOUN
hjic-855	69	28	in	in	ADP
hjic-855	69	29	combination	combination	NOUN
hjic-855	69	30	with	with	ADP
hjic-855	69	31	lactic	lactic	ADJ
hjic-855	69	32	acid	acid	NOUN
hjic-855	69	33	(	(	PUNCT
hjic-855	69	34	la	la	NOUN
hjic-855	69	35	)	)	PUNCT
hjic-855	69	36	and	and	CCONJ
hjic-855	69	37	propionic	propionic	ADJ
hjic-855	69	38	acid	acid	NOUN
hjic-855	69	39	(	(	PUNCT
hjic-855	69	40	pa	pa	PROPN
hjic-855	69	41	)	)	PUNCT
hjic-855	69	42	.	.	PUNCT
hjic-855	70	1	dots	dot	NOUN
hjic-855	70	2	indicate	indicate	VERB
hjic-855	70	3	the	the	DET
hjic-855	70	4	measured	measured	ADJ
hjic-855	70	5	values	value	NOUN
hjic-855	70	6	and	and	CCONJ
hjic-855	70	7	lines	line	NOUN
hjic-855	70	8	indicate	indicate	VERB
hjic-855	70	9	the	the	DET
hjic-855	70	10	model	model	NOUN
hjic-855	70	11	prediction	prediction	NOUN
hjic-855	70	12	.	.	PUNCT
hjic-855	71	1	47(2	47(2	PROPN
hjic-855	71	2	)	)	PUNCT
hjic-855	72	1	pp	pp	ADV
hjic-855	72	2	.	.	PUNCT
hjic-855	73	1	1–4	1–4	PROPN
hjic-855	73	2	(	(	PUNCT
hjic-855	73	3	2019	2019	NUM
hjic-855	73	4	)	)	PUNCT
hjic-855	73	5	4	4	NUM
hjic-855	73	6	németh	németh	ADJ
hjic-855	73	7	figure	figure	NOUN
hjic-855	73	8	4	4	NUM
hjic-855	73	9	:	:	PUNCT
hjic-855	73	10	factors	factor	NOUN
hjic-855	73	11	impact	impact	NOUN
hjic-855	73	12	plots	plot	NOUN
hjic-855	73	13	:	:	PUNCT
hjic-855	73	14	proh	proh	NOUN
hjic-855	73	15	–	–	PUNCT
hjic-855	73	16	propionic	propionic	ADJ
hjic-855	73	17	acid	acid	NOUN
hjic-855	73	18	(	(	PUNCT
hjic-855	73	19	g	g	NOUN
hjic-855	73	20	/	/	SYM
hjic-855	73	21	l	l	NOUN
hjic-855	73	22	)	)	PUNCT
hjic-855	73	23	,	,	PUNCT
hjic-855	73	24	total	total	ADJ
hjic-855	73	25	sugar	sugar	NOUN
hjic-855	73	26	(	(	PUNCT
hjic-855	73	27	g	g	NOUN
hjic-855	73	28	/	/	SYM
hjic-855	73	29	l	l	NOUN
hjic-855	73	30	)	)	PUNCT
hjic-855	73	31	,	,	PUNCT
hjic-855	73	32	la	la	ADJ
hjic-855	73	33	–	–	PUNCT
hjic-855	73	34	lactic	lactic	ADJ
hjic-855	73	35	acid	acid	NOUN
hjic-855	73	36	(	(	PUNCT
hjic-855	73	37	g	g	NOUN
hjic-855	73	38	/	/	SYM
hjic-855	73	39	l	l	NOUN
hjic-855	73	40	)	)	PUNCT
hjic-855	73	41	and	and	CCONJ
hjic-855	73	42	co2	co2	NOUN
hjic-855	73	43	–	–	PUNCT
hjic-855	73	44	carbon	carbon	NOUN
hjic-855	73	45	dioxide	dioxide	NOUN
hjic-855	73	46	(	(	PUNCT
hjic-855	73	47	%	%	NOUN
hjic-855	73	48	)	)	PUNCT
hjic-855	73	49	4	4	NUM
hjic-855	73	50	.	.	X
hjic-855	73	51	conclusion	conclusion	NOUN
hjic-855	73	52	five	five	NUM
hjic-855	73	53	actinobacillus	actinobacillus	ADJ
hjic-855	73	54	succinogenes	succinogene	NOUN
hjic-855	73	55	fermentations	fermentation	NOUN
hjic-855	73	56	were	be	AUX
hjic-855	73	57	run	run	VERB
hjic-855	73	58	under	under	ADP
hjic-855	73	59	different	different	ADJ
hjic-855	73	60	conditions	condition	NOUN
hjic-855	73	61	:	:	PUNCT
hjic-855	73	62	semi	semi	ADJ
hjic-855	73	63	-	-	ADJ
hjic-855	73	64	anaerobic	anaerobic	ADJ
hjic-855	73	65	method	method	NOUN
hjic-855	73	66	,	,	PUNCT
hjic-855	73	67	controlled	control	VERB
hjic-855	73	68	introduction	introduction	NOUN
hjic-855	73	69	of	of	ADP
hjic-855	73	70	co2	co2	NOUN
hjic-855	73	71	,	,	PUNCT
hjic-855	73	72	and	and	CCONJ
hjic-855	73	73	introduction	introduction	NOUN
hjic-855	73	74	of	of	ADP
hjic-855	73	75	co2	co2	NOUN
hjic-855	73	76	combined	combine	VERB
hjic-855	73	77	with	with	ADP
hjic-855	73	78	either	either	CCONJ
hjic-855	73	79	the	the	DET
hjic-855	73	80	addition	addition	NOUN
hjic-855	73	81	of	of	ADP
hjic-855	73	82	lactic	lactic	ADJ
hjic-855	73	83	acid	acid	NOUN
hjic-855	73	84	or	or	CCONJ
hjic-855	73	85	both	both	CCONJ
hjic-855	73	86	lactic	lactic	ADJ
hjic-855	73	87	acid	acid	NOUN
hjic-855	73	88	and	and	CCONJ
hjic-855	73	89	propionic	propionic	ADJ
hjic-855	73	90	acid	acid	NOUN
hjic-855	73	91	.	.	PUNCT
hjic-855	74	1	all	all	ADV
hjic-855	74	2	together	together	ADV
hjic-855	74	3	58	58	NUM
hjic-855	74	4	samples	sample	NOUN
hjic-855	74	5	were	be	AUX
hjic-855	74	6	taken	take	VERB
hjic-855	74	7	and	and	CCONJ
hjic-855	74	8	analysed	analyse	VERB
hjic-855	74	9	,	,	PUNCT
hjic-855	74	10	the	the	DET
hjic-855	74	11	results	result	NOUN
hjic-855	74	12	of	of	ADP
hjic-855	74	13	which	which	PRON
hjic-855	74	14	were	be	AUX
hjic-855	74	15	entered	enter	VERB
hjic-855	74	16	into	into	ADP
hjic-855	74	17	neural	neural	ADJ
hjic-855	74	18	designer	designer	NOUN
hjic-855	74	19	modelling	model	VERB
hjic-855	74	20	software	software	NOUN
hjic-855	74	21	and	and	CCONJ
hjic-855	74	22	used	use	VERB
hjic-855	74	23	for	for	ADP
hjic-855	74	24	training	training	NOUN
hjic-855	74	25	and	and	CCONJ
hjic-855	74	26	testing	test	VERB
hjic-855	74	27	the	the	DET
hjic-855	74	28	model	model	NOUN
hjic-855	74	29	.	.	PUNCT
hjic-855	75	1	while	while	SCONJ
hjic-855	75	2	the	the	DET
hjic-855	75	3	fermentations	fermentation	NOUN
hjic-855	75	4	resulted	result	VERB
hjic-855	75	5	in	in	ADP
hjic-855	75	6	very	very	ADV
hjic-855	75	7	different	different	ADJ
hjic-855	75	8	final	final	ADJ
hjic-855	75	9	sa	sa	NOUN
hjic-855	75	10	concentrations	concentration	NOUN
hjic-855	75	11	,	,	PUNCT
hjic-855	75	12	the	the	DET
hjic-855	75	13	established	establish	VERB
hjic-855	75	14	model	model	NOUN
hjic-855	75	15	fitted	fit	VERB
hjic-855	75	16	well	well	ADV
hjic-855	75	17	to	to	ADP
hjic-855	75	18	all	all	PRON
hjic-855	75	19	of	of	ADP
hjic-855	75	20	the	the	DET
hjic-855	75	21	fermentations	fermentation	NOUN
hjic-855	75	22	,	,	PUNCT
hjic-855	75	23	even	even	ADV
hjic-855	75	24	to	to	ADP
hjic-855	75	25	the	the	DET
hjic-855	75	26	one	one	NOUN
hjic-855	75	27	which	which	PRON
hjic-855	75	28	was	be	AUX
hjic-855	75	29	not	not	PART
hjic-855	75	30	used	use	VERB
hjic-855	75	31	for	for	ADP
hjic-855	75	32	model	model	NOUN
hjic-855	75	33	building	building	NOUN
hjic-855	75	34	,	,	PUNCT
hjic-855	75	35	testing	testing	NOUN
hjic-855	75	36	and	and	CCONJ
hjic-855	75	37	validation	validation	NOUN
hjic-855	75	38	.	.	PUNCT
hjic-855	76	1	while	while	SCONJ
hjic-855	76	2	economical	economical	ADJ
hjic-855	76	3	co2	co2	NOUN
hjic-855	76	4	enrichment	enrichment	NOUN
hjic-855	76	5	was	be	AUX
hjic-855	76	6	successfully	successfully	ADV
hjic-855	76	7	applied	apply	VERB
hjic-855	76	8	and	and	CCONJ
hjic-855	76	9	resulted	result	VERB
hjic-855	76	10	in	in	ADP
hjic-855	76	11	the	the	DET
hjic-855	76	12	highest	high	ADJ
hjic-855	76	13	sa	sa	NOUN
hjic-855	76	14	yield	yield	NOUN
hjic-855	76	15	(	(	PUNCT
hjic-855	76	16	37	37	NUM
hjic-855	76	17	%	%	NOUN
hjic-855	76	18	)	)	PUNCT
hjic-855	76	19	,	,	PUNCT
hjic-855	76	20	the	the	DET
hjic-855	76	21	addition	addition	NOUN
hjic-855	76	22	of	of	ADP
hjic-855	76	23	lactic	lactic	ADJ
hjic-855	76	24	acid	acid	NOUN
hjic-855	76	25	and	and	CCONJ
hjic-855	76	26	propionic	propionic	ADJ
hjic-855	76	27	acid	acid	NOUN
hjic-855	76	28	was	be	AUX
hjic-855	76	29	not	not	PART
hjic-855	76	30	successful	successful	ADJ
hjic-855	76	31	in	in	ADP
hjic-855	76	32	terms	term	NOUN
hjic-855	76	33	of	of	ADP
hjic-855	76	34	sa	sa	NOUN
hjic-855	76	35	concentration	concentration	NOUN
hjic-855	76	36	.	.	PUNCT
hjic-855	77	1	acknowledgement	acknowledgement	NOUN
hjic-855	77	2	this	this	DET
hjic-855	77	3	research	research	NOUN
hjic-855	77	4	was	be	AUX
hjic-855	77	5	conducted	conduct	VERB
hjic-855	77	6	within	within	ADP
hjic-855	77	7	the	the	DET
hjic-855	77	8	framework	framework	NOUN
hjic-855	77	9	of	of	ADP
hjic-855	77	10	and	and	CCONJ
hjic-855	77	11	in	in	ADP
hjic-855	77	12	cooperation	cooperation	NOUN
hjic-855	77	13	with	with	ADP
hjic-855	77	14	progressio	progressio	NOUN
hjic-855	77	15	engineering	engineering	PROPN
hjic-855	77	16	bureau	bureau	PROPN
hjic-855	77	17	ltd	ltd	PROPN
hjic-855	77	18	.	.	PROPN
hjic-855	77	19	,	,	PUNCT
hjic-855	77	20	mél	mél	PROPN
hjic-855	77	21	biotech	biotech	PROPN
hjic-855	77	22	k+f	k+f	PROPN
hjic-855	77	23	kft	kft	PROPN
hjic-855	77	24	.	.	PUNCT
hjic-855	78	1	and	and	CCONJ
hjic-855	78	2	budapest	budapest	PROPN
hjic-855	78	3	university	university	PROPN
hjic-855	78	4	of	of	ADP
hjic-855	78	5	technology	technology	NOUN
hjic-855	78	6	and	and	CCONJ
hjic-855	78	7	economics	economic	NOUN
hjic-855	78	8	.	.	PUNCT
hjic-855	79	1	references	reference	NOUN
hjic-855	79	2	[	[	X
hjic-855	79	3	1	1	NUM
hjic-855	79	4	]	]	PUNCT
hjic-855	79	5	tonova	tonova	PROPN
hjic-855	79	6	,	,	PUNCT
hjic-855	79	7	k.	k.	PROPN
hjic-855	79	8	:	:	PUNCT
hjic-855	79	9	state	state	NOUN
hjic-855	79	10	-	-	PUNCT
hjic-855	79	11	of	of	ADP
hjic-855	79	12	-	-	PUNCT
hjic-855	79	13	the	the	DET
hjic-855	79	14	-	-	PUNCT
hjic-855	79	15	art	art	NOUN
hjic-855	79	16	recovery	recovery	NOUN
hjic-855	79	17	of	of	ADP
hjic-855	79	18	fermentative	fermentative	ADJ
hjic-855	79	19	organic	organic	ADJ
hjic-855	79	20	acids	acid	NOUN
hjic-855	79	21	by	by	ADP
hjic-855	79	22	ionic	ionic	ADJ
hjic-855	79	23	liquids	liquid	NOUN
hjic-855	79	24	:	:	PUNCT
hjic-855	79	25	an	an	DET
hjic-855	79	26	overview	overview	NOUN
hjic-855	79	27	hung	hung	NOUN
hjic-855	79	28	.	.	PUNCT
hjic-855	80	1	j.	j.	PROPN
hjic-855	80	2	ind	ind	PROPN
hjic-855	80	3	.	.	PUNCT
hjic-855	81	1	chem	chem	PROPN
hjic-855	81	2	.	.	PUNCT
hjic-855	82	1	2017	2017	NUM
hjic-855	82	2	45(2	45(2	NOUN
hjic-855	82	3	)	)	PUNCT
hjic-855	82	4	,	,	PUNCT
hjic-855	82	5	41–44	41–44	NUM
hjic-855	82	6	doi	doi	NOUN
hjic-855	82	7	:	:	PUNCT
hjic-855	82	8	10.1515	10.1515	NUM
hjic-855	82	9	/	/	SYM
hjic-855	82	10	hjic-2017	hjic-2017	NOUN
hjic-855	82	11	-	-	PUNCT
hjic-855	82	12	0019	0019	NUM
hjic-855	82	13	[	[	X
hjic-855	82	14	2	2	NUM
hjic-855	82	15	]	]	X
hjic-855	82	16	song	song	NOUN
hjic-855	82	17	,	,	PUNCT
hjic-855	82	18	h.	h.	PROPN
hjic-855	82	19	;	;	PUNCT
hjic-855	82	20	lee	lee	PROPN
hjic-855	82	21	,	,	PUNCT
hjic-855	82	22	s.	s.	PROPN
hjic-855	82	23	y.	y.	PROPN
hjic-855	82	24	:	:	PUNCT
hjic-855	82	25	production	production	NOUN
hjic-855	82	26	of	of	ADP
hjic-855	82	27	succinic	succinic	ADJ
hjic-855	82	28	acid	acid	NOUN
hjic-855	82	29	by	by	ADP
hjic-855	82	30	bacterial	bacterial	ADJ
hjic-855	82	31	fermentation	fermentation	NOUN
hjic-855	82	32	enzyme	enzyme	NOUN
hjic-855	82	33	microb	microb	VERB
hjic-855	82	34	.	.	PUNCT
hjic-855	83	1	tech	tech	NOUN
hjic-855	83	2	.	.	PUNCT
hjic-855	84	1	2006	2006	NUM
hjic-855	84	2	39(3	39(3	NUM
hjic-855	84	3	)	)	PUNCT
hjic-855	84	4	,	,	PUNCT
hjic-855	84	5	352–361	352–361	NUM
hjic-855	84	6	doi	doi	NOUN
hjic-855	84	7	:	:	PUNCT
hjic-855	84	8	10.1016	10.1016	NUM
hjic-855	84	9	/	/	SYM
hjic-855	84	10	j.enzmictec.2005.11.043	j.enzmictec.2005.11.043	PROPN
hjic-855	85	1	[	[	X
hjic-855	85	2	3	3	NUM
hjic-855	85	3	]	]	PUNCT
hjic-855	85	4	sauer	sauer	NOUN
hjic-855	85	5	,	,	PUNCT
hjic-855	85	6	m.	m.	NOUN
hjic-855	85	7	;	;	PUNCT
hjic-855	85	8	porro	porro	PROPN
hjic-855	85	9	,	,	PUNCT
hjic-855	85	10	d.	d.	PROPN
hjic-855	85	11	;	;	PUNCT
hjic-855	85	12	mattanovich	mattanovich	PROPN
hjic-855	85	13	,	,	PUNCT
hjic-855	85	14	d.	d.	PROPN
hjic-855	85	15	;	;	PUNCT
hjic-855	85	16	branduardi	branduardi	NOUN
hjic-855	85	17	,	,	PUNCT
hjic-855	85	18	p.	p.	NOUN
hjic-855	85	19	:	:	PUNCT
hjic-855	85	20	microbial	microbial	ADJ
hjic-855	85	21	production	production	NOUN
hjic-855	85	22	of	of	ADP
hjic-855	85	23	organic	organic	ADJ
hjic-855	85	24	acids	acid	NOUN
hjic-855	85	25	:	:	PUNCT
hjic-855	85	26	expanding	expand	VERB
hjic-855	85	27	the	the	DET
hjic-855	85	28	markets	market	NOUN
hjic-855	85	29	trends	trend	NOUN
hjic-855	85	30	biotechnol	biotechnol	ADJ
hjic-855	85	31	.	.	PUNCT
hjic-855	86	1	2008	2008	NUM
hjic-855	86	2	26(2	26(2	NUM
hjic-855	86	3	)	)	PUNCT
hjic-855	87	1	,	,	PUNCT
hjic-855	87	2	100–108	100–108	NUM
hjic-855	87	3	doi	doi	NOUN
hjic-855	87	4	:	:	PUNCT
hjic-855	87	5	10.1016	10.1016	NUM
hjic-855	87	6	/	/	SYM
hjic-855	87	7	j.tibtech.2007.11.006	j.tibtech.2007.11.006	X
hjic-855	87	8	[	[	X
hjic-855	87	9	4	4	NUM
hjic-855	87	10	]	]	X
hjic-855	87	11	zeikus	zeikus	NOUN
hjic-855	87	12	,	,	PUNCT
hjic-855	87	13	j.	j.	PROPN
hjic-855	87	14	g.	g.	PROPN
hjic-855	87	15	;	;	PUNCT
hjic-855	88	1	jain,·m	jain,·m	PROPN
hjic-855	88	2	.	.	PUNCT
hjic-855	88	3	k.	k.	PROPN
hjic-855	88	4	;	;	PUNCT
hjic-855	88	5	elankovan	elankovan	NOUN
hjic-855	88	6	,	,	PUNCT
hjic-855	88	7	p.	p.	NOUN
hjic-855	88	8	:	:	PUNCT
hjic-855	89	1	biotechnology	biotechnology	NOUN
hjic-855	89	2	of	of	ADP
hjic-855	89	3	succinic	succinic	ADJ
hjic-855	89	4	acid	acid	NOUN
hjic-855	89	5	production	production	NOUN
hjic-855	89	6	and	and	CCONJ
hjic-855	89	7	markets	market	NOUN
hjic-855	89	8	for	for	ADP
hjic-855	89	9	derived	derive	VERB
hjic-855	89	10	industrial	industrial	ADJ
hjic-855	89	11	products	product	NOUN
hjic-855	89	12	appl	appl	PROPN
hjic-855	89	13	.	.	PUNCT
hjic-855	90	1	microbiol	microbiol	PROPN
hjic-855	90	2	biot	biot	PROPN
hjic-855	90	3	.	.	PROPN
hjic-855	90	4	1999	1999	NUM
hjic-855	90	5	51(5	51(5	NUM
hjic-855	90	6	)	)	PUNCT
hjic-855	90	7	,	,	PUNCT
hjic-855	90	8	545–552	545–552	NUM
hjic-855	90	9	doi	doi	NOUN
hjic-855	90	10	:	:	PUNCT
hjic-855	90	11	10.1007	10.1007	NUM
hjic-855	90	12	/	/	SYM
hjic-855	90	13	s002530051431	s002530051431	NOUN
hjic-855	91	1	[	[	X
hjic-855	91	2	5	5	NUM
hjic-855	91	3	]	]	X
hjic-855	91	4	liu	liu	PROPN
hjic-855	91	5	,	,	PUNCT
hjic-855	91	6	y.-p	y.-p	PROPN
hjic-855	91	7	.	.	PUNCT
hjic-855	91	8	;	;	PUNCT
hjic-855	91	9	zheng	zheng	PROPN
hjic-855	91	10	,	,	PUNCT
hjic-855	91	11	p.	p.	NOUN
hjic-855	91	12	;	;	PUNCT
hjic-855	91	13	sun	sun	NOUN
hjic-855	91	14	,	,	PUNCT
hjic-855	91	15	z.-h	z.-h	PROPN
hjic-855	91	16	.	.	PUNCT
hjic-855	91	17	;	;	PUNCT
hjic-855	91	18	ni	ni	PROPN
hjic-855	91	19	,	,	PUNCT
hjic-855	91	20	y.	y.	PROPN
hjic-855	91	21	;	;	PUNCT
hjic-855	91	22	dong	dong	PROPN
hjic-855	91	23	,	,	PUNCT
hjic-855	91	24	j.j	j.j	PROPN
hjic-855	91	25	.	.	PROPN
hjic-855	91	26	;	;	PUNCT
hjic-855	91	27	zhu	zhu	PROPN
hjic-855	91	28	,	,	PUNCT
hjic-855	91	29	l.-l	l.-l	PROPN
hjic-855	91	30	.	.	PUNCT
hjic-855	92	1	:	:	PUNCT
hjic-855	92	2	economical	economical	ADJ
hjic-855	92	3	succinic	succinic	ADJ
hjic-855	92	4	acid	acid	NOUN
hjic-855	92	5	production	production	NOUN
hjic-855	92	6	from	from	ADP
hjic-855	92	7	cane	cane	NOUN
hjic-855	92	8	molasses	molasse	NOUN
hjic-855	92	9	by	by	ADP
hjic-855	92	10	actinobacillus	actinobacillus	ADJ
hjic-855	92	11	succinogenes	succinogene	NOUN
hjic-855	92	12	bioresource	bioresource	ADP
hjic-855	92	13	technol	technol	NOUN
hjic-855	92	14	.	.	PUNCT
hjic-855	92	15	2008	2008	NUM
hjic-855	92	16	99(6	99(6	NUM
hjic-855	92	17	)	)	PUNCT
hjic-855	92	18	,	,	PUNCT
hjic-855	92	19	1736–1742	1736–1742	NUM
hjic-855	92	20	doi	doi	NOUN
hjic-855	92	21	:	:	PUNCT
hjic-855	92	22	10.1016	10.1016	NUM
hjic-855	92	23	/	/	SYM
hjic-855	92	24	j.biortech.2007.03.044	j.biortech.2007.03.044	X
hjic-855	93	1	[	[	X
hjic-855	93	2	6	6	NUM
hjic-855	93	3	]	]	SYM
hjic-855	93	4	mika	mika	X
hjic-855	93	5	,	,	PUNCT
hjic-855	93	6	l.t	l.t	PROPN
hjic-855	93	7	.	.	PROPN
hjic-855	93	8	;	;	PUNCT
hjic-855	93	9	cséfalvay	cséfalvay	PROPN
hjic-855	93	10	,	,	PUNCT
hjic-855	93	11	e.	e.	PROPN
hjic-855	93	12	;	;	PUNCT
hjic-855	93	13	németh	németh	PROPN
hjic-855	93	14	,	,	PUNCT
hjic-855	93	15	á	á	PROPN
hjic-855	93	16	.	.	PUNCT
hjic-855	93	17	:	:	PUNCT
hjic-855	93	18	catalytic	catalytic	ADJ
hjic-855	93	19	conversion	conversion	NOUN
hjic-855	93	20	of	of	ADP
hjic-855	93	21	carbohydrates	carbohydrate	NOUN
hjic-855	93	22	to	to	ADP
hjic-855	93	23	initial	initial	ADJ
hjic-855	93	24	chemicals	chemical	NOUN
hjic-855	93	25	:	:	PUNCT
hjic-855	93	26	chemistry	chemistry	NOUN
hjic-855	93	27	and	and	CCONJ
hjic-855	93	28	sustainability	sustainability	NOUN
hjic-855	93	29	chem	chem	NOUN
hjic-855	93	30	.	.	PUNCT
hjic-855	94	1	rev	rev	PROPN
hjic-855	94	2	.	.	PROPN
hjic-855	94	3	2018	2018	NUM
hjic-855	94	4	118(2	118(2	NUM
hjic-855	94	5	)	)	PUNCT
hjic-855	94	6	,	,	PUNCT
hjic-855	94	7	505–613	505–613	NUM
hjic-855	94	8	doi	doi	NOUN
hjic-855	94	9	:	:	PUNCT
hjic-855	94	10	10.1021	10.1021	NUM
hjic-855	94	11	/	/	SYM
hjic-855	94	12	acs.chemrev.7b00395	acs.chemrev.7b00395	NOUN
hjic-855	95	1	[	[	X
hjic-855	95	2	7	7	X
hjic-855	95	3	]	]	SYM
hjic-855	95	4	li	li	PROPN
hjic-855	95	5	,	,	PUNCT
hjic-855	95	6	x.	x.	PROPN
hjic-855	95	7	;	;	PUNCT
hjic-855	95	8	jiang	jiang	PROPN
hjic-855	95	9	,	,	PUNCT
hjic-855	95	10	s.	s.	PROPN
hjic-855	95	11	;	;	PUNCT
hjic-855	95	12	pan	pan	PROPN
hjic-855	95	13	,	,	PUNCT
hjic-855	95	14	l.	l.	PROPN
hjic-855	95	15	;	;	PUNCT
hjic-855	95	16	wei	wei	PROPN
hjic-855	95	17	,	,	PUNCT
hjic-855	95	18	z.	z.	PROPN
hjic-855	95	19	:	:	PUNCT
hjic-855	95	20	optimization	optimization	NOUN
hjic-855	95	21	for	for	ADP
hjic-855	95	22	the	the	DET
hjic-855	95	23	bioconversion	bioconversion	NOUN
hjic-855	95	24	of	of	ADP
hjic-855	95	25	succinic	succinic	ADJ
hjic-855	95	26	acid	acid	NOUN
hjic-855	95	27	based	base	VERB
hjic-855	95	28	on	on	ADP
hjic-855	95	29	response	response	NOUN
hjic-855	95	30	surface	surface	NOUN
hjic-855	95	31	methodology	methodology	NOUN
hjic-855	95	32	and	and	CCONJ
hjic-855	95	33	back	back	ADJ
hjic-855	95	34	-	-	PUNCT
hjic-855	95	35	propagation	propagation	NOUN
hjic-855	95	36	artificial	artificial	ADJ
hjic-855	95	37	neural	neural	ADJ
hjic-855	95	38	network	network	NOUN
hjic-855	95	39	in	in	ADP
hjic-855	95	40	:	:	PUNCT
hjic-855	95	41	wang	wang	PROPN
hjic-855	95	42	,	,	PUNCT
hjic-855	95	43	h	h	NOUN
hjic-855	95	44	;	;	PUNCT
hjic-855	95	45	low	low	ADJ
hjic-855	95	46	,	,	PUNCT
hjic-855	95	47	k.	k.	PROPN
hjic-855	95	48	s.	s.	PROPN
hjic-855	95	49	;	;	PUNCT
hjic-855	95	50	wei	wei	PROPN
hjic-855	95	51	,	,	PUNCT
hjic-855	95	52	k.	k.	PROPN
hjic-855	95	53	;	;	PUNCT
hjic-855	95	54	sun	sun	PROPN
hjic-855	95	55	,	,	PUNCT
hjic-855	95	56	j.	j.	PROPN
hjic-855	95	57	(	(	PUNCT
hjic-855	95	58	eds	eds	PROPN
hjic-855	95	59	.	.	PROPN
hjic-855	95	60	):	):	PUNCT
hjic-855	95	61	fifth	fifth	ADJ
hjic-855	95	62	international	international	ADJ
hjic-855	95	63	conference	conference	NOUN
hjic-855	95	64	on	on	ADP
hjic-855	95	65	natural	natural	ADJ
hjic-855	95	66	computation	computation	NOUN
hjic-855	95	67	2009	2009	NUM
hjic-855	95	68	3	3	NUM
hjic-855	95	69	,	,	PUNCT
hjic-855	95	70	392	392	NUM
hjic-855	95	71	–	–	SYM
hjic-855	95	72	398	398	NUM
hjic-855	95	73	(	(	PUNCT
hjic-855	95	74	ieee	ieee	NOUN
hjic-855	95	75	computer	computer	NOUN
hjic-855	95	76	society	society	NOUN
hjic-855	95	77	,	,	PUNCT
hjic-855	95	78	los	los	PROPN
hjic-855	95	79	alamitos	alamitos	PROPN
hjic-855	95	80	,	,	PUNCT
hjic-855	95	81	usa	usa	PROPN
hjic-855	95	82	)	)	PUNCT
hjic-855	95	83	isbn	isbn	NOUN
hjic-855	95	84	:	:	PUNCT
hjic-855	95	85	978	978	NUM
hjic-855	95	86	-	-	SYM
hjic-855	95	87	0	0	NUM
hjic-855	95	88	-	-	PUNCT
hjic-855	95	89	7695	7695	NUM
hjic-855	95	90	-	-	PUNCT
hjic-855	95	91	3736	3736	NUM
hjic-855	95	92	-	-	SYM
hjic-855	95	93	8	8	NUM
hjic-855	95	94	doi	doi	NOUN
hjic-855	95	95	:	:	PUNCT
hjic-855	95	96	10.1109	10.1109	NUM
hjic-855	95	97	/	/	SYM
hjic-855	95	98	icnc.2009.20	icnc.2009.20	PROPN
hjic-855	95	99	hungarian	hungarian	ADJ
hjic-855	95	100	journal	journal	NOUN
hjic-855	95	101	of	of	ADP
hjic-855	95	102	industry	industry	NOUN
hjic-855	95	103	and	and	CCONJ
hjic-855	95	104	chemistry	chemistry	NOUN
hjic-855	95	105	https://doi.org/10.1515/hjic-2017-0019	https://doi.org/10.1515/hjic-2017-0019	PROPN
hjic-855	95	106	https://doi.org/10.1515/hjic-2017-0019	https://doi.org/10.1515/hjic-2017-0019	PROPN
hjic-855	95	107	https://doi.org/10.1016/j.enzmictec.2005.11.043	https://doi.org/10.1016/j.enzmictec.2005.11.043	VERB
hjic-855	95	108	https://doi.org/10.1016/j.tibtech.2007.11.006	https://doi.org/10.1016/j.tibtech.2007.11.006	ADJ
hjic-855	95	109	https://doi.org/10.1007/s002530051431	https://doi.org/10.1007/s002530051431	NUM
hjic-855	95	110	https://doi.org/10.1016/j.biortech.2007.03.044	https://doi.org/10.1016/j.biortech.2007.03.044	PROPN
hjic-855	95	111	https://doi.org/10.1016/j.biortech.2007.03.044	https://doi.org/10.1016/j.biortech.2007.03.044	PROPN
hjic-855	95	112	https://doi.org/10.1021/acs.chemrev.7b00395	https://doi.org/10.1021/acs.chemrev.7b00395	PRON
hjic-855	95	113	https://doi.org/10.1109/icnc.2009.20	https://doi.org/10.1109/icnc.2009.20	PROPN
hjic-855	95	114	introduction	introduction	NOUN
hjic-855	95	115	materials	material	NOUN
hjic-855	95	116	and	and	CCONJ
hjic-855	95	117	methods	method	NOUN
hjic-855	95	118	cultivation	cultivation	NOUN
hjic-855	95	119	of	of	ADP
hjic-855	95	120	the	the	DET
hjic-855	95	121	bacteria	bacteria	NOUN
hjic-855	95	122	analysis	analysis	NOUN
hjic-855	95	123	neural	neural	ADJ
hjic-855	95	124	networking	networking	NOUN
hjic-855	95	125	results	result	NOUN
hjic-855	95	126	and	and	CCONJ
hjic-855	95	127	discussion	discussion	NOUN
hjic-855	95	128	conclusion	conclusion	NOUN