id sid tid token lemma pos bracis-28389 1 1 deep deep ADJ bracis-28389 1 2 reinforcement reinforcement NOUN bracis-28389 1 3 learning learning NOUN bracis-28389 1 4 for for ADP bracis-28389 1 5     SPACE bracis-28389 1 6 voltage voltage NOUN bracis-28389 1 7 control control NOUN bracis-28389 1 8 in in ADP bracis-28389 1 9     SPACE bracis-28389 1 10 power power NOUN bracis-28389 1 11 systems system NOUN bracis-28389 1 12 | | ADV bracis-28389 1 13 springer springer NOUN bracis-28389 1 14 nature nature PROPN bracis-28389 1 15 link link PROPN bracis-28389 1 16 ( ( PUNCT bracis-28389 1 17 formerly formerly ADV bracis-28389 1 18 springerlink springerlink NOUN bracis-28389 1 19 ) ) PUNCT bracis-28389 1 20 skip skip VERB bracis-28389 1 21 to to ADP bracis-28389 1 22 main main ADJ bracis-28389 1 23 content content NOUN bracis-28389 1 24 advertisement advertisement NOUN bracis-28389 1 25 log log NOUN bracis-28389 1 26 in in ADP bracis-28389 1 27 menu menu NOUN bracis-28389 1 28 find find VERB bracis-28389 1 29 a a DET bracis-28389 1 30 journal journal NOUN bracis-28389 1 31 publish publish VERB bracis-28389 1 32 with with ADP bracis-28389 1 33 us we PRON bracis-28389 1 34 track track VERB bracis-28389 1 35 your your PRON bracis-28389 1 36 research research NOUN bracis-28389 1 37 search search NOUN bracis-28389 1 38 cart cart NOUN bracis-28389 1 39 home home NOUN bracis-28389 1 40 intelligent intelligent ADJ bracis-28389 1 41 systems system NOUN bracis-28389 1 42 conference conference NOUN bracis-28389 1 43 paper paper NOUN bracis-28389 1 44 deep deep ADJ bracis-28389 1 45 reinforcement reinforcement NOUN bracis-28389 1 46 learning learning NOUN bracis-28389 1 47 for for ADP bracis-28389 1 48     SPACE bracis-28389 1 49 voltage voltage NOUN bracis-28389 1 50 control control NOUN bracis-28389 1 51 in in ADP bracis-28389 1 52     SPACE bracis-28389 1 53 power power NOUN bracis-28389 1 54 systems system NOUN bracis-28389 1 55 conference conference NOUN bracis-28389 1 56 paper paper NOUN bracis-28389 1 57 first first ADV bracis-28389 1 58 online online ADV bracis-28389 1 59 : : PUNCT bracis-28389 1 60 12 12 NUM bracis-28389 1 61 october october NOUN bracis-28389 1 62 2023 2023 NUM bracis-28389 1 63 pp pp CCONJ bracis-28389 1 64 213–227 213–227 NUM bracis-28389 1 65 cite cite VERB bracis-28389 1 66 this this DET bracis-28389 1 67 conference conference NOUN bracis-28389 1 68 paper paper NOUN bracis-28389 1 69 access access NOUN bracis-28389 1 70 provided provide VERB bracis-28389 1 71 by by ADP bracis-28389 1 72 university university PROPN bracis-28389 1 73 of of ADP bracis-28389 1 74 notre notre PROPN bracis-28389 1 75 dame dame PROPN bracis-28389 1 76 hesburgh hesburgh PROPN bracis-28389 1 77 library library PROPN bracis-28389 1 78 download download PROPN bracis-28389 1 79 book book NOUN bracis-28389 1 80 pdf pdf PROPN bracis-28389 1 81 download download NOUN bracis-28389 1 82 book book NOUN bracis-28389 1 83 epub epub PROPN bracis-28389 1 84 intelligent intelligent ADJ bracis-28389 1 85 systems system NOUN bracis-28389 1 86 ( ( PUNCT bracis-28389 1 87 bracis bracis NOUN bracis-28389 1 88 2023 2023 NUM bracis-28389 1 89 ) ) PUNCT bracis-28389 1 90 deep deep ADJ bracis-28389 1 91 reinforcement reinforcement NOUN bracis-28389 1 92 learning learning NOUN bracis-28389 1 93 for for ADP bracis-28389 1 94     SPACE bracis-28389 1 95 voltage voltage NOUN bracis-28389 1 96 control control NOUN bracis-28389 1 97 in in ADP bracis-28389 1 98     SPACE bracis-28389 1 99 power power NOUN bracis-28389 1 100 systems system NOUN bracis-28389 1 101 download download NOUN bracis-28389 1 102 book book NOUN bracis-28389 1 103 pdf pdf PROPN bracis-28389 1 104 download download NOUN bracis-28389 1 105 book book PROPN bracis-28389 1 106 epub epub PROPN bracis-28389 1 107 mauricio mauricio PROPN bracis-28389 1 108 w. w. PROPN bracis-28389 1 109 barg barg PROPN bracis-28389 1 110     SPACE bracis-28389 1 111 orcid orcid NOUN bracis-28389 1 112 : : PUNCT bracis-28389 1 113 orcid.org/0000-0003-2172-16279,10 orcid.org/0000-0003-2172-16279,10 PROPN bracis-28389 1 114 , , PUNCT bracis-28389 1 115 barbara barbara PROPN bracis-28389 1 116 s. s. PROPN bracis-28389 1 117 rodrigues rodrigues PROPN bracis-28389 1 118     SPACE bracis-28389 1 119 orcid orcid PROPN bracis-28389 1 120 : : PUNCT bracis-28389 1 121 orcid.org/0009-0003-9540-666x9 orcid.org/0009-0003-9540-666x9 NUM bracis-28389 1 122 , , PUNCT bracis-28389 1 123 gabriela gabriela PROPN bracis-28389 1 124 t. t. PROPN bracis-28389 1 125 justino justino PROPN bracis-28389 1 126     SPACE bracis-28389 1 127 orcid orcid NOUN bracis-28389 1 128 : : PUNCT bracis-28389 1 129 orcid.org/0000-0001-6154-35259 orcid.org/0000-0001-6154-35259 NOUN bracis-28389 1 130 , , PUNCT bracis-28389 1 131 kleyton kleyton PROPN bracis-28389 1 132 pontes pons NOUN bracis-28389 1 133 cotta cotta VERB bracis-28389 1 134     SPACE bracis-28389 1 135 orcid orcid NOUN bracis-28389 1 136 : : PUNCT bracis-28389 1 137 orcid.org/0000-0003-4332-56419 orcid.org/0000-0003-4332-56419 NOUN bracis-28389 1 138 , , PUNCT bracis-28389 1 139 hugo hugo PROPN bracis-28389 1 140 r. r. PROPN bracis-28389 1 141 v. v. PROPN bracis-28389 1 142 portuita portuita PROPN bracis-28389 1 143     SPACE bracis-28389 1 144 orcid orcid NOUN bracis-28389 1 145 : : PUNCT bracis-28389 1 146 orcid.org/0009-0004-2205-12879 orcid.org/0009-0004-2205-12879 ADV bracis-28389 1 147 , , PUNCT bracis-28389 2 1 flávio flávio NOUN bracis-28389 2 2 l. l. PROPN bracis-28389 2 3 loução loução PROPN bracis-28389 2 4 jr jr PROPN bracis-28389 2 5 . . PUNCT bracis-28389 2 6     SPACE bracis-28389 2 7 orcid orcid NOUN bracis-28389 2 8 : : PUNCT bracis-28389 2 9 orcid.org/0009-0009-1615-32839 orcid.org/0009-0009-1615-32839 ADV bracis-28389 2 10 , , PUNCT bracis-28389 2 11 iran iran PROPN bracis-28389 2 12 pereira pereira PROPN bracis-28389 2 13 abreu abreu PROPN bracis-28389 2 14     SPACE bracis-28389 2 15 orcid orcid NOUN bracis-28389 2 16 : : PUNCT bracis-28389 3 1 orcid.org/0009-0007-5909-955011 orcid.org/0009-0007-5909-955011 PROPN bracis-28389 3 2 & & CCONJ bracis-28389 3 3 … … PUNCT bracis-28389 3 4 antônio antônio PROPN bracis-28389 3 5 carlos carlos PROPN bracis-28389 3 6 pigossi pigossi PROPN bracis-28389 3 7 jr jr PROPN bracis-28389 3 8 . . PROPN bracis-28389 3 9     SPACE bracis-28389 3 10 orcid orcid NOUN bracis-28389 3 11 : : PUNCT bracis-28389 3 12 orcid.org/0009-0005-7690-012211 orcid.org/0009-0005-7690-012211 NOUN bracis-28389 3 13     SPACE bracis-28389 3 14 show show VERB bracis-28389 3 15 authors author NOUN bracis-28389 3 16 part part NOUN bracis-28389 3 17 of of ADP bracis-28389 3 18 the the DET bracis-28389 3 19 book book NOUN bracis-28389 3 20 series series NOUN bracis-28389 3 21 : : PUNCT bracis-28389 3 22 lecture lecture NOUN bracis-28389 3 23 notes note NOUN bracis-28389 3 24 in in ADP bracis-28389 3 25 computer computer NOUN bracis-28389 3 26 science science NOUN bracis-28389 3 27 ( ( PUNCT bracis-28389 3 28 ( ( PUNCT bracis-28389 3 29 lnai lnai ADJ bracis-28389 3 30 , , PUNCT bracis-28389 3 31 volume volume NOUN bracis-28389 3 32 14196 14196 NUM bracis-28389 3 33 ) ) PUNCT bracis-28389 3 34 ) ) PUNCT bracis-28389 3 35 included include VERB bracis-28389 3 36 in in ADP bracis-28389 3 37 the the DET bracis-28389 3 38 following follow VERB bracis-28389 3 39 conference conference NOUN bracis-28389 3 40 series series NOUN bracis-28389 3 41 : : PUNCT bracis-28389 3 42 brazilian brazilian ADJ bracis-28389 3 43 conference conference NOUN bracis-28389 3 44 on on ADP bracis-28389 3 45 intelligent intelligent ADJ bracis-28389 3 46 systems system NOUN bracis-28389 3 47 532 532 NUM bracis-28389 3 48 accesses access NOUN bracis-28389 3 49 abstract abstract VERB bracis-28389 3 50 the the DET bracis-28389 3 51 great great ADJ bracis-28389 3 52 complexity complexity NOUN bracis-28389 3 53 and and CCONJ bracis-28389 3 54 size size NOUN bracis-28389 3 55 of of ADP bracis-28389 3 56 electrical electrical ADJ bracis-28389 3 57 power power NOUN bracis-28389 3 58 systems system NOUN bracis-28389 3 59 makes make VERB bracis-28389 3 60 their their PRON bracis-28389 3 61 operation operation NOUN bracis-28389 3 62 and and CCONJ bracis-28389 3 63 control control VERB bracis-28389 3 64 a a DET bracis-28389 3 65 challenging challenging ADJ bracis-28389 3 66 task task NOUN bracis-28389 3 67 . . PUNCT bracis-28389 4 1 maintaining maintain VERB bracis-28389 4 2 a a DET bracis-28389 4 3 stable stable ADJ bracis-28389 4 4 voltage voltage NOUN bracis-28389 4 5 profile profile NOUN bracis-28389 4 6 to to PART bracis-28389 4 7 assure assure VERB bracis-28389 4 8 the the DET bracis-28389 4 9 security security NOUN bracis-28389 4 10 and and CCONJ bracis-28389 4 11 stability stability NOUN bracis-28389 4 12 of of ADP bracis-28389 4 13 the the DET bracis-28389 4 14 system system NOUN bracis-28389 4 15 is be AUX bracis-28389 4 16 one one NUM bracis-28389 4 17 of of ADP bracis-28389 4 18 many many ADJ bracis-28389 4 19 tasks task NOUN bracis-28389 4 20 that that PRON bracis-28389 4 21 must must AUX bracis-28389 4 22 be be AUX bracis-28389 4 23 conducted conduct VERB bracis-28389 4 24 daily daily ADV bracis-28389 4 25 by by ADP bracis-28389 4 26 power power NOUN bracis-28389 4 27 system system NOUN bracis-28389 4 28 operators operator NOUN bracis-28389 4 29 and and CCONJ bracis-28389 4 30 its its PRON bracis-28389 4 31 automatic automatic ADJ bracis-28389 4 32 control control NOUN bracis-28389 4 33 equipment equipment NOUN bracis-28389 4 34 . . PUNCT bracis-28389 5 1 this this DET bracis-28389 5 2 work work NOUN bracis-28389 5 3 proposes propose VERB bracis-28389 5 4 a a DET bracis-28389 5 5 deep deep ADJ bracis-28389 5 6 reinforcement reinforcement NOUN bracis-28389 5 7 learning learning NOUN bracis-28389 5 8 framework framework NOUN bracis-28389 5 9 for for ADP bracis-28389 5 10 controlling control VERB bracis-28389 5 11 the the DET bracis-28389 5 12 equipment equipment NOUN bracis-28389 5 13 responsible responsible ADJ bracis-28389 5 14 for for ADP bracis-28389 5 15 keeping keep VERB bracis-28389 5 16 the the DET bracis-28389 5 17 voltages voltage NOUN bracis-28389 5 18 across across ADP bracis-28389 5 19 the the DET bracis-28389 5 20 system system NOUN bracis-28389 5 21 buses bus NOUN bracis-28389 5 22 within within ADP bracis-28389 5 23 their their PRON bracis-28389 5 24 limits limit NOUN bracis-28389 5 25 . . PUNCT bracis-28389 6 1 more more ADV bracis-28389 6 2 specifically specifically ADV bracis-28389 6 3 , , PUNCT bracis-28389 6 4 a a DET bracis-28389 6 5 smart smart ADJ bracis-28389 6 6 agent agent NOUN bracis-28389 6 7 that that PRON bracis-28389 6 8 is be AUX bracis-28389 6 9 capable capable ADJ bracis-28389 6 10 of of ADP bracis-28389 6 11 deciding decide VERB bracis-28389 6 12 the the DET bracis-28389 6 13 best good ADJ bracis-28389 6 14 course course NOUN bracis-28389 6 15 of of ADP bracis-28389 6 16 action action NOUN bracis-28389 6 17 in in ADP bracis-28389 6 18 order order NOUN bracis-28389 6 19 to to PART bracis-28389 6 20 keep keep VERB bracis-28389 6 21 the the DET bracis-28389 6 22 system system NOUN bracis-28389 6 23 ’s ’s PART bracis-28389 6 24 voltages voltage NOUN bracis-28389 6 25 within within ADP bracis-28389 6 26 a a DET bracis-28389 6 27 specified specified ADJ bracis-28389 6 28 range range NOUN bracis-28389 6 29 while while SCONJ bracis-28389 6 30 taking take VERB bracis-28389 6 31 into into ADP bracis-28389 6 32 account account NOUN bracis-28389 6 33 system system NOUN bracis-28389 6 34 ’s ’s PART bracis-28389 6 35 conditions condition NOUN bracis-28389 6 36 is be AUX bracis-28389 6 37 proposed propose VERB bracis-28389 6 38 . . PUNCT bracis-28389 7 1 besides besides SCONJ bracis-28389 7 2 the the DET bracis-28389 7 3 traditional traditional ADJ bracis-28389 7 4 deep deep ADJ bracis-28389 7 5 reinforcement reinforcement NOUN bracis-28389 7 6 learning learning NOUN bracis-28389 7 7 approach approach NOUN bracis-28389 7 8 , , PUNCT bracis-28389 7 9 three three NUM bracis-28389 7 10 novel novel ADJ bracis-28389 7 11 reinforcement reinforcement NOUN bracis-28389 7 12 learning learning NOUN bracis-28389 7 13 variations variation NOUN bracis-28389 7 14 named name VERB bracis-28389 7 15 windowed windowed ADJ bracis-28389 7 16 , , PUNCT bracis-28389 7 17 ensemble ensemble ADJ bracis-28389 7 18 and and CCONJ bracis-28389 7 19 windowed windowed ADJ bracis-28389 7 20 ensemble ensemble ADJ bracis-28389 7 21 q q NOUN bracis-28389 7 22 - - PUNCT bracis-28389 7 23 learning learning NOUN bracis-28389 7 24 , , PUNCT bracis-28389 7 25 which which PRON bracis-28389 7 26 alter alter VERB bracis-28389 7 27 the the DET bracis-28389 7 28 agent agent NOUN bracis-28389 7 29 ’s ’s PART bracis-28389 7 30 learning learning NOUN bracis-28389 7 31 process process NOUN bracis-28389 7 32 for for ADP bracis-28389 7 33 voltage voltage NOUN bracis-28389 7 34 control control NOUN bracis-28389 7 35 , , PUNCT bracis-28389 7 36 are be AUX bracis-28389 7 37 presented present VERB bracis-28389 7 38 and and CCONJ bracis-28389 7 39 tested test VERB bracis-28389 7 40 on on ADP bracis-28389 7 41 ieee ieee NOUN bracis-28389 7 42 13 13 NUM bracis-28389 7 43 , , PUNCT bracis-28389 7 44 37 37 NUM bracis-28389 7 45 and and CCONJ bracis-28389 7 46 123 123 NUM bracis-28389 7 47 bus bus NOUN bracis-28389 7 48 systems system NOUN bracis-28389 7 49 , , PUNCT bracis-28389 7 50 simulated simulate VERB bracis-28389 7 51 on on ADP bracis-28389 7 52 opendss opendss PROPN bracis-28389 7 53 . . PUNCT bracis-28389 8 1 access access NOUN bracis-28389 8 2 provided provide VERB bracis-28389 8 3 by by ADP bracis-28389 8 4 university university PROPN bracis-28389 8 5 of of ADP bracis-28389 8 6 notre notre PROPN bracis-28389 8 7 dame dame PROPN bracis-28389 8 8 hesburgh hesburgh PROPN bracis-28389 8 9 library library PROPN bracis-28389 8 10 . . PUNCT bracis-28389 9 1 download download PROPN bracis-28389 9 2 conference conference NOUN bracis-28389 9 3 paper paper NOUN bracis-28389 9 4 pdf pdf NOUN bracis-28389 9 5 similar similar ADJ bracis-28389 9 6 content content NOUN bracis-28389 9 7 being be AUX bracis-28389 9 8 viewed view VERB bracis-28389 9 9 by by ADP bracis-28389 9 10 others other NOUN bracis-28389 9 11 active active ADJ bracis-28389 9 12 voltage voltage NOUN bracis-28389 9 13 control control NOUN bracis-28389 9 14 method method NOUN bracis-28389 9 15 of of ADP bracis-28389 9 16 distributed distribute VERB bracis-28389 9 17 photovoltaic photovoltaic NOUN bracis-28389 9 18 based base VERB bracis-28389 9 19 on on ADP bracis-28389 9 20 safe safe ADJ bracis-28389 9 21 deep deep ADJ bracis-28389 9 22 reinforcement reinforcement NOUN bracis-28389 9 23 learning learning NOUN bracis-28389 9 24 chapter chapter NOUN bracis-28389 9 25 © © PROPN bracis-28389 9 26 2025 2025 NUM bracis-28389 9 27 reinforcement reinforcement NOUN bracis-28389 9 28 learning learning NOUN bracis-28389 9 29 for for ADP bracis-28389 9 30 decision decision NOUN bracis-28389 9 31 - - PUNCT bracis-28389 9 32 making making NOUN bracis-28389 9 33 and and CCONJ bracis-28389 9 34 control control NOUN bracis-28389 9 35 in in ADP bracis-28389 9 36 power power NOUN bracis-28389 9 37 systems system NOUN bracis-28389 9 38 chapter chapter NOUN bracis-28389 9 39 © © PROPN bracis-28389 9 40 2023 2023 NUM bracis-28389 9 41 modeling modeling NOUN bracis-28389 9 42 and and CCONJ bracis-28389 9 43 deep deep ADJ bracis-28389 9 44 reinforcement reinforcement NOUN bracis-28389 9 45 learning learning NOUN bracis-28389 9 46 based base VERB bracis-28389 9 47 control control NOUN bracis-28389 9 48 parameter parameter NOUN bracis-28389 9 49 tuning tune VERB bracis-28389 9 50 for for ADP bracis-28389 9 51 voltage voltage NOUN bracis-28389 9 52 source source NOUN bracis-28389 9 53 converter converter NOUN bracis-28389 9 54 in in ADP bracis-28389 9 55 a a DET bracis-28389 9 56 renewable renewable ADJ bracis-28389 9 57 energy energy NOUN bracis-28389 9 58 generation generation NOUN bracis-28389 9 59 system system NOUN bracis-28389 9 60 article article NOUN bracis-28389 9 61 16 16 NUM bracis-28389 9 62 february february PROPN bracis-28389 9 63 2024 2024 NUM bracis-28389 9 64 explore explore VERB bracis-28389 9 65 related relate VERB bracis-28389 9 66 subjects subject NOUN bracis-28389 9 67 discover discover VERB bracis-28389 9 68 the the DET bracis-28389 9 69 latest late ADJ bracis-28389 9 70 articles article NOUN bracis-28389 9 71 , , PUNCT bracis-28389 9 72 books book NOUN bracis-28389 9 73 and and CCONJ bracis-28389 9 74 news news NOUN bracis-28389 9 75 in in ADP bracis-28389 9 76 related related ADJ bracis-28389 9 77 subjects subject NOUN bracis-28389 9 78 , , PUNCT bracis-28389 9 79 suggested suggest VERB bracis-28389 9 80 using use VERB bracis-28389 9 81 machine machine NOUN bracis-28389 9 82 learning learning NOUN bracis-28389 9 83 . . PUNCT bracis-28389 10 1 energy energy NOUN bracis-28389 10 2 grids grid NOUN bracis-28389 10 3 and and CCONJ bracis-28389 10 4 networks network VERB bracis-28389 10 5 energy energy NOUN bracis-28389 10 6 management management NOUN bracis-28389 10 7 smart smart ADJ bracis-28389 10 8 infrastructure infrastructure NOUN bracis-28389 10 9 stochastic stochastic NOUN bracis-28389 10 10 learning learning NOUN bracis-28389 10 11 and and CCONJ bracis-28389 10 12 adaptive adaptive ADJ bracis-28389 10 13 control control NOUN bracis-28389 10 14 artificial artificial ADJ bracis-28389 10 15 intelligence intelligence NOUN bracis-28389 10 16 electrical electrical ADJ bracis-28389 10 17 power power NOUN bracis-28389 10 18 engineering engineering NOUN bracis-28389 10 19 1 1 NUM bracis-28389 10 20 introduction introduction NOUN bracis-28389 10 21 electric electric ADJ bracis-28389 10 22 power power NOUN bracis-28389 10 23 systems system NOUN bracis-28389 10 24 ( ( PUNCT bracis-28389 10 25 eps eps PROPN bracis-28389 10 26 ) ) PUNCT bracis-28389 10 27 are be AUX bracis-28389 10 28 complex complex ADJ bracis-28389 10 29 systems system NOUN bracis-28389 10 30 with with ADP bracis-28389 10 31 both both CCONJ bracis-28389 10 32 physical physical ADJ bracis-28389 10 33 and and CCONJ bracis-28389 10 34 digital digital ADJ bracis-28389 10 35 resources resource NOUN bracis-28389 10 36 that that PRON bracis-28389 10 37 must must AUX bracis-28389 10 38 work work VERB bracis-28389 10 39 together together ADV bracis-28389 10 40 in in ADP bracis-28389 10 41 order order NOUN bracis-28389 10 42 to to PART bracis-28389 10 43 deliver deliver VERB bracis-28389 10 44 electricity electricity NOUN bracis-28389 10 45 safely safely ADV bracis-28389 10 46 and and CCONJ bracis-28389 10 47 efficiently efficiently ADV bracis-28389 10 48 to to ADP bracis-28389 10 49 all all DET bracis-28389 10 50 kinds kind NOUN bracis-28389 10 51 of of ADP bracis-28389 10 52 customers customer NOUN bracis-28389 10 53 be be AUX bracis-28389 10 54 them they PRON bracis-28389 10 55 industrial industrial ADJ bracis-28389 10 56 , , PUNCT bracis-28389 10 57 commercial commercial ADJ bracis-28389 10 58 or or CCONJ bracis-28389 10 59 residential residential ADJ bracis-28389 10 60 [ [ X bracis-28389 10 61 17 17 NUM bracis-28389 10 62 ] ] PUNCT bracis-28389 10 63 . . PUNCT bracis-28389 11 1 over over ADP bracis-28389 11 2 the the DET bracis-28389 11 3 last last ADJ bracis-28389 11 4 decades decade NOUN bracis-28389 11 5 the the DET bracis-28389 11 6 demand demand NOUN bracis-28389 11 7 for for ADP bracis-28389 11 8 energy energy NOUN bracis-28389 11 9 is be AUX bracis-28389 11 10 constantly constantly ADV bracis-28389 11 11 increasing increase VERB bracis-28389 11 12 as as SCONJ bracis-28389 11 13 people people NOUN bracis-28389 11 14 wish wish VERB bracis-28389 11 15 for for ADP bracis-28389 11 16 better well ADJ bracis-28389 11 17 quality quality NOUN bracis-28389 11 18 of of ADP bracis-28389 11 19 life life NOUN bracis-28389 11 20 [ [ X bracis-28389 11 21 22 22 NUM bracis-28389 11 22 ] ] PUNCT bracis-28389 11 23 . . PUNCT bracis-28389 12 1 with with ADP bracis-28389 12 2 this this DET bracis-28389 12 3 growth growth NOUN bracis-28389 12 4 , , PUNCT bracis-28389 12 5 maintaining maintain VERB bracis-28389 12 6 the the DET bracis-28389 12 7 quality quality NOUN bracis-28389 12 8 of of ADP bracis-28389 12 9 service service NOUN bracis-28389 12 10 ( ( PUNCT bracis-28389 12 11 qos qos PROPN bracis-28389 12 12 ) ) PUNCT bracis-28389 12 13 and and CCONJ bracis-28389 12 14 system system NOUN bracis-28389 12 15 safety safety NOUN bracis-28389 12 16 becomes become VERB bracis-28389 12 17 harder hard ADJ bracis-28389 12 18 and and CCONJ bracis-28389 12 19 new new ADJ bracis-28389 12 20 tools tool NOUN bracis-28389 12 21 and and CCONJ bracis-28389 12 22 resources resource NOUN bracis-28389 12 23 must must AUX bracis-28389 12 24 be be AUX bracis-28389 12 25 included include VERB bracis-28389 12 26 into into ADP bracis-28389 12 27 the the DET bracis-28389 12 28 process process NOUN bracis-28389 12 29 of of ADP bracis-28389 12 30 operating operate VERB bracis-28389 12 31 and and CCONJ bracis-28389 12 32 controlling control VERB bracis-28389 12 33 the the DET bracis-28389 12 34 system system NOUN bracis-28389 12 35 . . PUNCT bracis-28389 13 1 mainly mainly ADV bracis-28389 13 2 , , PUNCT bracis-28389 13 3 the the DET bracis-28389 13 4 operation operation NOUN bracis-28389 13 5 of of ADP bracis-28389 13 6 epss epss PROPN bracis-28389 13 7 is be AUX bracis-28389 13 8 executed execute VERB bracis-28389 13 9 by by ADP bracis-28389 13 10 several several ADJ bracis-28389 13 11 trained train VERB bracis-28389 13 12 professionals professional NOUN bracis-28389 13 13 called call VERB bracis-28389 13 14 system system NOUN bracis-28389 13 15 operators operator NOUN bracis-28389 13 16 ( ( PUNCT bracis-28389 13 17 so so ADV bracis-28389 13 18 ) ) PUNCT bracis-28389 13 19 who who PRON bracis-28389 13 20 must must AUX bracis-28389 13 21 constantly constantly ADV bracis-28389 13 22 observe observe VERB bracis-28389 13 23 the the DET bracis-28389 13 24 system system NOUN bracis-28389 13 25 ’s ’s PART bracis-28389 13 26 condition condition NOUN bracis-28389 13 27 and and CCONJ bracis-28389 13 28 conduct conduct VERB bracis-28389 13 29 different different ADJ bracis-28389 13 30 tasks task NOUN bracis-28389 13 31 such such ADJ bracis-28389 13 32 as as ADP bracis-28389 13 33 dispatch dispatch NOUN bracis-28389 13 34 of of ADP bracis-28389 13 35 generators generator NOUN bracis-28389 13 36 , , PUNCT bracis-28389 13 37 frequency frequency NOUN bracis-28389 13 38 control control NOUN bracis-28389 13 39 , , PUNCT bracis-28389 13 40 fault fault NOUN bracis-28389 13 41 mitigation mitigation NOUN bracis-28389 13 42 , , PUNCT bracis-28389 13 43 among among ADP bracis-28389 13 44 others other NOUN bracis-28389 14 1 [ [ X bracis-28389 14 2 29 29 NUM bracis-28389 14 3 ] ] PUNCT bracis-28389 14 4 . . PUNCT bracis-28389 15 1 one one NUM bracis-28389 15 2 of of ADP bracis-28389 15 3 these these DET bracis-28389 15 4 tasks task NOUN bracis-28389 15 5 known know VERB bracis-28389 15 6 as as ADP bracis-28389 15 7 voltage voltage NOUN bracis-28389 15 8 control control NOUN bracis-28389 15 9 regards regard VERB bracis-28389 15 10 keeping keep VERB bracis-28389 15 11 voltage voltage NOUN bracis-28389 15 12 on on ADP bracis-28389 15 13 all all DET bracis-28389 15 14 system system NOUN bracis-28389 15 15 buses bus NOUN bracis-28389 15 16 between between ADP bracis-28389 15 17 certain certain ADJ bracis-28389 15 18 limits limit NOUN bracis-28389 15 19 which which PRON bracis-28389 15 20 are be AUX bracis-28389 15 21 usually usually ADV bracis-28389 15 22 defined define VERB bracis-28389 15 23 by by ADP bracis-28389 15 24 regulatory regulatory ADJ bracis-28389 15 25 associations association NOUN bracis-28389 15 26 and and CCONJ bracis-28389 15 27 take take VERB bracis-28389 15 28 into into ADP bracis-28389 15 29 account account NOUN bracis-28389 15 30 the the DET bracis-28389 15 31 systems system NOUN bracis-28389 15 32 ’ ' PUNCT bracis-28389 15 33 correct correct ADJ bracis-28389 15 34 functioning functioning NOUN bracis-28389 15 35 . . PUNCT bracis-28389 16 1 as as SCONJ bracis-28389 16 2 the the DET bracis-28389 16 3 demand demand NOUN bracis-28389 16 4 fluctuates fluctuate VERB bracis-28389 16 5 through through ADP bracis-28389 16 6 the the DET bracis-28389 16 7 day day NOUN bracis-28389 16 8 , , PUNCT bracis-28389 16 9 the the DET bracis-28389 16 10 voltages voltage NOUN bracis-28389 16 11 on on ADP bracis-28389 16 12 system system NOUN bracis-28389 16 13 ’s ’s PART bracis-28389 16 14 buses bus NOUN bracis-28389 16 15 also also ADV bracis-28389 16 16 change change VERB bracis-28389 16 17 and and CCONJ bracis-28389 16 18 operators operator NOUN bracis-28389 16 19 must must AUX bracis-28389 16 20 maneuver maneuver VERB bracis-28389 16 21 and and CCONJ bracis-28389 16 22 switch switch VERB bracis-28389 16 23 several several ADJ bracis-28389 16 24 equipment equipment NOUN bracis-28389 16 25 in in ADP bracis-28389 16 26 order order NOUN bracis-28389 16 27 to to PART bracis-28389 16 28 keep keep VERB bracis-28389 16 29 it it PRON bracis-28389 16 30 under under ADP bracis-28389 16 31 control control NOUN bracis-28389 16 32 . . PUNCT bracis-28389 17 1 as as ADP bracis-28389 17 2 most most ADJ bracis-28389 17 3 other other ADJ bracis-28389 17 4 tasks task NOUN bracis-28389 17 5 , , PUNCT bracis-28389 17 6 voltage voltage NOUN bracis-28389 17 7 control control NOUN bracis-28389 17 8 must must AUX bracis-28389 17 9 be be AUX bracis-28389 17 10 executed execute VERB bracis-28389 17 11 by by ADP bracis-28389 17 12 the the DET bracis-28389 17 13 sos sos NOUN bracis-28389 17 14 in in ADP bracis-28389 17 15 real real ADJ bracis-28389 17 16 time time NOUN bracis-28389 17 17 who who PRON bracis-28389 17 18 usually usually ADV bracis-28389 17 19 must must AUX bracis-28389 17 20 react react VERB bracis-28389 17 21 in in ADP bracis-28389 17 22 a a DET bracis-28389 17 23 short short ADJ bracis-28389 17 24 time time NOUN bracis-28389 17 25 frame frame NOUN bracis-28389 17 26 as as SCONJ bracis-28389 17 27 the the DET bracis-28389 17 28 system system NOUN bracis-28389 17 29 ’s ’s PART bracis-28389 17 30 resources resource NOUN bracis-28389 17 31 may may AUX bracis-28389 17 32 be be AUX bracis-28389 17 33 at at ADP bracis-28389 17 34 stake stake NOUN bracis-28389 17 35 . . PUNCT bracis-28389 18 1 voltage voltage NOUN bracis-28389 18 2 can can AUX bracis-28389 18 3 also also ADV bracis-28389 18 4 be be AUX bracis-28389 18 5 controlled control VERB bracis-28389 18 6 by by ADP bracis-28389 18 7 automatic automatic ADJ bracis-28389 18 8 control control NOUN bracis-28389 18 9 equipment equipment NOUN bracis-28389 18 10 that that PRON bracis-28389 18 11 react react VERB bracis-28389 18 12 to to PART bracis-28389 18 13 voltage voltage VERB bracis-28389 18 14 fluctuations fluctuation NOUN bracis-28389 18 15 according accord VERB bracis-28389 18 16 to to ADP bracis-28389 18 17 some some DET bracis-28389 18 18 embedded embed VERB bracis-28389 18 19 logic logic NOUN bracis-28389 18 20 using use VERB bracis-28389 18 21 control control NOUN bracis-28389 18 22 mechanisms mechanism NOUN bracis-28389 18 23 that that PRON bracis-28389 18 24 monitor monitor VERB bracis-28389 18 25 the the DET bracis-28389 18 26 voltage voltage NOUN bracis-28389 18 27 at at ADP bracis-28389 18 28 certain certain ADJ bracis-28389 18 29 system system NOUN bracis-28389 18 30 ’s ’s PART bracis-28389 18 31 points point NOUN bracis-28389 18 32 and and CCONJ bracis-28389 18 33 issues issue NOUN bracis-28389 18 34 control control VERB bracis-28389 18 35 commands command NOUN bracis-28389 18 36 that that PRON bracis-28389 18 37 keep keep VERB bracis-28389 18 38 it it PRON bracis-28389 18 39 in in ADP bracis-28389 18 40 between between ADP bracis-28389 18 41 the the DET bracis-28389 18 42 predefined predefine VERB bracis-28389 18 43 limits limit NOUN bracis-28389 18 44 [ [ X bracis-28389 18 45 3 3 NUM bracis-28389 18 46 ] ] PUNCT bracis-28389 18 47 . . PUNCT bracis-28389 19 1 due due ADP bracis-28389 19 2 to to ADP bracis-28389 19 3 the the DET bracis-28389 19 4 need need NOUN bracis-28389 19 5 for for ADP bracis-28389 19 6 fast fast ADJ bracis-28389 19 7 reaction reaction NOUN bracis-28389 19 8 , , PUNCT bracis-28389 19 9 operators operator NOUN bracis-28389 19 10 usually usually ADV bracis-28389 19 11 do do AUX bracis-28389 19 12 not not PART bracis-28389 19 13 have have VERB bracis-28389 19 14 time time NOUN bracis-28389 19 15 for for ADP bracis-28389 19 16 detailed detailed ADJ bracis-28389 19 17 analysis analysis NOUN bracis-28389 19 18 of of ADP bracis-28389 19 19 their their PRON bracis-28389 19 20 actions action NOUN bracis-28389 19 21 . . PUNCT bracis-28389 20 1 they they PRON bracis-28389 20 2 rely rely VERB bracis-28389 20 3 on on ADP bracis-28389 20 4 their their PRON bracis-28389 20 5 experience experience NOUN bracis-28389 20 6 and and CCONJ bracis-28389 20 7 on on ADP bracis-28389 20 8 actions action NOUN bracis-28389 20 9 that that PRON bracis-28389 20 10 have have AUX bracis-28389 20 11 worked work VERB bracis-28389 20 12 in in ADP bracis-28389 20 13 the the DET bracis-28389 20 14 past past NOUN bracis-28389 20 15 , , PUNCT bracis-28389 20 16 but but CCONJ bracis-28389 20 17 this this PRON bracis-28389 20 18 may may AUX bracis-28389 20 19 not not PART bracis-28389 20 20 be be AUX bracis-28389 20 21 optimal optimal ADJ bracis-28389 20 22 because because SCONJ bracis-28389 20 23 the the DET bracis-28389 20 24 system system NOUN bracis-28389 20 25 varies vary VERB bracis-28389 20 26 due due ADJ bracis-28389 20 27 to to ADP bracis-28389 20 28 various various ADJ bracis-28389 20 29 unknown unknown ADJ bracis-28389 20 30 factors factor NOUN bracis-28389 20 31 . . PUNCT bracis-28389 21 1 automatic automatic ADJ bracis-28389 21 2 control control NOUN bracis-28389 21 3 equipment equipment NOUN bracis-28389 21 4 also also ADV bracis-28389 21 5 has have AUX bracis-28389 21 6 fixed fix VERB bracis-28389 21 7 logic logic NOUN bracis-28389 21 8 that that PRON bracis-28389 21 9 does do AUX bracis-28389 21 10 not not PART bracis-28389 21 11 consider consider VERB bracis-28389 21 12 the the DET bracis-28389 21 13 constantly constantly ADV bracis-28389 21 14 changing change VERB bracis-28389 21 15 dynamics dynamic NOUN bracis-28389 21 16 of of ADP bracis-28389 21 17 the the DET bracis-28389 21 18 system system NOUN bracis-28389 21 19 . . PUNCT bracis-28389 22 1 over over ADP bracis-28389 22 2 the the DET bracis-28389 22 3 years year NOUN bracis-28389 22 4 several several ADJ bracis-28389 22 5 different different ADJ bracis-28389 22 6 techniques technique NOUN bracis-28389 22 7 have have AUX bracis-28389 22 8 been be AUX bracis-28389 22 9 proposed propose VERB bracis-28389 22 10 in in ADP bracis-28389 22 11 order order NOUN bracis-28389 22 12 to to PART bracis-28389 22 13 address address VERB bracis-28389 22 14 the the DET bracis-28389 22 15 voltage voltage NOUN bracis-28389 22 16 control control NOUN bracis-28389 22 17 problem problem NOUN bracis-28389 22 18 . . PUNCT bracis-28389 23 1 as as SCONJ bracis-28389 23 2 it it PRON bracis-28389 23 3 is be AUX bracis-28389 23 4 formally formally ADV bracis-28389 23 5 known know VERB bracis-28389 23 6 , , PUNCT bracis-28389 23 7 volt volt NOUN bracis-28389 23 8 - - PUNCT bracis-28389 23 9 var var NOUN bracis-28389 23 10 control control NOUN bracis-28389 23 11 has have AUX bracis-28389 23 12 seen see VERB bracis-28389 23 13 applications application NOUN bracis-28389 23 14 of of ADP bracis-28389 23 15 a a DET bracis-28389 23 16 plethora plethora NOUN bracis-28389 23 17 of of ADP bracis-28389 23 18 different different ADJ bracis-28389 23 19 methods method NOUN bracis-28389 23 20 , , PUNCT bracis-28389 23 21 such such ADJ bracis-28389 23 22 as as ADP bracis-28389 23 23 classical classical ADJ bracis-28389 23 24 optimization optimization NOUN bracis-28389 23 25 [ [ X bracis-28389 23 26 24 24 NUM bracis-28389 23 27 , , PUNCT bracis-28389 23 28 25 25 NUM bracis-28389 23 29 ] ] PUNCT bracis-28389 23 30 , , PUNCT bracis-28389 23 31 meta meta X bracis-28389 23 32 - - PUNCT bracis-28389 23 33 heuristics heuristic NOUN bracis-28389 23 34 [ [ X bracis-28389 23 35 20 20 NUM bracis-28389 23 36 , , PUNCT bracis-28389 23 37 21 21 NUM bracis-28389 23 38 ] ] PUNCT bracis-28389 23 39 , , PUNCT bracis-28389 23 40 classic classic ADJ bracis-28389 23 41 control control NOUN bracis-28389 24 1 [ [ X bracis-28389 24 2 1 1 NUM bracis-28389 24 3 , , PUNCT bracis-28389 24 4 2 2 NUM bracis-28389 24 5 ] ] PUNCT bracis-28389 24 6 , , PUNCT bracis-28389 24 7 neural neural ADJ bracis-28389 24 8 networks network NOUN bracis-28389 24 9 [ [ X bracis-28389 24 10 8 8 NUM bracis-28389 24 11 ] ] PUNCT bracis-28389 24 12 , , PUNCT bracis-28389 24 13 fuzzy fuzzy ADJ bracis-28389 24 14 logic logic NOUN bracis-28389 24 15 [ [ X bracis-28389 24 16 15 15 NUM bracis-28389 24 17 , , PUNCT bracis-28389 24 18 16 16 NUM bracis-28389 24 19 ] ] PUNCT bracis-28389 24 20 , , PUNCT bracis-28389 24 21 etc etc X bracis-28389 24 22 . . X bracis-28389 24 23 also also ADV bracis-28389 24 24 , , PUNCT bracis-28389 24 25 it it PRON bracis-28389 24 26 has have AUX bracis-28389 24 27 been be AUX bracis-28389 24 28 successfully successfully ADV bracis-28389 24 29 applied apply VERB bracis-28389 24 30 both both PRON bracis-28389 24 31 to to ADP bracis-28389 24 32 distribution distribution NOUN bracis-28389 24 33 and and CCONJ bracis-28389 24 34 transmission transmission NOUN bracis-28389 24 35 systems system NOUN bracis-28389 24 36 . . PUNCT bracis-28389 25 1 there there PRON bracis-28389 25 2 are be VERB bracis-28389 25 3 many many ADJ bracis-28389 25 4 different different ADJ bracis-28389 25 5 approaches approach NOUN bracis-28389 25 6 to to PART bracis-28389 25 7 voltage voltage NOUN bracis-28389 25 8 control control NOUN bracis-28389 25 9 since since SCONJ bracis-28389 25 10 it it PRON bracis-28389 25 11 can can AUX bracis-28389 25 12 be be AUX bracis-28389 25 13 seen see VERB bracis-28389 25 14 as as ADP bracis-28389 25 15 both both CCONJ bracis-28389 25 16 a a DET bracis-28389 25 17 planning planning NOUN bracis-28389 25 18 and and CCONJ bracis-28389 25 19 a a DET bracis-28389 25 20 real real ADJ bracis-28389 25 21 - - PUNCT bracis-28389 25 22 time time NOUN bracis-28389 25 23 operation operation NOUN bracis-28389 25 24 problem problem NOUN bracis-28389 25 25 [ [ X bracis-28389 25 26 6 6 NUM bracis-28389 25 27 , , PUNCT bracis-28389 25 28 7 7 NUM bracis-28389 25 29 , , PUNCT bracis-28389 25 30 13 13 NUM bracis-28389 25 31 , , PUNCT bracis-28389 25 32 14 14 NUM bracis-28389 25 33 ] ] PUNCT bracis-28389 26 1 [ [ X bracis-28389 26 2 13 13 NUM bracis-28389 26 3 ] ] PUNCT bracis-28389 26 4 . . PUNCT bracis-28389 27 1 online online PROPN bracis-28389 27 2 control control PROPN bracis-28389 27 3 uses use VERB bracis-28389 27 4 different different ADJ bracis-28389 27 5 techniques technique NOUN bracis-28389 27 6 and and CCONJ bracis-28389 27 7 methodologies methodology NOUN bracis-28389 27 8 [ [ X bracis-28389 27 9 11 11 NUM bracis-28389 27 10 , , PUNCT bracis-28389 27 11 12 12 NUM bracis-28389 27 12 , , PUNCT bracis-28389 27 13 23 23 NUM bracis-28389 27 14 , , PUNCT bracis-28389 27 15 32 32 NUM bracis-28389 27 16 ] ] PUNCT bracis-28389 27 17 , , PUNCT bracis-28389 27 18 from from ADP bracis-28389 27 19 classical classical ADJ bracis-28389 27 20 control control NOUN bracis-28389 27 21 to to ADP bracis-28389 27 22 reinforcement reinforcement NOUN bracis-28389 27 23 learning learning NOUN bracis-28389 27 24 . . PUNCT bracis-28389 28 1 usually usually ADV bracis-28389 28 2 , , PUNCT bracis-28389 28 3 equipment equipment NOUN bracis-28389 28 4 such such ADJ bracis-28389 28 5 as as ADP bracis-28389 28 6 shunt shunt NOUN bracis-28389 28 7 capacitor capacitor NOUN bracis-28389 28 8 banks bank NOUN bracis-28389 28 9 and and CCONJ bracis-28389 28 10 oltc oltc NOUN bracis-28389 28 11 transformers transformer NOUN bracis-28389 28 12 are be AUX bracis-28389 28 13 controlled control VERB bracis-28389 28 14 , , PUNCT bracis-28389 28 15 but but CCONJ bracis-28389 28 16 other other ADJ bracis-28389 28 17 digital digital ADJ bracis-28389 28 18 technologies technology NOUN bracis-28389 28 19 and and CCONJ bracis-28389 28 20 distributed distribute VERB bracis-28389 28 21 generation generation NOUN bracis-28389 28 22 resources resource NOUN bracis-28389 28 23 are be AUX bracis-28389 28 24 also also ADV bracis-28389 28 25 used use VERB bracis-28389 28 26 . . PUNCT bracis-28389 29 1 recent recent ADJ bracis-28389 29 2 studies study NOUN bracis-28389 29 3 have have AUX bracis-28389 29 4 increasingly increasingly ADV bracis-28389 29 5 explored explore VERB bracis-28389 29 6 the the DET bracis-28389 29 7 use use NOUN bracis-28389 29 8 of of ADP bracis-28389 29 9 reinforcement reinforcement NOUN bracis-28389 29 10 learning learning NOUN bracis-28389 29 11 in in ADP bracis-28389 29 12 energy energy NOUN bracis-28389 29 13 systems system NOUN bracis-28389 29 14 , , PUNCT bracis-28389 29 15 with with ADP bracis-28389 29 16 different different ADJ bracis-28389 29 17 training training NOUN bracis-28389 29 18 techniques technique NOUN bracis-28389 29 19 and and CCONJ bracis-28389 29 20 architectures architecture NOUN bracis-28389 29 21 [ [ X bracis-28389 29 22 30 30 NUM bracis-28389 29 23 ] ] PUNCT bracis-28389 29 24 , , PUNCT bracis-28389 29 25 q q NOUN bracis-28389 29 26 - - PUNCT bracis-28389 29 27 learning learn VERB bracis-28389 29 28 [ [ X bracis-28389 29 29 4 4 NUM bracis-28389 29 30 , , PUNCT bracis-28389 29 31 28 28 NUM bracis-28389 29 32 ] ] PUNCT bracis-28389 29 33 , , PUNCT bracis-28389 29 34 and and CCONJ bracis-28389 29 35 deep deep ADJ bracis-28389 29 36 reinforcement reinforcement NOUN bracis-28389 29 37 learning learning NOUN bracis-28389 30 1 [ [ X bracis-28389 30 2 5 5 NUM bracis-28389 30 3 , , PUNCT bracis-28389 30 4 31 31 NUM bracis-28389 30 5 ] ] PUNCT bracis-28389 30 6 . . PUNCT bracis-28389 31 1 bus bus NOUN bracis-28389 31 2 voltages voltage NOUN bracis-28389 31 3 and and CCONJ bracis-28389 31 4 branch branch NOUN bracis-28389 31 5 power power NOUN bracis-28389 31 6 flows flow NOUN bracis-28389 31 7 are be AUX bracis-28389 31 8 used use VERB bracis-28389 31 9 as as ADP bracis-28389 31 10 state state NOUN bracis-28389 31 11 representations representation NOUN bracis-28389 31 12 . . PUNCT bracis-28389 32 1 most most ADJ bracis-28389 32 2 voltage voltage NOUN bracis-28389 32 3 control control NOUN bracis-28389 32 4 works work NOUN bracis-28389 32 5 focus focus VERB bracis-28389 32 6 on on ADP bracis-28389 32 7 offline offline ADJ bracis-28389 32 8 scenarios scenario NOUN bracis-28389 32 9 and and CCONJ bracis-28389 32 10 use use VERB bracis-28389 32 11 a a DET bracis-28389 32 12 variety variety NOUN bracis-28389 32 13 of of ADP bracis-28389 32 14 methods method NOUN bracis-28389 32 15 , , PUNCT bracis-28389 32 16 mainly mainly ADV bracis-28389 32 17 capacitor capacitor NOUN bracis-28389 32 18 banks bank NOUN bracis-28389 32 19 and and CCONJ bracis-28389 32 20 transformer transformer NOUN bracis-28389 32 21 taps tap NOUN bracis-28389 32 22 . . PUNCT bracis-28389 33 1 when when SCONJ bracis-28389 33 2 controlled control VERB bracis-28389 33 3 online online NOUN bracis-28389 33 4 , , PUNCT bracis-28389 33 5 adaptations adaptation NOUN bracis-28389 33 6 are be AUX bracis-28389 33 7 necessary necessary ADJ bracis-28389 33 8 , , PUNCT bracis-28389 33 9 and and CCONJ bracis-28389 33 10 reinforcement reinforcement NOUN bracis-28389 33 11 learning learning NOUN bracis-28389 33 12 is be AUX bracis-28389 33 13 a a DET bracis-28389 33 14 well well ADV bracis-28389 33 15 - - PUNCT bracis-28389 33 16 suited suit VERB bracis-28389 33 17 technique technique NOUN bracis-28389 33 18 . . PUNCT bracis-28389 34 1 this this DET bracis-28389 34 2 work work NOUN bracis-28389 34 3 proposes propose VERB bracis-28389 34 4 a a DET bracis-28389 34 5 framework framework NOUN bracis-28389 34 6 that that PRON bracis-28389 34 7 uses use VERB bracis-28389 34 8 reinforcement reinforcement NOUN bracis-28389 34 9 learning learning NOUN bracis-28389 34 10 to to PART bracis-28389 34 11 control control VERB bracis-28389 34 12 the the DET bracis-28389 34 13 system system NOUN bracis-28389 34 14 ’s ’s PART bracis-28389 34 15 voltage voltage NOUN bracis-28389 34 16 in in ADP bracis-28389 34 17 real real ADJ bracis-28389 34 18 - - PUNCT bracis-28389 34 19 time time NOUN bracis-28389 34 20 , , PUNCT bracis-28389 34 21 taking take VERB bracis-28389 34 22 into into ADP bracis-28389 34 23 account account NOUN bracis-28389 34 24 equipment equipment NOUN bracis-28389 34 25 constraints constraint NOUN bracis-28389 34 26 and and CCONJ bracis-28389 34 27 different different ADJ bracis-28389 34 28 system system NOUN bracis-28389 34 29 parameters parameter NOUN bracis-28389 34 30 . . PUNCT bracis-28389 35 1 three three NUM bracis-28389 35 2 new new ADJ bracis-28389 35 3 methodologies methodology NOUN bracis-28389 35 4 that that PRON bracis-28389 35 5 consider consider VERB bracis-28389 35 6 system system NOUN bracis-28389 35 7 complexity complexity NOUN bracis-28389 35 8 are be AUX bracis-28389 35 9 also also ADV bracis-28389 35 10 proposed propose VERB bracis-28389 35 11 . . PUNCT bracis-28389 36 1 the the DET bracis-28389 36 2 methodologies methodology NOUN bracis-28389 36 3 are be AUX bracis-28389 36 4 tested test VERB bracis-28389 36 5 on on ADP bracis-28389 36 6 three three NUM bracis-28389 36 7 ieee ieee NOUN bracis-28389 36 8 distribution distribution NOUN bracis-28389 36 9 circuits circuit NOUN bracis-28389 36 10 with with ADP bracis-28389 36 11 13 13 NUM bracis-28389 36 12 , , PUNCT bracis-28389 36 13 37 37 NUM bracis-28389 36 14 , , PUNCT bracis-28389 36 15 and and CCONJ bracis-28389 36 16 123 123 NUM bracis-28389 36 17 buses bus NOUN bracis-28389 36 18 . . PUNCT bracis-28389 37 1 2 2 NUM bracis-28389 37 2 background background NOUN bracis-28389 37 3 in in ADP bracis-28389 37 4 this this DET bracis-28389 37 5 section section NOUN bracis-28389 37 6 , , PUNCT bracis-28389 37 7 we we PRON bracis-28389 37 8 will will AUX bracis-28389 37 9 provide provide VERB bracis-28389 37 10 a a DET bracis-28389 37 11 brief brief ADJ bracis-28389 37 12 description description NOUN bracis-28389 37 13 of of ADP bracis-28389 37 14 the the DET bracis-28389 37 15 voltage voltage NOUN bracis-28389 37 16 control control NOUN bracis-28389 37 17 problem problem NOUN bracis-28389 37 18 and and CCONJ bracis-28389 37 19 discuss discuss VERB bracis-28389 37 20 the the DET bracis-28389 37 21 application application NOUN bracis-28389 37 22 of of ADP bracis-28389 37 23 reinforcement reinforcement NOUN bracis-28389 37 24 learning learning NOUN bracis-28389 37 25 as as ADP bracis-28389 37 26 a a DET bracis-28389 37 27 solution solution NOUN bracis-28389 37 28 to to ADP bracis-28389 37 29 the the DET bracis-28389 37 30 problem problem NOUN bracis-28389 37 31 . . PUNCT bracis-28389 38 1 2.1 2.1 NUM bracis-28389 38 2 voltage voltage NOUN bracis-28389 38 3 control control NOUN bracis-28389 38 4 the the DET bracis-28389 38 5 power power NOUN bracis-28389 38 6 system system NOUN bracis-28389 38 7 experiences experience VERB bracis-28389 38 8 fluctuations fluctuation NOUN bracis-28389 38 9 in in ADP bracis-28389 38 10 consumption consumption NOUN bracis-28389 38 11 and and CCONJ bracis-28389 38 12 generation generation NOUN bracis-28389 38 13 , , PUNCT bracis-28389 38 14 causing cause VERB bracis-28389 38 15 voltage voltage NOUN bracis-28389 38 16 to to PART bracis-28389 38 17 vary vary VERB bracis-28389 38 18 and and CCONJ bracis-28389 38 19 potentially potentially ADV bracis-28389 38 20 violate violate VERB bracis-28389 38 21 safety safety NOUN bracis-28389 38 22 limits limit NOUN bracis-28389 38 23 set set VERB bracis-28389 38 24 by by ADP bracis-28389 38 25 authorities authority NOUN bracis-28389 38 26 . . PUNCT bracis-28389 39 1 power power NOUN bracis-28389 39 2 system system NOUN bracis-28389 39 3 operators operator NOUN bracis-28389 39 4 have have VERB bracis-28389 39 5 to to PART bracis-28389 39 6 make make VERB bracis-28389 39 7 quick quick ADJ bracis-28389 39 8 decisions decision NOUN bracis-28389 39 9 to to PART bracis-28389 39 10 keep keep VERB bracis-28389 39 11 voltage voltage NOUN bracis-28389 39 12 within within ADP bracis-28389 39 13 limits limit NOUN bracis-28389 39 14 by by ADP bracis-28389 39 15 maneuvering maneuver VERB bracis-28389 39 16 equipment equipment NOUN bracis-28389 39 17 or or CCONJ bracis-28389 39 18 shedding shed VERB bracis-28389 39 19 loads load NOUN bracis-28389 39 20 , , PUNCT bracis-28389 39 21 but but CCONJ bracis-28389 39 22 this this PRON bracis-28389 39 23 can can AUX bracis-28389 39 24 sacrifice sacrifice VERB bracis-28389 39 25 assertiveness assertiveness NOUN bracis-28389 39 26 . . PUNCT bracis-28389 40 1 due due ADP bracis-28389 40 2 to to ADP bracis-28389 40 3 the the DET bracis-28389 40 4 complexity complexity NOUN bracis-28389 40 5 of of ADP bracis-28389 40 6 the the DET bracis-28389 40 7 power power NOUN bracis-28389 40 8 system system NOUN bracis-28389 40 9 , , PUNCT bracis-28389 40 10 operators operator NOUN bracis-28389 40 11 rely rely VERB bracis-28389 40 12 on on ADP bracis-28389 40 13 previous previous ADJ bracis-28389 40 14 experiences experience NOUN bracis-28389 40 15 when when SCONJ bracis-28389 40 16 controlling control VERB bracis-28389 40 17 voltage voltage NOUN bracis-28389 40 18 , , PUNCT bracis-28389 40 19 causing cause VERB bracis-28389 40 20 some some DET bracis-28389 40 21 equipment equipment NOUN bracis-28389 40 22 to to PART bracis-28389 40 23 be be AUX bracis-28389 40 24 overused overuse VERB bracis-28389 40 25 . . PUNCT bracis-28389 41 1 however however ADV bracis-28389 41 2 , , PUNCT bracis-28389 41 3 operators operator NOUN bracis-28389 41 4 are be AUX bracis-28389 41 5 not not PART bracis-28389 41 6 fully fully ADV bracis-28389 41 7 responsible responsible ADJ bracis-28389 41 8 for for ADP bracis-28389 41 9 controlling control VERB bracis-28389 41 10 voltages voltage NOUN bracis-28389 41 11 . . PUNCT bracis-28389 42 1 there there PRON bracis-28389 42 2 are be VERB bracis-28389 42 3 equipment equipment NOUN bracis-28389 42 4 that that PRON bracis-28389 42 5 have have VERB bracis-28389 42 6 automatic automatic ADJ bracis-28389 42 7 control control NOUN bracis-28389 42 8 mechanisms mechanism NOUN bracis-28389 42 9 and and CCONJ bracis-28389 42 10 monitor monitor VERB bracis-28389 42 11 voltages voltage NOUN bracis-28389 42 12 at at ADP bracis-28389 42 13 specific specific ADJ bracis-28389 42 14 points point NOUN bracis-28389 42 15 in in ADP bracis-28389 42 16 the the DET bracis-28389 42 17 system system NOUN bracis-28389 42 18 , , PUNCT bracis-28389 42 19 but but CCONJ bracis-28389 42 20 these these PRON bracis-28389 42 21 usually usually ADV bracis-28389 42 22 rely rely VERB bracis-28389 42 23 on on ADP bracis-28389 42 24 simple simple ADJ bracis-28389 42 25 feedbacks feedback NOUN bracis-28389 42 26 and and CCONJ bracis-28389 42 27 do do AUX bracis-28389 42 28 not not PART bracis-28389 42 29 always always ADV bracis-28389 42 30 provide provide VERB bracis-28389 42 31 the the DET bracis-28389 42 32 best good ADJ bracis-28389 42 33 control control NOUN bracis-28389 42 34 decisions decision NOUN bracis-28389 42 35 . . PUNCT bracis-28389 43 1 furthermore furthermore ADV bracis-28389 43 2 , , PUNCT bracis-28389 43 3 as as SCONJ bracis-28389 43 4 the the DET bracis-28389 43 5 system system NOUN bracis-28389 43 6 changes change VERB bracis-28389 43 7 along along ADP bracis-28389 43 8 the the DET bracis-28389 43 9 day day NOUN bracis-28389 43 10 , , PUNCT bracis-28389 43 11 the the DET bracis-28389 43 12 parameter parameter NOUN bracis-28389 43 13 configuration configuration NOUN bracis-28389 43 14 of of ADP bracis-28389 43 15 these these DET bracis-28389 43 16 controls control NOUN bracis-28389 43 17 would would AUX bracis-28389 43 18 be be AUX bracis-28389 43 19 better well ADJ bracis-28389 43 20 if if SCONJ bracis-28389 43 21 adjusted adjust VERB bracis-28389 43 22 , , PUNCT bracis-28389 43 23 which which PRON bracis-28389 43 24 most most ADJ bracis-28389 43 25 of of ADP bracis-28389 43 26 the the DET bracis-28389 43 27 time time NOUN bracis-28389 43 28 , , PUNCT bracis-28389 43 29 does do AUX bracis-28389 43 30 n’t not PART bracis-28389 43 31 happen happen VERB bracis-28389 43 32 . . PUNCT bracis-28389 44 1 with with ADP bracis-28389 44 2 this this PRON bracis-28389 44 3 in in ADP bracis-28389 44 4 mind mind NOUN bracis-28389 44 5 , , PUNCT bracis-28389 44 6 the the DET bracis-28389 44 7 tool tool NOUN bracis-28389 44 8 proposed propose VERB bracis-28389 44 9 in in ADP bracis-28389 44 10 this this DET bracis-28389 44 11 work work NOUN bracis-28389 44 12 aims aim VERB bracis-28389 44 13 to to PART bracis-28389 44 14 be be AUX bracis-28389 44 15 an an DET bracis-28389 44 16 automatic automatic ADJ bracis-28389 44 17 system system NOUN bracis-28389 44 18 operator operator NOUN bracis-28389 44 19 that that PRON bracis-28389 44 20 is be AUX bracis-28389 44 21 capable capable ADJ bracis-28389 44 22 of of ADP bracis-28389 44 23 replacing replace VERB bracis-28389 44 24 both both PRON bracis-28389 44 25 human human ADJ bracis-28389 44 26 operators operator NOUN bracis-28389 44 27 and and CCONJ bracis-28389 44 28 equipment equipment NOUN bracis-28389 44 29 control control NOUN bracis-28389 44 30 by by ADP bracis-28389 44 31 deciding decide VERB bracis-28389 44 32 and and CCONJ bracis-28389 44 33 taking take VERB bracis-28389 44 34 the the DET bracis-28389 44 35 best good ADJ bracis-28389 44 36 course course NOUN bracis-28389 44 37 of of ADP bracis-28389 44 38 action action NOUN bracis-28389 44 39 in in ADP bracis-28389 44 40 order order NOUN bracis-28389 44 41 to to PART bracis-28389 44 42 keep keep VERB bracis-28389 44 43 voltages voltage NOUN bracis-28389 44 44 inside inside ADP bracis-28389 44 45 its its PRON bracis-28389 44 46 limits limit NOUN bracis-28389 44 47 . . PUNCT bracis-28389 45 1 in in ADP bracis-28389 45 2 later later ADJ bracis-28389 45 3 sections section NOUN bracis-28389 45 4 , , PUNCT bracis-28389 45 5 the the DET bracis-28389 45 6 voltage voltage NOUN bracis-28389 45 7 control control NOUN bracis-28389 45 8 problem problem NOUN bracis-28389 45 9 will will AUX bracis-28389 45 10 be be AUX bracis-28389 45 11 described describe VERB bracis-28389 45 12 further far ADV bracis-28389 45 13 with with ADP bracis-28389 45 14 more more ADJ bracis-28389 45 15 technical technical ADJ bracis-28389 45 16 details detail NOUN bracis-28389 45 17 . . PUNCT bracis-28389 46 1 2.2 2.2 NUM bracis-28389 46 2 deep deep ADJ bracis-28389 46 3 reinforcement reinforcement NOUN bracis-28389 46 4 learning learning NOUN bracis-28389 46 5 according accord VERB bracis-28389 46 6 to to ADP bracis-28389 46 7 [ [ X bracis-28389 46 8 27 27 NUM bracis-28389 46 9 ] ] PUNCT bracis-28389 46 10 , , PUNCT bracis-28389 46 11 reinforcement reinforcement NOUN bracis-28389 46 12 learning learning NOUN bracis-28389 46 13 is be AUX bracis-28389 46 14 a a DET bracis-28389 46 15 machine machine NOUN bracis-28389 46 16 learning learning NOUN bracis-28389 46 17 paradigm paradigm NOUN bracis-28389 46 18 based base VERB bracis-28389 46 19 on on ADP bracis-28389 46 20 interactions interaction NOUN bracis-28389 46 21 between between ADP bracis-28389 46 22 an an DET bracis-28389 46 23 agent agent NOUN bracis-28389 46 24 and and CCONJ bracis-28389 46 25 an an DET bracis-28389 46 26 environment environment NOUN bracis-28389 46 27 . . PUNCT bracis-28389 47 1 the the DET bracis-28389 47 2 agent agent NOUN bracis-28389 47 3 interacts interact VERB bracis-28389 47 4 with with ADP bracis-28389 47 5 the the DET bracis-28389 47 6 environment environment NOUN bracis-28389 47 7 through through ADP bracis-28389 47 8 actions action NOUN bracis-28389 47 9 and and CCONJ bracis-28389 47 10 observations observation NOUN bracis-28389 47 11 , , PUNCT bracis-28389 47 12 evaluating evaluate VERB bracis-28389 47 13 the the DET bracis-28389 47 14 effect effect NOUN bracis-28389 47 15 of of ADP bracis-28389 47 16 its its PRON bracis-28389 47 17 actions action NOUN bracis-28389 47 18 on on ADP bracis-28389 47 19 the the DET bracis-28389 47 20 environment environment NOUN bracis-28389 47 21 and and CCONJ bracis-28389 47 22 seeking seek VERB bracis-28389 47 23 the the DET bracis-28389 47 24 actions action NOUN bracis-28389 47 25 that that PRON bracis-28389 47 26 lead lead VERB bracis-28389 47 27 to to ADP bracis-28389 47 28 the the DET bracis-28389 47 29 most most ADV bracis-28389 47 30 desired desire VERB bracis-28389 47 31 outcomes outcome NOUN bracis-28389 47 32 . . PUNCT bracis-28389 48 1 essential essential ADJ bracis-28389 48 2 elements element NOUN bracis-28389 48 3 for for ADP bracis-28389 48 4 reinforcement reinforcement NOUN bracis-28389 48 5 learning learning NOUN bracis-28389 48 6 include include VERB bracis-28389 48 7 a a DET bracis-28389 48 8 state state NOUN bracis-28389 48 9 - - PUNCT bracis-28389 48 10 action action NOUN bracis-28389 48 11 map map NOUN bracis-28389 48 12 , , PUNCT bracis-28389 48 13 a a DET bracis-28389 48 14 policy policy NOUN bracis-28389 48 15 to to PART bracis-28389 48 16 guide guide VERB bracis-28389 48 17 actions action NOUN bracis-28389 48 18 , , PUNCT bracis-28389 48 19 a a DET bracis-28389 48 20 reward reward NOUN bracis-28389 48 21 signal signal NOUN bracis-28389 48 22 to to PART bracis-28389 48 23 evaluate evaluate VERB bracis-28389 48 24 the the DET bracis-28389 48 25 effect effect NOUN bracis-28389 48 26 of of ADP bracis-28389 48 27 actions action NOUN bracis-28389 48 28 on on ADP bracis-28389 48 29 the the DET bracis-28389 48 30 environment environment NOUN bracis-28389 48 31 , , PUNCT bracis-28389 48 32 and and CCONJ bracis-28389 48 33 intrinsic intrinsic ADJ bracis-28389 48 34 values value NOUN bracis-28389 48 35 for for ADP bracis-28389 48 36 the the DET bracis-28389 48 37 states state NOUN bracis-28389 48 38 of of ADP bracis-28389 48 39 the the DET bracis-28389 48 40 environment environment NOUN bracis-28389 48 41 that that PRON bracis-28389 48 42 represent represent VERB bracis-28389 48 43 the the DET bracis-28389 48 44 benefit benefit NOUN bracis-28389 48 45 of of ADP bracis-28389 48 46 being be AUX bracis-28389 48 47 in in ADP bracis-28389 48 48 those those DET bracis-28389 48 49 states state NOUN bracis-28389 48 50 . . PUNCT bracis-28389 49 1 by by ADP bracis-28389 49 2 repeating repeat VERB bracis-28389 49 3 the the DET bracis-28389 49 4 process process NOUN bracis-28389 49 5 of of ADP bracis-28389 49 6 interaction interaction NOUN bracis-28389 49 7 , , PUNCT bracis-28389 49 8 observation observation NOUN bracis-28389 49 9 , , PUNCT bracis-28389 49 10 and and CCONJ bracis-28389 49 11 adaptation adaptation NOUN bracis-28389 49 12 , , PUNCT bracis-28389 49 13 it it PRON bracis-28389 49 14 is be AUX bracis-28389 49 15 expected expect VERB bracis-28389 49 16 that that SCONJ bracis-28389 49 17 the the DET bracis-28389 49 18 agent agent NOUN bracis-28389 49 19 will will AUX bracis-28389 49 20 learn learn VERB bracis-28389 49 21 the the DET bracis-28389 49 22 best good ADJ bracis-28389 49 23 actions action NOUN bracis-28389 49 24 in in ADP bracis-28389 49 25 an an DET bracis-28389 49 26 activity activity NOUN bracis-28389 49 27 or or CCONJ bracis-28389 49 28 process process NOUN bracis-28389 49 29 ( ( PUNCT bracis-28389 49 30 fig fig NOUN bracis-28389 49 31 . . PUNCT bracis-28389 49 32     SPACE bracis-28389 49 33 1 1 NUM bracis-28389 49 34 ) ) PUNCT bracis-28389 49 35 . . PUNCT bracis-28389 50 1 fig fig NOUN bracis-28389 50 2 . . PUNCT bracis-28389 51 1 1 1 X bracis-28389 51 2 . . X bracis-28389 51 3 reinforcement reinforcement NOUN bracis-28389 51 4 learning learning NOUN bracis-28389 51 5 process process NOUN bracis-28389 51 6 [ [ X bracis-28389 51 7 27 27 NUM bracis-28389 51 8 ] ] PUNCT bracis-28389 51 9 . . PUNCT bracis-28389 52 1 full full ADJ bracis-28389 52 2 size size NOUN bracis-28389 52 3 image image NOUN bracis-28389 52 4 in in ADP bracis-28389 52 5 environments environment NOUN bracis-28389 52 6 where where SCONJ bracis-28389 52 7 the the DET bracis-28389 52 8 number number NOUN bracis-28389 52 9 of of ADP bracis-28389 52 10 states state NOUN bracis-28389 52 11 are be AUX bracis-28389 52 12 small small ADJ bracis-28389 52 13 , , PUNCT bracis-28389 52 14 this this DET bracis-28389 52 15 method method NOUN bracis-28389 52 16 of of ADP bracis-28389 52 17 exploring explore VERB bracis-28389 52 18 and and CCONJ bracis-28389 52 19 learning learning NOUN bracis-28389 52 20 is be AUX bracis-28389 52 21 very very ADV bracis-28389 52 22 effective effective ADJ bracis-28389 52 23 . . PUNCT bracis-28389 53 1 however however ADV bracis-28389 53 2 , , PUNCT bracis-28389 53 3 as as SCONJ bracis-28389 53 4 the the DET bracis-28389 53 5 number number NOUN bracis-28389 53 6 of of ADP bracis-28389 53 7 states state NOUN bracis-28389 53 8 grow grow VERB bracis-28389 53 9 in in ADP bracis-28389 53 10 an an DET bracis-28389 53 11 environment environment NOUN bracis-28389 53 12 , , PUNCT bracis-28389 53 13 experiencing experience VERB bracis-28389 53 14 all all DET bracis-28389 53 15 states state NOUN bracis-28389 53 16 becomes become VERB bracis-28389 53 17 unfeasible unfeasible ADJ bracis-28389 53 18 . . PUNCT bracis-28389 54 1 in in ADP bracis-28389 54 2 this this DET bracis-28389 54 3 context context NOUN bracis-28389 54 4 , , PUNCT bracis-28389 54 5 the the DET bracis-28389 54 6 deep deep ADJ bracis-28389 54 7 reinforcement reinforcement NOUN bracis-28389 54 8 learning learning NOUN bracis-28389 54 9 methodology methodology NOUN bracis-28389 54 10 arises arise VERB bracis-28389 54 11 [ [ X bracis-28389 54 12 9 9 NUM bracis-28389 54 13 , , PUNCT bracis-28389 54 14 10 10 NUM bracis-28389 54 15 , , PUNCT bracis-28389 54 16 18 18 NUM bracis-28389 54 17 , , PUNCT bracis-28389 54 18 19 19 NUM bracis-28389 54 19 ] ] PUNCT bracis-28389 54 20 . . PUNCT bracis-28389 55 1 this this DET bracis-28389 55 2 variation variation NOUN bracis-28389 55 3 allows allow VERB bracis-28389 55 4 the the DET bracis-28389 55 5 agent agent NOUN bracis-28389 55 6 to to PART bracis-28389 55 7 generalize generalize VERB bracis-28389 55 8 experiences experience NOUN bracis-28389 55 9 for for ADP bracis-28389 55 10 states state NOUN bracis-28389 55 11 it it PRON bracis-28389 55 12 has have AUX bracis-28389 55 13 not not PART bracis-28389 55 14 seen see VERB bracis-28389 55 15 before before ADV bracis-28389 55 16 by by ADP bracis-28389 55 17 using use VERB bracis-28389 55 18 a a DET bracis-28389 55 19 deep deep ADJ bracis-28389 55 20 neural neural ADJ bracis-28389 55 21 network network NOUN bracis-28389 55 22 in in ADP bracis-28389 55 23 further further ADJ bracis-28389 55 24 sections section NOUN bracis-28389 55 25 , , PUNCT bracis-28389 55 26 the the DET bracis-28389 55 27 application application NOUN bracis-28389 55 28 of of ADP bracis-28389 55 29 reinforcement reinforcement NOUN bracis-28389 55 30 learning learning NOUN bracis-28389 55 31 to to ADP bracis-28389 55 32 the the DET bracis-28389 55 33 voltage voltage NOUN bracis-28389 55 34 control control NOUN bracis-28389 55 35 problem problem NOUN bracis-28389 55 36 will will AUX bracis-28389 55 37 be be AUX bracis-28389 55 38 discussed discuss VERB bracis-28389 55 39 . . PUNCT bracis-28389 56 1 3 3 NUM bracis-28389 56 2 problem problem NOUN bracis-28389 56 3 definition definition NOUN bracis-28389 56 4 as as SCONJ bracis-28389 56 5 indirectly indirectly ADV bracis-28389 56 6 explained explain VERB bracis-28389 56 7 on on ADP bracis-28389 56 8 previous previous ADJ bracis-28389 56 9 sections section NOUN bracis-28389 56 10 : : PUNCT bracis-28389 56 11 voltage voltage NOUN bracis-28389 56 12 control control NOUN bracis-28389 56 13 is be AUX bracis-28389 56 14 the the DET bracis-28389 56 15 act act NOUN bracis-28389 56 16 of of ADP bracis-28389 56 17 operating operate VERB bracis-28389 56 18 and and CCONJ bracis-28389 56 19 configuring configure VERB bracis-28389 56 20 different different ADJ bracis-28389 56 21 control control NOUN bracis-28389 56 22 equipment equipment NOUN bracis-28389 56 23 in in ADP bracis-28389 56 24 the the DET bracis-28389 56 25 right right ADJ bracis-28389 56 26 moments moment NOUN bracis-28389 56 27 in in ADP bracis-28389 56 28 order order NOUN bracis-28389 56 29 to to PART bracis-28389 56 30 keep keep VERB bracis-28389 56 31 bus bus NOUN bracis-28389 56 32 ’ ' PUNCT bracis-28389 56 33 voltages voltage NOUN bracis-28389 56 34 within within ADP bracis-28389 56 35 specified specified ADJ bracis-28389 56 36 limits limit NOUN bracis-28389 56 37 , , PUNCT bracis-28389 56 38 which which PRON bracis-28389 56 39 are be AUX bracis-28389 56 40 determined determine VERB bracis-28389 56 41 by by ADP bracis-28389 56 42 physical physical ADJ bracis-28389 56 43 and and CCONJ bracis-28389 56 44 commercial commercial ADJ bracis-28389 56 45 aspects aspect NOUN bracis-28389 56 46 . . PUNCT bracis-28389 57 1 more more ADV bracis-28389 57 2 formally formally ADV bracis-28389 57 3 , , PUNCT bracis-28389 57 4 the the DET bracis-28389 57 5 problem problem NOUN bracis-28389 57 6 can can AUX bracis-28389 57 7 be be AUX bracis-28389 57 8 written write VERB bracis-28389 57 9 as as SCONJ bracis-28389 57 10 shown show VERB bracis-28389 57 11 in in ADP bracis-28389 57 12 eq eq PROPN bracis-28389 57 13 . . PUNCT bracis-28389 57 14     SPACE bracis-28389 58 1 1 1 NUM bracis-28389 58 2 . . PUNCT bracis-28389 58 3 $ $ SYM bracis-28389 58 4 $ $ SYM bracis-28389 58 5 \begin{aligned \begin{aligne VERB bracis-28389 58 6 } } PUNCT bracis-28389 58 7 \begin{array}{rrrrrr \begin{array}{rrrrrr NOUN bracis-28389 58 8 } } PUNCT bracis-28389 58 9 \min \min NOUN bracis-28389 58 10 \sum \sum NOUN bracis-28389 58 11 ^t_{t ^t_{t PUNCT bracis-28389 59 1 = = PUNCT bracis-28389 59 2 0}\sum 0}\sum NUM bracis-28389 60 1 _ _ PRON bracis-28389 60 2 { { PUNCT bracis-28389 60 3 b b PROPN bracis-28389 60 4 \in \in PROPN bracis-28389 60 5 b b PROPN bracis-28389 60 6 } } PUNCT bracis-28389 60 7 distance(v_{bt distance(v_{bt ADJ bracis-28389 60 8 } } PUNCT bracis-28389 60 9 , , PUNCT bracis-28389 60 10 \overline{v \overline{v ADJ bracis-28389 60 11 } } PUNCT bracis-28389 60 12 ) ) PUNCT bracis-28389 60 13 \\ \\ NOUN bracis-28389 60 14 \text \text NOUN bracis-28389 60 15 { { PUNCT bracis-28389 60 16 subject subject ADJ bracis-28389 60 17 to to ADP bracis-28389 60 18 } } PUNCT bracis-28389 60 19 \\ \\ NOUN bracis-28389 60 20 v_{- v_{- NOUN bracis-28389 60 21 } } PUNCT bracis-28389 60 22 \le \le PROPN bracis-28389 60 23 v_{bt v_{bt ADJ bracis-28389 60 24 } } PUNCT bracis-28389 60 25 \le \le NOUN bracis-28389 60 26 v_{+ v_{+ NOUN bracis-28389 60 27 } } PUNCT bracis-28389 60 28 & & CCONJ bracis-28389 60 29 { { PUNCT bracis-28389 60 30 } } PUNCT bracis-28389 60 31 ( ( PUNCT bracis-28389 60 32 a a X bracis-28389 60 33 ) ) PUNCT bracis-28389 60 34 \\ \\ NOUN bracis-28389 60 35 v_{bt v_{bt ADJ bracis-28389 60 36 } } PUNCT bracis-28389 60 37 = = SYM bracis-28389 60 38 f(p f(p NOUN bracis-28389 60 39 , , PUNCT bracis-28389 60 40 q q X bracis-28389 60 41 , , PUNCT bracis-28389 60 42 [ [ X bracis-28389 60 43 e_{0 e_{0 NOUN bracis-28389 60 44 t t NOUN bracis-28389 60 45 } } PUNCT bracis-28389 60 46 , , PUNCT bracis-28389 60 47 e_{1 e_{1 PROPN bracis-28389 60 48 t t PROPN bracis-28389 60 49 } } PUNCT bracis-28389 60 50 , , PUNCT bracis-28389 60 51 ... ... PUNCT bracis-28389 60 52 , , PUNCT bracis-28389 60 53 e_{nt e_{nt NOUN bracis-28389 60 54 } } PUNCT bracis-28389 60 55 ] ] PUNCT bracis-28389 60 56 ) ) PUNCT bracis-28389 60 57 & & CCONJ bracis-28389 60 58 { { PUNCT bracis-28389 60 59 } } PUNCT bracis-28389 60 60 ( ( PUNCT bracis-28389 60 61 b b NOUN bracis-28389 60 62 ) ) PUNCT bracis-28389 60 63 \\ \\ NOUN bracis-28389 60 64 \ \ PUNCT bracis-28389 61 1 [ [ X bracis-28389 61 2 e_{il e_{il NOUN bracis-28389 61 3 } } PUNCT bracis-28389 61 4 ] ] PUNCT bracis-28389 61 5 \le \le NOUN bracis-28389 62 1 [ [ X bracis-28389 62 2 e_{it e_{it X bracis-28389 62 3 } } PUNCT bracis-28389 62 4 ] ] PUNCT bracis-28389 62 5 \le \le NOUN bracis-28389 63 1 [ [ X bracis-28389 63 2 e_{iu e_{iu NOUN bracis-28389 63 3 } } PUNCT bracis-28389 63 4 ] ] PUNCT bracis-28389 63 5 , , PUNCT bracis-28389 63 6 i=0 i=0 PROPN bracis-28389 63 7 ... ... PUNCT bracis-28389 63 8 n n PRON bracis-28389 63 9 & & CCONJ bracis-28389 63 10 { { PUNCT bracis-28389 63 11 } } PUNCT bracis-28389 63 12 ( ( PUNCT bracis-28389 63 13 c c NOUN bracis-28389 63 14 ) ) PUNCT bracis-28389 63 15 \\ \\ NOUN bracis-28389 63 16 \ \ PUNCT bracis-28389 64 1 [ [ X bracis-28389 64 2 -1 -1 X bracis-28389 64 3 ] ] X bracis-28389 64 4 \le \le PROPN bracis-28389 64 5 [ [ X bracis-28389 64 6 e_{it+1 e_{it+1 NOUN bracis-28389 64 7 } } PUNCT bracis-28389 64 8 e_{it e_{it NOUN bracis-28389 64 9 } } PUNCT bracis-28389 64 10 ] ] PUNCT bracis-28389 65 1 \le \le PROPN bracis-28389 66 1 [ [ X bracis-28389 66 2 +1 +1 X bracis-28389 66 3 ] ] X bracis-28389 66 4 , , PUNCT bracis-28389 66 5 i=0 i=0 PROPN bracis-28389 66 6 ... ... PUNCT bracis-28389 66 7 n n PRON bracis-28389 66 8 & & CCONJ bracis-28389 66 9 { { PUNCT bracis-28389 66 10 } } PUNCT bracis-28389 66 11 ( ( PUNCT bracis-28389 66 12 d d X bracis-28389 66 13 ) ) PUNCT bracis-28389 66 14 \\ \\ NOUN bracis-28389 66 15 \end{array \end{array ADJ bracis-28389 66 16 } } PUNCT bracis-28389 66 17 \end{aligned}$$ \end{aligned}$$ X bracis-28389 66 18 ( ( PUNCT bracis-28389 66 19 1 1 NUM bracis-28389 66 20 ) ) PUNCT bracis-28389 66 21 where where SCONJ bracis-28389 66 22 t t PROPN bracis-28389 66 23 represents represent VERB bracis-28389 66 24 the the DET bracis-28389 66 25 current current ADJ bracis-28389 66 26 time time NOUN bracis-28389 66 27 step step NOUN bracis-28389 66 28 and and CCONJ bracis-28389 66 29 t t X bracis-28389 66 30 the the DET bracis-28389 66 31 maximum maximum ADJ bracis-28389 66 32 possible possible ADJ bracis-28389 66 33 time time NOUN bracis-28389 66 34 step step NOUN bracis-28389 66 35 and and CCONJ bracis-28389 66 36 n n NOUN bracis-28389 66 37 is be AUX bracis-28389 66 38 the the DET bracis-28389 66 39 total total ADJ bracis-28389 66 40 number number NOUN bracis-28389 66 41 of of ADP bracis-28389 66 42 equipment equipment NOUN bracis-28389 66 43 . . PUNCT bracis-28389 67 1 in in ADP bracis-28389 67 2 the the DET bracis-28389 67 3 real real ADJ bracis-28389 67 4 world world NOUN bracis-28389 67 5 this this DET bracis-28389 67 6 time time NOUN bracis-28389 67 7 would would AUX bracis-28389 67 8 be be AUX bracis-28389 67 9 continuous continuous ADJ bracis-28389 67 10 as as SCONJ bracis-28389 67 11 voltage voltage NOUN bracis-28389 67 12 is be AUX bracis-28389 67 13 controlled control VERB bracis-28389 67 14 all all DET bracis-28389 67 15 the the DET bracis-28389 67 16 time time NOUN bracis-28389 67 17 . . PUNCT bracis-28389 68 1 although although SCONJ bracis-28389 68 2 in in ADP bracis-28389 68 3 order order NOUN bracis-28389 68 4 to to PART bracis-28389 68 5 simulate simulate VERB bracis-28389 68 6 it it PRON bracis-28389 68 7 , , PUNCT bracis-28389 68 8 the the DET bracis-28389 68 9 operation operation NOUN bracis-28389 68 10 period period NOUN bracis-28389 68 11 must must AUX bracis-28389 68 12 be be AUX bracis-28389 68 13 discretized discretize VERB bracis-28389 68 14 . . PUNCT bracis-28389 69 1 a a DET bracis-28389 69 2 certain certain ADJ bracis-28389 69 3 system system NOUN bracis-28389 69 4 bus bus NOUN bracis-28389 69 5 is be AUX bracis-28389 69 6 represented represent VERB bracis-28389 69 7 by by ADP bracis-28389 69 8 b b PROPN bracis-28389 69 9 and and CCONJ bracis-28389 69 10 b b PROPN bracis-28389 69 11 is be AUX bracis-28389 69 12 the the DET bracis-28389 69 13 set set NOUN bracis-28389 69 14 of of ADP bracis-28389 69 15 all all DET bracis-28389 69 16 system system NOUN bracis-28389 69 17 buses bus NOUN bracis-28389 69 18 . . PUNCT bracis-28389 70 1 \(v_{bt}\ \(v_{bt}\ PROPN bracis-28389 70 2 ) ) PUNCT bracis-28389 70 3 is be AUX bracis-28389 70 4 the the DET bracis-28389 70 5 voltage voltage NOUN bracis-28389 70 6 at at ADP bracis-28389 70 7 bus bus NOUN bracis-28389 70 8 b b PROPN bracis-28389 70 9 on on ADP bracis-28389 70 10 time time NOUN bracis-28389 70 11 t t PROPN bracis-28389 70 12 and and CCONJ bracis-28389 70 13 \(\overline{v}\ \(\overline{v}\ NUM bracis-28389 70 14 ) ) PUNCT bracis-28389 71 1 is be AUX bracis-28389 71 2 the the DET bracis-28389 71 3 voltage voltage NOUN bracis-28389 71 4 target target NOUN bracis-28389 71 5 . . PUNCT bracis-28389 72 1 for for ADP bracis-28389 72 2 the the DET bracis-28389 72 3 constraints constraint NOUN bracis-28389 72 4 , , PUNCT bracis-28389 72 5 in in ADP bracis-28389 72 6 constraint constraint NOUN bracis-28389 72 7 ( ( PUNCT bracis-28389 72 8 a a NOUN bracis-28389 72 9 ) ) PUNCT bracis-28389 72 10 , , PUNCT bracis-28389 72 11 called call VERB bracis-28389 72 12 the the DET bracis-28389 72 13 voltage voltage NOUN bracis-28389 72 14 limit limit NOUN bracis-28389 72 15 constraint constraint NOUN bracis-28389 72 16 , , PUNCT bracis-28389 72 17 \(v_{-}\ \(v_{-}\ NOUN bracis-28389 72 18 ) ) PUNCT bracis-28389 72 19 and and CCONJ bracis-28389 72 20 \(v_{+}\ \(v_{+}\ NOUN bracis-28389 72 21 ) ) PUNCT bracis-28389 72 22 represent represent VERB bracis-28389 72 23 the the DET bracis-28389 72 24 lower low ADJ bracis-28389 72 25 and and CCONJ bracis-28389 72 26 upper upper ADJ bracis-28389 72 27 voltage voltage NOUN bracis-28389 72 28 limits limit NOUN bracis-28389 72 29 across across ADP bracis-28389 72 30 all all DET bracis-28389 72 31 buses bus NOUN bracis-28389 72 32 and and CCONJ bracis-28389 72 33 in in ADP bracis-28389 72 34 constraint constraint NOUN bracis-28389 72 35 ( ( PUNCT bracis-28389 72 36 b b NOUN bracis-28389 72 37 ) ) PUNCT bracis-28389 72 38 , , PUNCT bracis-28389 72 39 \(v_{bt}\ \(v_{bt}\ PROPN bracis-28389 72 40 ) ) PUNCT bracis-28389 72 41 is be AUX bracis-28389 72 42 represented represent VERB bracis-28389 72 43 as as ADP bracis-28389 72 44 a a DET bracis-28389 72 45 function function NOUN bracis-28389 72 46 of of ADP bracis-28389 72 47 the the DET bracis-28389 72 48 system system NOUN bracis-28389 72 49 ’s ’s PART bracis-28389 72 50 active active ADJ bracis-28389 72 51 ( ( PUNCT bracis-28389 72 52 p p NOUN bracis-28389 72 53 ) ) PUNCT bracis-28389 72 54 and and CCONJ bracis-28389 72 55 reactive reactive ADJ bracis-28389 72 56 ( ( PUNCT bracis-28389 72 57 q q NOUN bracis-28389 72 58 ) ) PUNCT bracis-28389 72 59 powers power NOUN bracis-28389 72 60 and and CCONJ bracis-28389 72 61 all all DET bracis-28389 72 62 equipment equipment NOUN bracis-28389 72 63 set set NOUN bracis-28389 72 64 - - PUNCT bracis-28389 72 65 points point NOUN bracis-28389 72 66 at at ADP bracis-28389 72 67 time time NOUN bracis-28389 72 68 t t PROPN bracis-28389 72 69 , , PUNCT bracis-28389 72 70 which which PRON bracis-28389 72 71 is be AUX bracis-28389 72 72 how how SCONJ bracis-28389 72 73 the the DET bracis-28389 72 74 voltage voltage NOUN bracis-28389 72 75 is be AUX bracis-28389 72 76 essentially essentially ADV bracis-28389 72 77 controlled control VERB bracis-28389 72 78 ( ( PUNCT bracis-28389 72 79 by by ADP bracis-28389 72 80 changing change VERB bracis-28389 72 81 equipment equipment NOUN bracis-28389 72 82 set set NOUN bracis-28389 72 83 - - PUNCT bracis-28389 72 84 points point NOUN bracis-28389 72 85 ) ) PUNCT bracis-28389 72 86 . . PUNCT bracis-28389 73 1 in in ADP bracis-28389 73 2 constraint constraint NOUN bracis-28389 73 3 ( ( PUNCT bracis-28389 73 4 c c NOUN bracis-28389 73 5 ) ) PUNCT bracis-28389 73 6 , , PUNCT bracis-28389 73 7 also also ADV bracis-28389 73 8 known know VERB bracis-28389 73 9 as as ADP bracis-28389 73 10 the the DET bracis-28389 73 11 equipment equipment NOUN bracis-28389 73 12 set set NOUN bracis-28389 73 13 - - PUNCT bracis-28389 73 14 point point NOUN bracis-28389 73 15 constraint constraint NOUN bracis-28389 73 16 , , PUNCT bracis-28389 73 17 since since SCONJ bracis-28389 73 18 control control NOUN bracis-28389 73 19 equipment equipment NOUN bracis-28389 73 20 have have VERB bracis-28389 73 21 different different ADJ bracis-28389 73 22 set set NOUN bracis-28389 73 23 - - PUNCT bracis-28389 73 24 points point NOUN bracis-28389 73 25 restrictions restriction NOUN bracis-28389 73 26 , , PUNCT bracis-28389 73 27 \(e_{il}\ \(e_{il}\ PROPN bracis-28389 73 28 ) ) PUNCT bracis-28389 73 29 and and CCONJ bracis-28389 73 30 \(e_{iu}\ \(e_{iu}\ NOUN bracis-28389 73 31 ) ) PUNCT bracis-28389 73 32 represent represent VERB bracis-28389 73 33 the the DET bracis-28389 73 34 minimum minimum ADJ bracis-28389 73 35 and and CCONJ bracis-28389 73 36 maximum maximum ADJ bracis-28389 73 37 set set NOUN bracis-28389 73 38 - - PUNCT bracis-28389 73 39 points point NOUN bracis-28389 73 40 that that SCONJ bracis-28389 73 41 an an DET bracis-28389 73 42 equipment equipment NOUN bracis-28389 73 43 \(e_i\ \(e_i\ NOUN bracis-28389 73 44 ) ) PUNCT bracis-28389 73 45 can can AUX bracis-28389 73 46 have have VERB bracis-28389 73 47 at at ADP bracis-28389 73 48 a a DET bracis-28389 73 49 certain certain ADJ bracis-28389 73 50 time time NOUN bracis-28389 73 51 ( ( PUNCT bracis-28389 73 52 t t NOUN bracis-28389 73 53 ) ) PUNCT bracis-28389 73 54 . . PUNCT bracis-28389 74 1 finally finally ADV bracis-28389 74 2 , , PUNCT bracis-28389 74 3 constraint constraint NOUN bracis-28389 74 4 ( ( PUNCT bracis-28389 74 5 d d NOUN bracis-28389 74 6 ) ) PUNCT bracis-28389 74 7 called call VERB bracis-28389 74 8 the the DET bracis-28389 74 9 maximum maximum ADJ bracis-28389 74 10 set set NOUN bracis-28389 74 11 - - PUNCT bracis-28389 74 12 point point NOUN bracis-28389 74 13 change change NOUN bracis-28389 74 14 , , PUNCT bracis-28389 74 15 represents represent VERB bracis-28389 74 16 how how SCONJ bracis-28389 74 17 much much ADJ bracis-28389 74 18 the the DET bracis-28389 74 19 set set NOUN bracis-28389 74 20 - - PUNCT bracis-28389 74 21 point point NOUN bracis-28389 74 22 of of ADP bracis-28389 74 23 an an DET bracis-28389 74 24 equipment equipment NOUN bracis-28389 74 25 can can AUX bracis-28389 74 26 change change VERB bracis-28389 74 27 from from ADP bracis-28389 74 28 one one NUM bracis-28389 74 29 time time NOUN bracis-28389 74 30 step step NOUN bracis-28389 74 31 to to ADP bracis-28389 74 32 another another PRON bracis-28389 74 33 . . PUNCT bracis-28389 75 1 this this PRON bracis-28389 75 2 is be AUX bracis-28389 75 3 to to PART bracis-28389 75 4 account account VERB bracis-28389 75 5 for for ADP bracis-28389 75 6 delays delay NOUN bracis-28389 75 7 that that PRON bracis-28389 75 8 an an DET bracis-28389 75 9 equipment equipment NOUN bracis-28389 75 10 may may AUX bracis-28389 75 11 have have VERB bracis-28389 75 12 in in ADP bracis-28389 75 13 order order NOUN bracis-28389 75 14 to to PART bracis-28389 75 15 change change VERB bracis-28389 75 16 its its PRON bracis-28389 75 17 set set NOUN bracis-28389 75 18 - - PUNCT bracis-28389 75 19 point point NOUN bracis-28389 75 20 . . PUNCT bracis-28389 76 1 it it PRON bracis-28389 76 2 is be AUX bracis-28389 76 3 important important ADJ bracis-28389 76 4 to to PART bracis-28389 76 5 note note VERB bracis-28389 76 6 that that SCONJ bracis-28389 76 7 the the DET bracis-28389 76 8 data datum NOUN bracis-28389 76 9 needed need VERB bracis-28389 76 10 for for ADP bracis-28389 76 11 the the DET bracis-28389 76 12 optimization optimization NOUN bracis-28389 76 13 ( ( PUNCT bracis-28389 76 14 i.e. i.e. X bracis-28389 76 15 the the DET bracis-28389 76 16 voltage voltage NOUN bracis-28389 76 17 on on ADP bracis-28389 76 18 each each DET bracis-28389 76 19 bus bus NOUN bracis-28389 76 20 ) ) PUNCT bracis-28389 76 21 is be AUX bracis-28389 76 22 obtained obtain VERB bracis-28389 76 23 online online ADV bracis-28389 76 24 and and CCONJ bracis-28389 76 25 in in ADP bracis-28389 76 26 real real ADJ bracis-28389 76 27 time time NOUN bracis-28389 76 28 . . PUNCT bracis-28389 77 1 that that PRON bracis-28389 77 2 means mean VERB bracis-28389 77 3 that that SCONJ bracis-28389 77 4 \(v_{bt}\ \(v_{bt}\ NOUN bracis-28389 77 5 ) ) PUNCT bracis-28389 77 6 can can AUX bracis-28389 77 7 only only ADV bracis-28389 77 8 be be AUX bracis-28389 77 9 obtained obtain VERB bracis-28389 77 10 at at ADP bracis-28389 77 11 time time NOUN bracis-28389 77 12 step step NOUN bracis-28389 77 13 t t NOUN bracis-28389 77 14 and and CCONJ bracis-28389 77 15 not not PART bracis-28389 77 16 before before ADP bracis-28389 77 17 that that PRON bracis-28389 77 18 . . PUNCT bracis-28389 78 1 therefore therefore ADV bracis-28389 78 2 , , PUNCT bracis-28389 78 3 the the DET bracis-28389 78 4 optimization optimization NOUN bracis-28389 78 5 process process NOUN bracis-28389 78 6 is be AUX bracis-28389 78 7 conducted conduct VERB bracis-28389 78 8 at at ADP bracis-28389 78 9 each each DET bracis-28389 78 10 time time NOUN bracis-28389 78 11 step step NOUN bracis-28389 78 12 , , PUNCT bracis-28389 78 13 as as SCONJ bracis-28389 78 14 shown show VERB bracis-28389 78 15 in in ADP bracis-28389 78 16 fig fig NOUN bracis-28389 78 17 . . PUNCT bracis-28389 78 18     SPACE bracis-28389 79 1 2 2 NUM bracis-28389 79 2 . . X bracis-28389 79 3 fig fig NOUN bracis-28389 79 4 . . PUNCT bracis-28389 80 1 2 2 X bracis-28389 80 2 . . X bracis-28389 80 3 the the DET bracis-28389 80 4 optimization optimization NOUN bracis-28389 80 5 process process NOUN bracis-28389 80 6 flow flow NOUN bracis-28389 80 7 . . PUNCT bracis-28389 81 1 full full ADJ bracis-28389 81 2 size size NOUN bracis-28389 81 3 image image NOUN bracis-28389 81 4 in in ADP bracis-28389 81 5 order order NOUN bracis-28389 81 6 to to PART bracis-28389 81 7 control control VERB bracis-28389 81 8 the the DET bracis-28389 81 9 voltage voltage NOUN bracis-28389 81 10 , , PUNCT bracis-28389 81 11 the the DET bracis-28389 81 12 existing exist VERB bracis-28389 81 13 equipment equipment NOUN bracis-28389 81 14 in in ADP bracis-28389 81 15 the the DET bracis-28389 81 16 network network NOUN bracis-28389 81 17 must must AUX bracis-28389 81 18 be be AUX bracis-28389 81 19 manipulated manipulate VERB bracis-28389 81 20 . . PUNCT bracis-28389 82 1 in in ADP bracis-28389 82 2 electrical electrical ADJ bracis-28389 82 3 networks network NOUN bracis-28389 82 4 , , PUNCT bracis-28389 82 5 there there PRON bracis-28389 82 6 are be VERB bracis-28389 82 7 many many ADJ bracis-28389 82 8 kinds kind NOUN bracis-28389 82 9 of of ADP bracis-28389 82 10 equipment equipment NOUN bracis-28389 82 11 that that PRON bracis-28389 82 12 are be AUX bracis-28389 82 13 capable capable ADJ bracis-28389 82 14 of of ADP bracis-28389 82 15 regulating regulate VERB bracis-28389 82 16 voltage voltage NOUN bracis-28389 82 17 : : PUNCT bracis-28389 82 18 capacitors capacitor NOUN bracis-28389 82 19 , , PUNCT bracis-28389 82 20 reactors reactor NOUN bracis-28389 82 21 , , PUNCT bracis-28389 82 22 transformers transformer NOUN bracis-28389 82 23 , , PUNCT bracis-28389 82 24 synchronous synchronous ADJ bracis-28389 82 25 condensers condenser NOUN bracis-28389 82 26 , , PUNCT bracis-28389 82 27 facts fact VERB bracis-28389 82 28 equipment equipment NOUN bracis-28389 82 29 , , PUNCT bracis-28389 82 30 etc etc X bracis-28389 82 31 . . X bracis-28389 83 1 although although SCONJ bracis-28389 83 2 there there PRON bracis-28389 83 3 is be VERB bracis-28389 83 4 no no DET bracis-28389 83 5 clear clear ADJ bracis-28389 83 6 advantage advantage NOUN bracis-28389 83 7 of of ADP bracis-28389 83 8 using use VERB bracis-28389 83 9 one one NUM bracis-28389 83 10 equipment equipment NOUN bracis-28389 83 11 over over ADP bracis-28389 83 12 another another PRON bracis-28389 83 13 , , PUNCT bracis-28389 83 14 different different ADJ bracis-28389 83 15 actions action NOUN bracis-28389 83 16 may may AUX bracis-28389 83 17 have have VERB bracis-28389 83 18 different different ADJ bracis-28389 83 19 short short ADJ bracis-28389 83 20 and and CCONJ bracis-28389 83 21 long long ADJ bracis-28389 83 22 term term NOUN bracis-28389 83 23 impacts impact NOUN bracis-28389 83 24 on on ADP bracis-28389 83 25 the the DET bracis-28389 83 26 system system NOUN bracis-28389 83 27 . . PUNCT bracis-28389 84 1 mainly mainly ADV bracis-28389 84 2 , , PUNCT bracis-28389 84 3 voltage voltage NOUN bracis-28389 84 4 can can AUX bracis-28389 84 5 be be AUX bracis-28389 84 6 controlled control VERB bracis-28389 84 7 by by ADP bracis-28389 84 8 two two NUM bracis-28389 84 9 means mean NOUN bracis-28389 84 10 : : PUNCT bracis-28389 84 11 automatic automatic ADJ bracis-28389 84 12 control control NOUN bracis-28389 84 13 equipment equipment NOUN bracis-28389 84 14 , , PUNCT bracis-28389 84 15 which which PRON bracis-28389 84 16 monitor monitor VERB bracis-28389 84 17 the the DET bracis-28389 84 18 network network NOUN bracis-28389 84 19 and and CCONJ bracis-28389 84 20 adjust adjust VERB bracis-28389 84 21 themselves themselves PRON bracis-28389 84 22 accordingly accordingly ADV bracis-28389 84 23 and and CCONJ bracis-28389 84 24 by by ADP bracis-28389 84 25 network network NOUN bracis-28389 84 26 operators operator NOUN bracis-28389 84 27 , , PUNCT bracis-28389 84 28 who who PRON bracis-28389 84 29 choose choose VERB bracis-28389 84 30 a a DET bracis-28389 84 31 certain certain ADJ bracis-28389 84 32 action action NOUN bracis-28389 84 33 ( ( PUNCT bracis-28389 84 34 based base VERB bracis-28389 84 35 on on ADP bracis-28389 84 36 experience experience NOUN bracis-28389 84 37 and/or and/or CCONJ bracis-28389 84 38 intuition intuition NOUN bracis-28389 84 39 ) ) PUNCT bracis-28389 84 40 which which PRON bracis-28389 84 41 they they PRON bracis-28389 84 42 think think VERB bracis-28389 84 43 is be AUX bracis-28389 84 44 best good ADJ bracis-28389 84 45 for for ADP bracis-28389 84 46 the the DET bracis-28389 84 47 current current ADJ bracis-28389 84 48 scenario scenario NOUN bracis-28389 84 49 . . PUNCT bracis-28389 85 1 the the DET bracis-28389 85 2 automatic automatic ADJ bracis-28389 85 3 control control NOUN bracis-28389 85 4 equipment equipment NOUN bracis-28389 85 5 usually usually ADV bracis-28389 85 6 have have AUX bracis-28389 85 7 fixed fix VERB bracis-28389 85 8 control control NOUN bracis-28389 85 9 logic logic NOUN bracis-28389 85 10 which which PRON bracis-28389 85 11 is be AUX bracis-28389 85 12 certainly certainly ADV bracis-28389 85 13 not not PART bracis-28389 85 14 suitable suitable ADJ bracis-28389 85 15 for for ADP bracis-28389 85 16 every every DET bracis-28389 85 17 scenario scenario NOUN bracis-28389 85 18 . . PUNCT bracis-28389 86 1 furthermore furthermore ADV bracis-28389 86 2 , , PUNCT bracis-28389 86 3 because because SCONJ bracis-28389 86 4 there there PRON bracis-28389 86 5 ’s ’ VERB bracis-28389 86 6 usually usually ADV bracis-28389 86 7 no no DET bracis-28389 86 8 time time NOUN bracis-28389 86 9 to to PART bracis-28389 86 10 conduct conduct VERB bracis-28389 86 11 detailed detailed ADJ bracis-28389 86 12 studies study NOUN bracis-28389 86 13 , , PUNCT bracis-28389 86 14 operators operator NOUN bracis-28389 86 15 tend tend VERB bracis-28389 86 16 to to PART bracis-28389 86 17 rely rely VERB bracis-28389 86 18 purely purely ADV bracis-28389 86 19 on on ADP bracis-28389 86 20 their their PRON bracis-28389 86 21 own own ADJ bracis-28389 86 22 knowledge knowledge NOUN bracis-28389 86 23 and and CCONJ bracis-28389 86 24 past past ADJ bracis-28389 86 25 experiences experience NOUN bracis-28389 86 26 increasing increase VERB bracis-28389 86 27 the the DET bracis-28389 86 28 bias bias NOUN bracis-28389 86 29 towards towards ADP bracis-28389 86 30 certain certain ADJ bracis-28389 86 31 actions action NOUN bracis-28389 86 32 and and CCONJ bracis-28389 86 33 overusing overuse VERB bracis-28389 86 34 individual individual ADJ bracis-28389 86 35 equipment equipment NOUN bracis-28389 86 36 . . PUNCT bracis-28389 87 1 4 4 NUM bracis-28389 87 2 proposed propose VERB bracis-28389 87 3 solution solution NOUN bracis-28389 87 4 because because SCONJ bracis-28389 87 5 power power NOUN bracis-28389 87 6 systems system NOUN bracis-28389 87 7 are be AUX bracis-28389 87 8 composed compose VERB bracis-28389 87 9 by by ADP bracis-28389 87 10 multiple multiple ADJ bracis-28389 87 11 discrete discrete ADJ bracis-28389 87 12 and and CCONJ bracis-28389 87 13 continuous continuous ADJ bracis-28389 87 14 variables variable NOUN bracis-28389 87 15 , , PUNCT bracis-28389 87 16 the the DET bracis-28389 87 17 amount amount NOUN bracis-28389 87 18 of of ADP bracis-28389 87 19 possible possible ADJ bracis-28389 87 20 configurations configuration NOUN bracis-28389 87 21 it it PRON bracis-28389 87 22 can can AUX bracis-28389 87 23 attain attain VERB bracis-28389 87 24 is be AUX bracis-28389 87 25 quasi quasi ADJ bracis-28389 87 26 - - ADJ bracis-28389 87 27 infinite infinite ADJ bracis-28389 87 28 , , PUNCT bracis-28389 87 29 rendering render VERB bracis-28389 87 30 the the DET bracis-28389 87 31 classical classical ADJ bracis-28389 87 32 tabular tabular NOUN bracis-28389 87 33 reinforcement reinforcement NOUN bracis-28389 87 34 learning learning NOUN bracis-28389 87 35 not not PART bracis-28389 87 36 feasible feasible ADJ bracis-28389 87 37 . . PUNCT bracis-28389 88 1 therefore therefore ADV bracis-28389 88 2 , , PUNCT bracis-28389 88 3 a a DET bracis-28389 88 4 deep deep ADJ bracis-28389 88 5 reinforcement reinforcement NOUN bracis-28389 88 6 learning learning NOUN bracis-28389 88 7 technique technique NOUN bracis-28389 88 8 is be AUX bracis-28389 88 9 developed develop VERB bracis-28389 88 10 to to PART bracis-28389 88 11 deal deal VERB bracis-28389 88 12 with with ADP bracis-28389 88 13 this this DET bracis-28389 88 14 characteristic characteristic NOUN bracis-28389 88 15 . . PUNCT bracis-28389 89 1 besides besides SCONJ bracis-28389 89 2 the the DET bracis-28389 89 3 usual usual ADJ bracis-28389 89 4 deep deep ADJ bracis-28389 89 5 reinforcement reinforcement NOUN bracis-28389 89 6 learning learning NOUN bracis-28389 89 7 ( ( PUNCT bracis-28389 89 8 drl drl PROPN bracis-28389 89 9 ) ) PUNCT bracis-28389 89 10 approach approach NOUN bracis-28389 89 11 , , PUNCT bracis-28389 89 12 three three NUM bracis-28389 89 13 different different ADJ bracis-28389 89 14 methodologies methodology NOUN bracis-28389 89 15 are be AUX bracis-28389 89 16 proposed propose VERB bracis-28389 89 17 . . PUNCT bracis-28389 90 1 these these DET bracis-28389 90 2 propositions proposition NOUN bracis-28389 90 3 involve involve VERB bracis-28389 90 4 slight slight ADJ bracis-28389 90 5 modifications modification NOUN bracis-28389 90 6 to to ADP bracis-28389 90 7 the the DET bracis-28389 90 8 reinforcement reinforcement NOUN bracis-28389 90 9 learning learning NOUN bracis-28389 90 10 technique technique NOUN bracis-28389 90 11 that that PRON bracis-28389 90 12 intend intend VERB bracis-28389 90 13 to to PART bracis-28389 90 14 adapt adapt VERB bracis-28389 90 15 the the DET bracis-28389 90 16 procedure procedure NOUN bracis-28389 90 17 to to ADP bracis-28389 90 18 specific specific ADJ bracis-28389 90 19 characteristics characteristic NOUN bracis-28389 90 20 of of ADP bracis-28389 90 21 power power NOUN bracis-28389 90 22 system system NOUN bracis-28389 90 23 operation operation NOUN bracis-28389 90 24 . . PUNCT bracis-28389 91 1 many many ADJ bracis-28389 91 2 different different ADJ bracis-28389 91 3 kinds kind NOUN bracis-28389 91 4 of of ADP bracis-28389 91 5 reinforcement reinforcement NOUN bracis-28389 91 6 learning learning NOUN bracis-28389 91 7 solutions solution NOUN bracis-28389 91 8 exist exist VERB bracis-28389 91 9 depending depend VERB bracis-28389 91 10 on on ADP bracis-28389 91 11 the the DET bracis-28389 91 12 type type NOUN bracis-28389 91 13 of of ADP bracis-28389 91 14 problem problem NOUN bracis-28389 91 15 that that PRON bracis-28389 91 16 is be AUX bracis-28389 91 17 being be AUX bracis-28389 91 18 solved solve VERB bracis-28389 91 19 . . PUNCT bracis-28389 92 1 for for ADP bracis-28389 92 2 the the DET bracis-28389 92 3 voltage voltage NOUN bracis-28389 92 4 control control NOUN bracis-28389 92 5 problem problem NOUN bracis-28389 92 6 , , PUNCT bracis-28389 92 7 q q NOUN bracis-28389 92 8 - - PUNCT bracis-28389 92 9 learning learning NOUN bracis-28389 92 10 is be AUX bracis-28389 92 11 a a DET bracis-28389 92 12 well well ADV bracis-28389 92 13 suited suit VERB bracis-28389 92 14 method method NOUN bracis-28389 92 15 . . PUNCT bracis-28389 93 1 besides besides SCONJ bracis-28389 93 2 being be AUX bracis-28389 93 3 very very ADV bracis-28389 93 4 simple simple ADJ bracis-28389 93 5 to to PART bracis-28389 93 6 implement implement VERB bracis-28389 93 7 , , PUNCT bracis-28389 93 8 it it PRON bracis-28389 93 9 is be AUX bracis-28389 93 10 a a DET bracis-28389 93 11 model model NOUN bracis-28389 93 12 - - PUNCT bracis-28389 93 13 free free ADJ bracis-28389 93 14 method method NOUN bracis-28389 93 15 , , PUNCT bracis-28389 93 16 meaning mean VERB bracis-28389 93 17 that that SCONJ bracis-28389 93 18 the the DET bracis-28389 93 19 model model NOUN bracis-28389 93 20 of of ADP bracis-28389 93 21 the the DET bracis-28389 93 22 environment environment NOUN bracis-28389 93 23 does do AUX bracis-28389 93 24 not not PART bracis-28389 93 25 need need VERB bracis-28389 93 26 to to PART bracis-28389 93 27 be be AUX bracis-28389 93 28 fully fully ADV bracis-28389 93 29 known know VERB bracis-28389 93 30 ( ( PUNCT bracis-28389 93 31 which which PRON bracis-28389 93 32 would would AUX bracis-28389 93 33 be be AUX bracis-28389 93 34 very very ADV bracis-28389 93 35 hard hard ADJ bracis-28389 93 36 for for ADP bracis-28389 93 37 power power NOUN bracis-28389 93 38 systems system NOUN bracis-28389 93 39 ) ) PUNCT bracis-28389 93 40 . . PUNCT bracis-28389 94 1 furthermore furthermore ADV bracis-28389 94 2 , , PUNCT bracis-28389 94 3 it it PRON bracis-28389 94 4 can can AUX bracis-28389 94 5 account account VERB bracis-28389 94 6 for for ADP bracis-28389 94 7 the the DET bracis-28389 94 8 effect effect NOUN bracis-28389 94 9 that that SCONJ bracis-28389 94 10 an an DET bracis-28389 94 11 action action NOUN bracis-28389 94 12 may may AUX bracis-28389 94 13 have have AUX bracis-28389 94 14 on on ADP bracis-28389 94 15 a a DET bracis-28389 94 16 future future ADJ bracis-28389 94 17 state state NOUN bracis-28389 94 18 , , PUNCT bracis-28389 94 19 that that PRON bracis-28389 94 20 is be AUX bracis-28389 94 21 not not PART bracis-28389 94 22 immediately immediately ADV bracis-28389 94 23 achieved achieve VERB bracis-28389 94 24 after after ADP bracis-28389 94 25 taking take VERB bracis-28389 94 26 said say VERB bracis-28389 94 27 action action NOUN bracis-28389 94 28 . . PUNCT bracis-28389 95 1 although although SCONJ bracis-28389 95 2 there there PRON bracis-28389 95 3 are be VERB bracis-28389 95 4 many many ADJ bracis-28389 95 5 suitable suitable ADJ bracis-28389 95 6 methods method NOUN bracis-28389 95 7 to to PART bracis-28389 95 8 perform perform VERB bracis-28389 95 9 reinforcement reinforcement NOUN bracis-28389 95 10 learning learning NOUN bracis-28389 95 11 , , PUNCT bracis-28389 95 12 most most ADJ bracis-28389 95 13 of of ADP bracis-28389 95 14 them they PRON bracis-28389 95 15 have have VERB bracis-28389 95 16 limitations limitation NOUN bracis-28389 95 17 , , PUNCT bracis-28389 95 18 including include VERB bracis-28389 95 19 q q NOUN bracis-28389 95 20 - - PUNCT bracis-28389 95 21 learning learning NOUN bracis-28389 95 22 , , PUNCT bracis-28389 95 23 due due ADP bracis-28389 95 24 to to ADP bracis-28389 95 25 the the DET bracis-28389 95 26 need need NOUN bracis-28389 95 27 to to PART bracis-28389 95 28 create create VERB bracis-28389 95 29 a a DET bracis-28389 95 30 finite finite ADJ bracis-28389 95 31 map map NOUN bracis-28389 95 32 of of ADP bracis-28389 95 33 state state NOUN bracis-28389 95 34 to to ADP bracis-28389 95 35 actions action NOUN bracis-28389 95 36 . . PUNCT bracis-28389 96 1 discretizing discretize VERB bracis-28389 96 2 the the DET bracis-28389 96 3 state state NOUN bracis-28389 96 4 can can AUX bracis-28389 96 5 be be AUX bracis-28389 96 6 infeasible infeasible ADJ bracis-28389 96 7 or or CCONJ bracis-28389 96 8 lead lead VERB bracis-28389 96 9 to to ADP bracis-28389 96 10 inaccuracies inaccuracy NOUN bracis-28389 96 11 if if SCONJ bracis-28389 96 12 there there PRON bracis-28389 96 13 are be VERB bracis-28389 96 14 many many ADJ bracis-28389 96 15 continuous continuous ADJ bracis-28389 96 16 variables variable NOUN bracis-28389 96 17 involved involve VERB bracis-28389 96 18 . . PUNCT bracis-28389 97 1 deep deep ADJ bracis-28389 97 2 reinforcement reinforcement NOUN bracis-28389 97 3 learning learning NOUN bracis-28389 97 4 overcomes overcome VERB bracis-28389 97 5 these these DET bracis-28389 97 6 limitations limitation NOUN bracis-28389 97 7 , , PUNCT bracis-28389 97 8 allowing allow VERB bracis-28389 97 9 the the DET bracis-28389 97 10 agent agent NOUN bracis-28389 97 11 to to PART bracis-28389 97 12 generalize generalize VERB bracis-28389 97 13 to to ADP bracis-28389 97 14 states state NOUN bracis-28389 97 15 never never ADV bracis-28389 97 16 seen see VERB bracis-28389 97 17 before before ADV bracis-28389 97 18 through through ADP bracis-28389 97 19 a a DET bracis-28389 97 20 deep deep ADJ bracis-28389 97 21 neural neural ADJ bracis-28389 97 22 network network NOUN bracis-28389 97 23 . . PUNCT bracis-28389 98 1 in in ADP bracis-28389 98 2 deep deep ADJ bracis-28389 98 3 q q NOUN bracis-28389 98 4 - - PUNCT bracis-28389 98 5 learning learning NOUN bracis-28389 98 6 , , PUNCT bracis-28389 98 7 the the DET bracis-28389 98 8 neural neural ADJ bracis-28389 98 9 network network NOUN bracis-28389 98 10 ’s ’s PART bracis-28389 98 11 inputs input NOUN bracis-28389 98 12 are be AUX bracis-28389 98 13 every every DET bracis-28389 98 14 variable variable NOUN bracis-28389 98 15 that that PRON bracis-28389 98 16 represents represent VERB bracis-28389 98 17 the the DET bracis-28389 98 18 system system NOUN bracis-28389 98 19 ’s ’s PART bracis-28389 98 20 state state NOUN bracis-28389 98 21 and and CCONJ bracis-28389 98 22 its its PRON bracis-28389 98 23 outputs output NOUN bracis-28389 98 24 are be AUX bracis-28389 98 25 the the DET bracis-28389 98 26 “ " PUNCT bracis-28389 98 27 worth worth ADJ bracis-28389 98 28 ” " PUNCT bracis-28389 98 29 or or CCONJ bracis-28389 98 30 also also ADV bracis-28389 98 31 called call VERB bracis-28389 98 32 q q NOUN bracis-28389 98 33 - - PUNCT bracis-28389 98 34 values value NOUN bracis-28389 98 35 for for ADP bracis-28389 98 36 each each DET bracis-28389 98 37 action action NOUN bracis-28389 98 38 . . PUNCT bracis-28389 99 1 during during ADP bracis-28389 99 2 the the DET bracis-28389 99 3 training training NOUN bracis-28389 99 4 process process NOUN bracis-28389 99 5 , , PUNCT bracis-28389 99 6 as as SCONJ bracis-28389 99 7 the the DET bracis-28389 99 8 agent agent NOUN bracis-28389 99 9 explores explore VERB bracis-28389 99 10 the the DET bracis-28389 99 11 environment environment NOUN bracis-28389 99 12 , , PUNCT bracis-28389 99 13 the the DET bracis-28389 99 14 neural neural ADJ bracis-28389 99 15 network network NOUN bracis-28389 99 16 is be AUX bracis-28389 99 17 trained train VERB bracis-28389 99 18 with with ADP bracis-28389 99 19 information information NOUN bracis-28389 99 20 from from ADP bracis-28389 99 21 the the DET bracis-28389 99 22 system system NOUN bracis-28389 99 23 ’s ’s PART bracis-28389 99 24 state state NOUN bracis-28389 99 25 , , PUNCT bracis-28389 99 26 the the DET bracis-28389 99 27 actions action NOUN bracis-28389 99 28 taken take VERB bracis-28389 99 29 by by ADP bracis-28389 99 30 the the DET bracis-28389 99 31 agent agent NOUN bracis-28389 99 32 and and CCONJ bracis-28389 99 33 their their PRON bracis-28389 99 34 effects effect NOUN bracis-28389 99 35 . . PUNCT bracis-28389 100 1 during during ADP bracis-28389 100 2 operation operation NOUN bracis-28389 100 3 , , PUNCT bracis-28389 100 4 the the DET bracis-28389 100 5 system system NOUN bracis-28389 100 6 ’s ’s PART bracis-28389 100 7 state state NOUN bracis-28389 100 8 is be AUX bracis-28389 100 9 simply simply ADV bracis-28389 100 10 fed feed VERB bracis-28389 100 11 as as ADP bracis-28389 100 12 an an DET bracis-28389 100 13 input input NOUN bracis-28389 100 14 to to ADP bracis-28389 100 15 the the DET bracis-28389 100 16 network network NOUN bracis-28389 100 17 and and CCONJ bracis-28389 100 18 the the DET bracis-28389 100 19 action action NOUN bracis-28389 100 20 with with ADP bracis-28389 100 21 the the DET bracis-28389 100 22 highest high ADJ bracis-28389 100 23 q q NOUN bracis-28389 100 24 - - PUNCT bracis-28389 100 25 value value NOUN bracis-28389 100 26 is be AUX bracis-28389 100 27 chosen choose VERB bracis-28389 100 28 . . PUNCT bracis-28389 101 1 over over ADP bracis-28389 101 2 the the DET bracis-28389 101 3 years year NOUN bracis-28389 101 4 , , PUNCT bracis-28389 101 5 many many ADJ bracis-28389 101 6 advancements advancement NOUN bracis-28389 101 7 have have AUX bracis-28389 101 8 been be AUX bracis-28389 101 9 made make VERB bracis-28389 101 10 in in ADP bracis-28389 101 11 deep deep ADJ bracis-28389 101 12 q q NOUN bracis-28389 101 13 - - PUNCT bracis-28389 101 14 learning learning NOUN bracis-28389 101 15 . . PUNCT bracis-28389 102 1 in in ADP bracis-28389 102 2 this this DET bracis-28389 102 3 work work NOUN bracis-28389 102 4 , , PUNCT bracis-28389 102 5 two two NUM bracis-28389 102 6 of of ADP bracis-28389 102 7 them they PRON bracis-28389 102 8 are be AUX bracis-28389 102 9 considered consider VERB bracis-28389 102 10 : : PUNCT bracis-28389 102 11 double double ADJ bracis-28389 102 12 q q NOUN bracis-28389 102 13 - - PUNCT bracis-28389 102 14 learning learn VERB bracis-28389 102 15 and and CCONJ bracis-28389 102 16 experience experience NOUN bracis-28389 102 17 replay replay NOUN bracis-28389 102 18 . . PUNCT bracis-28389 103 1 both both DET bracis-28389 103 2 these these DET bracis-28389 103 3 techniques technique NOUN bracis-28389 103 4 are be AUX bracis-28389 103 5 better well ADV bracis-28389 103 6 described describe VERB bracis-28389 103 7 in in ADP bracis-28389 103 8 [ [ X bracis-28389 103 9 10 10 NUM bracis-28389 103 10 ] ] PUNCT bracis-28389 103 11 . . PUNCT bracis-28389 104 1 in in ADP bracis-28389 104 2 addition addition NOUN bracis-28389 104 3 , , PUNCT bracis-28389 104 4 two two NUM bracis-28389 104 5 new new ADJ bracis-28389 104 6 different different ADJ bracis-28389 104 7 modifications modification NOUN bracis-28389 104 8 are be AUX bracis-28389 104 9 proposed propose VERB bracis-28389 104 10 to to ADP bracis-28389 104 11 the the DET bracis-28389 104 12 deep deep ADJ bracis-28389 104 13 q q ADJ bracis-28389 104 14 - - PUNCT bracis-28389 104 15 learning learn VERB bracis-28389 104 16 framework framework NOUN bracis-28389 104 17 . . PUNCT bracis-28389 105 1 these these DET bracis-28389 105 2 modifications modification NOUN bracis-28389 105 3 do do AUX bracis-28389 105 4 not not PART bracis-28389 105 5 modify modify VERB bracis-28389 105 6 how how SCONJ bracis-28389 105 7 the the DET bracis-28389 105 8 learning learning NOUN bracis-28389 105 9 process process NOUN bracis-28389 105 10 works work VERB bracis-28389 105 11 , , PUNCT bracis-28389 105 12 bur bur PROPN bracis-28389 105 13 rather rather ADV bracis-28389 105 14 change change VERB bracis-28389 105 15 how how SCONJ bracis-28389 105 16 the the DET bracis-28389 105 17 techniques technique NOUN bracis-28389 105 18 are be AUX bracis-28389 105 19 applied apply VERB bracis-28389 105 20 to to ADP bracis-28389 105 21 the the DET bracis-28389 105 22 problem problem NOUN bracis-28389 105 23 at at ADP bracis-28389 105 24 hand hand NOUN bracis-28389 105 25 . . PUNCT bracis-28389 106 1 the the DET bracis-28389 106 2 first first ADJ bracis-28389 106 3 technique technique NOUN bracis-28389 106 4 will will AUX bracis-28389 106 5 be be AUX bracis-28389 106 6 named name VERB bracis-28389 106 7 windowed windowed ADJ bracis-28389 106 8 q q NOUN bracis-28389 106 9 - - PUNCT bracis-28389 106 10 learning learning NOUN bracis-28389 106 11 . . PUNCT bracis-28389 107 1 in in ADP bracis-28389 107 2 problems problem NOUN bracis-28389 107 3 where where SCONJ bracis-28389 107 4 episodes episode NOUN bracis-28389 107 5 are be AUX bracis-28389 107 6 too too ADV bracis-28389 107 7 long long ADJ bracis-28389 107 8 , , PUNCT bracis-28389 107 9 the the DET bracis-28389 107 10 agent agent NOUN bracis-28389 107 11 may may AUX bracis-28389 107 12 take take VERB bracis-28389 107 13 longer long ADJ bracis-28389 107 14 to to PART bracis-28389 107 15 learn learn VERB bracis-28389 107 16 optimal optimal ADJ bracis-28389 107 17 actions action NOUN bracis-28389 107 18 for for ADP bracis-28389 107 19 the the DET bracis-28389 107 20 entire entire ADJ bracis-28389 107 21 length length NOUN bracis-28389 107 22 of of ADP bracis-28389 107 23 the the DET bracis-28389 107 24 episode episode NOUN bracis-28389 107 25 . . PUNCT bracis-28389 108 1 also also ADV bracis-28389 108 2 , , PUNCT bracis-28389 108 3 by by ADP bracis-28389 108 4 being be AUX bracis-28389 108 5 long long ADJ bracis-28389 108 6 , , PUNCT bracis-28389 108 7 the the DET bracis-28389 108 8 episode episode NOUN bracis-28389 108 9 may may AUX bracis-28389 108 10 have have VERB bracis-28389 108 11 very very ADV bracis-28389 108 12 distinct distinct ADJ bracis-28389 108 13 behaviors behavior NOUN bracis-28389 108 14 on on ADP bracis-28389 108 15 its its PRON bracis-28389 108 16 course course NOUN bracis-28389 108 17 . . PUNCT bracis-28389 109 1 that that PRON bracis-28389 109 2 is be AUX bracis-28389 109 3 , , PUNCT bracis-28389 109 4 in in ADP bracis-28389 109 5 a a DET bracis-28389 109 6 certain certain ADJ bracis-28389 109 7 problem problem NOUN bracis-28389 109 8 with with ADP bracis-28389 109 9 a a DET bracis-28389 109 10 constant constant ADJ bracis-28389 109 11 number number NOUN bracis-28389 109 12 of of ADP bracis-28389 109 13 steps step NOUN bracis-28389 109 14 per per ADP bracis-28389 109 15 episode episode NOUN bracis-28389 109 16 , , PUNCT bracis-28389 109 17 steps step NOUN bracis-28389 109 18 i i PRON bracis-28389 109 19 to to ADP bracis-28389 109 20 j j PROPN bracis-28389 109 21 may may AUX bracis-28389 109 22 be be AUX bracis-28389 109 23 very very ADV bracis-28389 109 24 different different ADJ bracis-28389 109 25 in in ADP bracis-28389 109 26 behavior behavior NOUN bracis-28389 109 27 from from ADP bracis-28389 109 28 steps step NOUN bracis-28389 109 29 m m VERB bracis-28389 109 30 to to PART bracis-28389 109 31 n. n. VERB bracis-28389 109 32 the the DET bracis-28389 109 33 proposed propose VERB bracis-28389 109 34 windowed windowed ADJ bracis-28389 109 35 q q NOUN bracis-28389 109 36 - - PUNCT bracis-28389 109 37 learning learn VERB bracis-28389 109 38 methodology methodology NOUN bracis-28389 109 39 attempts attempt VERB bracis-28389 109 40 to to PART bracis-28389 109 41 address address VERB bracis-28389 109 42 this this DET bracis-28389 109 43 characteristics characteristic NOUN bracis-28389 109 44 by by ADP bracis-28389 109 45 dividing divide VERB bracis-28389 109 46 the the DET bracis-28389 109 47 episode episode NOUN bracis-28389 109 48 into into ADP bracis-28389 109 49 windows windows PROPN bracis-28389 109 50 fig fig PROPN bracis-28389 109 51 . . PUNCT bracis-28389 109 52     SPACE bracis-28389 109 53 3(a 3(a NUM bracis-28389 109 54 ) ) PUNCT bracis-28389 109 55 and and CCONJ bracis-28389 109 56 for for ADP bracis-28389 109 57 each each DET bracis-28389 109 58 window window NOUN bracis-28389 109 59 a a DET bracis-28389 109 60 different different ADJ bracis-28389 109 61 agent agent NOUN bracis-28389 109 62 is be AUX bracis-28389 109 63 trained train VERB bracis-28389 109 64 . . PUNCT bracis-28389 110 1 that that DET bracis-28389 110 2 way way NOUN bracis-28389 110 3 , , PUNCT bracis-28389 110 4 each each DET bracis-28389 110 5 agent agent NOUN bracis-28389 110 6 only only ADV bracis-28389 110 7 sees see VERB bracis-28389 110 8 states state NOUN bracis-28389 110 9 relative relative ADJ bracis-28389 110 10 to to ADP bracis-28389 110 11 a a DET bracis-28389 110 12 certain certain ADJ bracis-28389 110 13 interval interval NOUN bracis-28389 110 14 and and CCONJ bracis-28389 110 15 can can AUX bracis-28389 110 16 learn learn VERB bracis-28389 110 17 the the DET bracis-28389 110 18 specificities specificity NOUN bracis-28389 110 19 of of ADP bracis-28389 110 20 each each DET bracis-28389 110 21 window window NOUN bracis-28389 110 22 better well ADV bracis-28389 110 23 when when SCONJ bracis-28389 110 24 training training NOUN bracis-28389 110 25 . . PUNCT bracis-28389 111 1 during during ADP bracis-28389 111 2 operation operation NOUN bracis-28389 111 3 , , PUNCT bracis-28389 111 4 depending depend VERB bracis-28389 111 5 on on ADP bracis-28389 111 6 which which DET bracis-28389 111 7 window window NOUN bracis-28389 111 8 the the DET bracis-28389 111 9 episode episode NOUN bracis-28389 111 10 falls fall VERB bracis-28389 111 11 into into ADP bracis-28389 111 12 , , PUNCT bracis-28389 111 13 a a DET bracis-28389 111 14 different different ADJ bracis-28389 111 15 agent agent NOUN bracis-28389 111 16 is be AUX bracis-28389 111 17 consulted consult VERB bracis-28389 111 18 for for ADP bracis-28389 111 19 making make VERB bracis-28389 111 20 decisions decision NOUN bracis-28389 111 21 . . PUNCT bracis-28389 112 1 fig fig NOUN bracis-28389 112 2 . . PUNCT bracis-28389 113 1 3 3 X bracis-28389 113 2 . . X bracis-28389 113 3 proposals proposal NOUN bracis-28389 113 4 q q NOUN bracis-28389 113 5 - - PUNCT bracis-28389 113 6 learning learning NOUN bracis-28389 113 7 . . PUNCT bracis-28389 114 1 full full ADJ bracis-28389 114 2 size size NOUN bracis-28389 114 3 image image NOUN bracis-28389 114 4 the the DET bracis-28389 114 5 second second ADJ bracis-28389 114 6 technique technique NOUN bracis-28389 114 7 will will AUX bracis-28389 114 8 be be AUX bracis-28389 114 9 called call VERB bracis-28389 114 10 ensemble ensemble ADJ bracis-28389 114 11 q q ADJ bracis-28389 114 12 - - PUNCT bracis-28389 114 13 learning learn VERB bracis-28389 114 14 and and CCONJ bracis-28389 114 15 takes take VERB bracis-28389 114 16 inspiration inspiration NOUN bracis-28389 114 17 from from ADP bracis-28389 114 18 the the DET bracis-28389 114 19 way way NOUN bracis-28389 114 20 that that PRON bracis-28389 114 21 humans human NOUN bracis-28389 114 22 learn learn VERB bracis-28389 114 23 . . PUNCT bracis-28389 115 1 because because SCONJ bracis-28389 115 2 when when SCONJ bracis-28389 115 3 subjected subject VERB bracis-28389 115 4 to to ADP bracis-28389 115 5 different different ADJ bracis-28389 115 6 experiences experience NOUN bracis-28389 115 7 people people NOUN bracis-28389 115 8 learn learn VERB bracis-28389 115 9 things thing NOUN bracis-28389 115 10 differently differently ADV bracis-28389 115 11 , , PUNCT bracis-28389 115 12 this this DET bracis-28389 115 13 technique technique NOUN bracis-28389 115 14 proposes propose VERB bracis-28389 115 15 that that SCONJ bracis-28389 115 16 multiple multiple ADJ bracis-28389 115 17 agents agent NOUN bracis-28389 115 18 are be AUX bracis-28389 115 19 trained train VERB bracis-28389 115 20 for for ADP bracis-28389 115 21 the the DET bracis-28389 115 22 same same ADJ bracis-28389 115 23 problem problem NOUN bracis-28389 115 24 fig fig NOUN bracis-28389 115 25 . . PUNCT bracis-28389 115 26     SPACE bracis-28389 115 27 3(b 3(b NUM bracis-28389 115 28 ) ) PUNCT bracis-28389 115 29 . . PUNCT bracis-28389 116 1 these these DET bracis-28389 116 2 agents agent NOUN bracis-28389 116 3 can can AUX bracis-28389 116 4 either either CCONJ bracis-28389 116 5 be be AUX bracis-28389 116 6 equal equal ADJ bracis-28389 116 7 and and CCONJ bracis-28389 116 8 rely rely VERB bracis-28389 116 9 on on ADP bracis-28389 116 10 the the DET bracis-28389 116 11 variability variability NOUN bracis-28389 116 12 of of ADP bracis-28389 116 13 the the DET bracis-28389 116 14 environment environment NOUN bracis-28389 116 15 in in ADP bracis-28389 116 16 order order NOUN bracis-28389 116 17 to to PART bracis-28389 116 18 experience experience VERB bracis-28389 116 19 things thing NOUN bracis-28389 116 20 differently differently ADV bracis-28389 116 21 or or CCONJ bracis-28389 116 22 can can AUX bracis-28389 116 23 perceive perceive VERB bracis-28389 116 24 the the DET bracis-28389 116 25 environment environment NOUN bracis-28389 116 26 differently differently ADV bracis-28389 116 27 for for ADP bracis-28389 116 28 example example NOUN bracis-28389 116 29 by by ADP bracis-28389 116 30 having have VERB bracis-28389 116 31 different different ADJ bracis-28389 116 32 reward reward NOUN bracis-28389 116 33 functions function NOUN bracis-28389 116 34 . . PUNCT bracis-28389 117 1 when when SCONJ bracis-28389 117 2 operating operate VERB bracis-28389 117 3 , , PUNCT bracis-28389 117 4 every every DET bracis-28389 117 5 agent agent NOUN bracis-28389 117 6 is be AUX bracis-28389 117 7 consulted consult VERB bracis-28389 117 8 when when SCONJ bracis-28389 117 9 deciding decide VERB bracis-28389 117 10 which which DET bracis-28389 117 11 action action NOUN bracis-28389 117 12 to to PART bracis-28389 117 13 take take VERB bracis-28389 117 14 . . PUNCT bracis-28389 118 1 the the DET bracis-28389 118 2 decision decision NOUN bracis-28389 118 3 can can AUX bracis-28389 118 4 be be AUX bracis-28389 118 5 made make VERB bracis-28389 118 6 by by ADP bracis-28389 118 7 following follow VERB bracis-28389 118 8 several several ADJ bracis-28389 118 9 criteria criterion NOUN bracis-28389 118 10 such such ADJ bracis-28389 118 11 as as ADP bracis-28389 118 12 averaging average VERB bracis-28389 118 13 every every DET bracis-28389 118 14 agent agent NOUN bracis-28389 118 15 ’s ’s PART bracis-28389 118 16 value value NOUN bracis-28389 118 17 for for ADP bracis-28389 118 18 the the DET bracis-28389 118 19 actions action NOUN bracis-28389 118 20 and and CCONJ bracis-28389 118 21 taking take VERB bracis-28389 118 22 the the DET bracis-28389 118 23 highest high ADJ bracis-28389 118 24 average average NOUN bracis-28389 118 25 ( ( PUNCT bracis-28389 118 26 eq eq NOUN bracis-28389 118 27 . . PUNCT bracis-28389 118 28     SPACE bracis-28389 118 29 2 2 NUM bracis-28389 118 30 ) ) PUNCT bracis-28389 118 31 or or CCONJ bracis-28389 118 32 by by ADP bracis-28389 118 33 taking take VERB bracis-28389 118 34 the the DET bracis-28389 118 35 action action NOUN bracis-28389 118 36 with with ADP bracis-28389 118 37 the the DET bracis-28389 118 38 maximum maximum ADJ bracis-28389 118 39 value value NOUN bracis-28389 118 40 over over ADP bracis-28389 118 41 every every DET bracis-28389 118 42 agent agent NOUN bracis-28389 118 43 ( ( PUNCT bracis-28389 118 44 eq eq NOUN bracis-28389 118 45 . . PUNCT bracis-28389 118 46     SPACE bracis-28389 118 47 3 3 NUM bracis-28389 118 48 ) ) PUNCT bracis-28389 118 49 . . PUNCT bracis-28389 119 1 $ $ SYM bracis-28389 119 2 $ $ SYM bracis-28389 119 3 \begin{aligned \begin{aligne VERB bracis-28389 119 4 } } PUNCT bracis-28389 119 5 a a DET bracis-28389 119 6 = = X bracis-28389 119 7 \text \text PROPN bracis-28389 119 8 { { PUNCT bracis-28389 119 9 argmax argmax PROPN bracis-28389 119 10 } } PUNCT bracis-28389 119 11 \begin{pmatrix}\text \begin{pmatrix}\text X bracis-28389 119 12 { { PUNCT bracis-28389 119 13 avg}(\phi avg}(\phi VERB bracis-28389 119 14 _ _ PRON bracis-28389 119 15 { { PUNCT bracis-28389 119 16 11 11 NUM bracis-28389 119 17 } } PUNCT bracis-28389 119 18 , , PUNCT bracis-28389 119 19 \phi \phi PROPN bracis-28389 119 20 _ _ PUNCT bracis-28389 119 21 { { PUNCT bracis-28389 119 22 12 12 NUM bracis-28389 119 23 } } PUNCT bracis-28389 119 24 , , PUNCT bracis-28389 119 25 \phi \phi PROPN bracis-28389 119 26 _ _ PUNCT bracis-28389 119 27 { { PUNCT bracis-28389 119 28 1j})\\ 1j})\\ NUM bracis-28389 119 29 \text \text ADV bracis-28389 119 30 { { PUNCT bracis-28389 119 31 avg}(\phi avg}(\phi VERB bracis-28389 119 32 _ _ PRON bracis-28389 119 33 { { PUNCT bracis-28389 119 34 21 21 NUM bracis-28389 119 35 } } PUNCT bracis-28389 119 36 , , PUNCT bracis-28389 119 37 \phi \phi PROPN bracis-28389 119 38 _ _ PUNCT bracis-28389 119 39 { { PUNCT bracis-28389 119 40 22 22 NUM bracis-28389 119 41 } } PUNCT bracis-28389 119 42 , , PUNCT bracis-28389 119 43 \phi \phi PROPN bracis-28389 119 44 _ _ PUNCT bracis-28389 119 45 { { PUNCT bracis-28389 119 46 2j})\\ 2j})\\ NUM bracis-28389 119 47 \text \text ADV bracis-28389 119 48 { { PUNCT bracis-28389 119 49 avg}(\phi avg}(\phi VERB bracis-28389 119 50 _ _ PRON bracis-28389 119 51 { { PUNCT bracis-28389 119 52 i1 i1 NOUN bracis-28389 119 53 } } PUNCT bracis-28389 119 54 , , PUNCT bracis-28389 119 55 \phi \phi PROPN bracis-28389 119 56 _ _ PUNCT bracis-28389 119 57 { { PUNCT bracis-28389 119 58 i2 i2 PROPN bracis-28389 119 59 } } PUNCT bracis-28389 119 60 , , PUNCT bracis-28389 119 61 \phi \phi PROPN bracis-28389 119 62 _ _ PRON bracis-28389 119 63 { { PUNCT bracis-28389 119 64 ij})\end{pmatrix ij})\end{pmatrix NOUN bracis-28389 119 65 } } PUNCT bracis-28389 119 66 \end{aligned}$$ \end{aligned}$$ X bracis-28389 119 67 ( ( PUNCT bracis-28389 119 68 2 2 NUM bracis-28389 119 69 ) ) PUNCT bracis-28389 119 70 $ $ SYM bracis-28389 119 71 $ $ SYM bracis-28389 119 72 \begin{aligned \begin{aligne VERB bracis-28389 119 73 } } PUNCT bracis-28389 119 74 a a PRON bracis-28389 119 75 = = X bracis-28389 119 76 \text \text PROPN bracis-28389 119 77 { { PUNCT bracis-28389 119 78 argmax argmax NOUN bracis-28389 119 79 } } PUNCT bracis-28389 119 80 ( ( PUNCT bracis-28389 119 81 \max \max PROPN bracis-28389 119 82 \phi \phi PROPN bracis-28389 119 83 _ _ PUNCT bracis-28389 119 84 { { PUNCT bracis-28389 119 85 ij ij NOUN bracis-28389 119 86 } } PUNCT bracis-28389 119 87 ) ) PUNCT bracis-28389 120 1 \ \ NOUN bracis-28389 120 2 ; ; PUNCT bracis-28389 120 3 \forall \forall DET bracis-28389 120 4 \ \ PROPN bracis-28389 120 5 ; ; PUNCT bracis-28389 120 6 i i PRON bracis-28389 120 7 , , PUNCT bracis-28389 120 8 j j PROPN bracis-28389 120 9 \end{aligned}$$ \end{aligned}$$ X bracis-28389 120 10 ( ( PUNCT bracis-28389 120 11 3 3 NUM bracis-28389 120 12 ) ) PUNCT bracis-28389 120 13 where where SCONJ bracis-28389 120 14 \(\phi \(\phi ADJ bracis-28389 120 15 _ _ PRON bracis-28389 120 16 { { PUNCT bracis-28389 120 17 ij}\ ij}\ NOUN bracis-28389 120 18 ) ) PUNCT bracis-28389 120 19 is be AUX bracis-28389 120 20 the the DET bracis-28389 120 21 value value NOUN bracis-28389 120 22 given give VERB bracis-28389 120 23 to to ADP bracis-28389 120 24 action action NOUN bracis-28389 120 25 i i PRON bracis-28389 120 26 by by ADP bracis-28389 120 27 agent agent NOUN bracis-28389 120 28 j. j. PROPN bracis-28389 120 29 the the DET bracis-28389 120 30 third third ADJ bracis-28389 120 31 and and CCONJ bracis-28389 120 32 final final ADJ bracis-28389 120 33 technique technique NOUN bracis-28389 120 34 is be AUX bracis-28389 120 35 a a DET bracis-28389 120 36 combination combination NOUN bracis-28389 120 37 of of ADP bracis-28389 120 38 the the DET bracis-28389 120 39 other other ADJ bracis-28389 120 40 two two NUM bracis-28389 120 41 and and CCONJ bracis-28389 120 42 is be AUX bracis-28389 120 43 called call VERB bracis-28389 120 44 windowed windowed ADJ bracis-28389 120 45 ensemble ensemble ADJ bracis-28389 120 46 q q NOUN bracis-28389 120 47 - - PUNCT bracis-28389 120 48 learning learning NOUN bracis-28389 120 49 . . PUNCT bracis-28389 121 1 in in ADP bracis-28389 121 2 addition addition NOUN bracis-28389 121 3 to to ADP bracis-28389 121 4 splitting split VERB bracis-28389 121 5 the the DET bracis-28389 121 6 episode episode NOUN bracis-28389 121 7 into into ADP bracis-28389 121 8 windows window NOUN bracis-28389 121 9 , , PUNCT bracis-28389 121 10 for for ADP bracis-28389 121 11 each each DET bracis-28389 121 12 window window NOUN bracis-28389 121 13 multiple multiple ADJ bracis-28389 121 14 agents agent NOUN bracis-28389 121 15 are be AUX bracis-28389 121 16 trained train VERB bracis-28389 121 17 fig fig NOUN bracis-28389 121 18 . . PUNCT bracis-28389 121 19     SPACE bracis-28389 122 1 3(c 3(c NUM bracis-28389 122 2 ) ) PUNCT bracis-28389 122 3 . . PUNCT bracis-28389 123 1 this this PRON bracis-28389 123 2 allows allow VERB bracis-28389 123 3 for for ADP bracis-28389 123 4 the the DET bracis-28389 123 5 combination combination NOUN bracis-28389 123 6 of of ADP bracis-28389 123 7 both both DET bracis-28389 123 8 methods method NOUN bracis-28389 123 9 ’ ' PUNCT bracis-28389 123 10 advantages advantage NOUN bracis-28389 123 11 . . PUNCT bracis-28389 124 1 one one NUM bracis-28389 124 2 disadvantage disadvantage NOUN bracis-28389 124 3 may may AUX bracis-28389 124 4 be be AUX bracis-28389 124 5 increased increase VERB bracis-28389 124 6 training training NOUN bracis-28389 124 7 times time NOUN bracis-28389 124 8 . . PUNCT bracis-28389 125 1 during during ADP bracis-28389 125 2 operation operation NOUN bracis-28389 125 3 , , PUNCT bracis-28389 125 4 the the DET bracis-28389 125 5 actions action NOUN bracis-28389 125 6 are be AUX bracis-28389 125 7 also also ADV bracis-28389 125 8 chosen choose VERB bracis-28389 125 9 by by ADP bracis-28389 125 10 combining combine VERB bracis-28389 125 11 both both DET bracis-28389 125 12 methods method NOUN bracis-28389 125 13 : : PUNCT bracis-28389 125 14 when when SCONJ bracis-28389 125 15 the the DET bracis-28389 125 16 episode episode NOUN bracis-28389 125 17 moment moment NOUN bracis-28389 125 18 falls fall VERB bracis-28389 125 19 into into ADP bracis-28389 125 20 a a DET bracis-28389 125 21 certain certain ADJ bracis-28389 125 22 window window NOUN bracis-28389 125 23 , , PUNCT bracis-28389 125 24 all all DET bracis-28389 125 25 agents agent NOUN bracis-28389 125 26 trained train VERB bracis-28389 125 27 for for ADP bracis-28389 125 28 that that DET bracis-28389 125 29 window window NOUN bracis-28389 125 30 are be AUX bracis-28389 125 31 consulted consult VERB bracis-28389 125 32 when when SCONJ bracis-28389 125 33 choosing choose VERB bracis-28389 125 34 the the DET bracis-28389 125 35 action action NOUN bracis-28389 125 36 . . PUNCT bracis-28389 126 1 4.1 4.1 NUM bracis-28389 126 2 voltage voltage NOUN bracis-28389 126 3 control control NOUN bracis-28389 126 4 as as ADP bracis-28389 126 5     SPACE bracis-28389 126 6 a a DET bracis-28389 126 7     SPACE bracis-28389 126 8 drl drl PROPN bracis-28389 126 9 problem problem NOUN bracis-28389 126 10 in in ADP bracis-28389 126 11 this this DET bracis-28389 126 12 section section NOUN bracis-28389 126 13 , , PUNCT bracis-28389 126 14 the the DET bracis-28389 126 15 voltage voltage NOUN bracis-28389 126 16 control control NOUN bracis-28389 126 17 problem problem NOUN bracis-28389 126 18 in in ADP bracis-28389 126 19 an an DET bracis-28389 126 20 electrical electrical ADJ bracis-28389 126 21 system system NOUN bracis-28389 126 22 is be AUX bracis-28389 126 23 modeled model VERB bracis-28389 126 24 . . PUNCT bracis-28389 127 1 episodes episode NOUN bracis-28389 127 2 have have VERB bracis-28389 127 3 a a DET bracis-28389 127 4 fixed fix VERB bracis-28389 127 5 length length NOUN bracis-28389 127 6 of of ADP bracis-28389 127 7 1440 1440 NUM bracis-28389 127 8 , , PUNCT bracis-28389 127 9 corresponding correspond VERB bracis-28389 127 10 to to ADP bracis-28389 127 11 each each DET bracis-28389 127 12 minute minute NOUN bracis-28389 127 13 in in ADP bracis-28389 127 14 a a DET bracis-28389 127 15 24 24 NUM bracis-28389 127 16 - - PUNCT bracis-28389 127 17 hour hour NOUN bracis-28389 127 18 period period NOUN bracis-28389 127 19 , , PUNCT bracis-28389 127 20 and and CCONJ bracis-28389 127 21 the the DET bracis-28389 127 22 system system NOUN bracis-28389 127 23 loads load NOUN bracis-28389 127 24 are be AUX bracis-28389 127 25 updated update VERB bracis-28389 127 26 at at ADP bracis-28389 127 27 each each DET bracis-28389 127 28 step step NOUN bracis-28389 127 29 . . PUNCT bracis-28389 128 1 the the DET bracis-28389 128 2 agent agent NOUN bracis-28389 128 3 has have VERB bracis-28389 128 4 the the DET bracis-28389 128 5 option option NOUN bracis-28389 128 6 to to PART bracis-28389 128 7 execute execute VERB bracis-28389 128 8 actions action NOUN bracis-28389 128 9 in in ADP bracis-28389 128 10 the the DET bracis-28389 128 11 system system NOUN bracis-28389 128 12 , , PUNCT bracis-28389 128 13 such such ADJ bracis-28389 128 14 as as ADP bracis-28389 128 15 increasing increase VERB bracis-28389 128 16 or or CCONJ bracis-28389 128 17 decreasing decrease VERB bracis-28389 128 18 the the DET bracis-28389 128 19 stage stage NOUN bracis-28389 128 20 of of ADP bracis-28389 128 21 a a DET bracis-28389 128 22 capacitor capacitor NOUN bracis-28389 128 23 bank bank NOUN bracis-28389 128 24 , , PUNCT bracis-28389 128 25 increasing increase VERB bracis-28389 128 26 or or CCONJ bracis-28389 128 27 decreasing decrease VERB bracis-28389 128 28 a a DET bracis-28389 128 29 transformer transformer NOUN bracis-28389 128 30 tap tap NOUN bracis-28389 128 31 , , PUNCT bracis-28389 128 32 or or CCONJ bracis-28389 128 33 doing do VERB bracis-28389 128 34 nothing nothing PRON bracis-28389 128 35 . . PUNCT bracis-28389 129 1 states state NOUN bracis-28389 129 2 are be AUX bracis-28389 129 3 determined determine VERB bracis-28389 129 4 by by ADP bracis-28389 129 5 the the DET bracis-28389 129 6 total total ADJ bracis-28389 129 7 active active ADJ bracis-28389 129 8 and and CCONJ bracis-28389 129 9 reactive reactive ADJ bracis-28389 129 10 loads load NOUN bracis-28389 129 11 of of ADP bracis-28389 129 12 the the DET bracis-28389 129 13 system system NOUN bracis-28389 129 14 , , PUNCT bracis-28389 129 15 the the DET bracis-28389 129 16 current current ADJ bracis-28389 129 17 minute minute NOUN bracis-28389 129 18 of of ADP bracis-28389 129 19 the the DET bracis-28389 129 20 simulation simulation NOUN bracis-28389 129 21 , , PUNCT bracis-28389 129 22 and and CCONJ bracis-28389 129 23 the the DET bracis-28389 129 24 states state NOUN bracis-28389 129 25 of of ADP bracis-28389 129 26 the the DET bracis-28389 129 27 transformers transformer NOUN bracis-28389 129 28 and and CCONJ bracis-28389 129 29 capacitor capacitor NOUN bracis-28389 129 30 banks bank NOUN bracis-28389 129 31 . . PUNCT bracis-28389 130 1 the the DET bracis-28389 130 2 state state NOUN bracis-28389 130 3 representation representation NOUN bracis-28389 130 4 has have VERB bracis-28389 130 5 a a DET bracis-28389 130 6 direct direct ADJ bracis-28389 130 7 impact impact NOUN bracis-28389 130 8 on on ADP bracis-28389 130 9 the the DET bracis-28389 130 10 agent agent NOUN bracis-28389 130 11 ’s ’s PART bracis-28389 130 12 learning learning NOUN bracis-28389 130 13 , , PUNCT bracis-28389 130 14 and and CCONJ bracis-28389 130 15 rewards reward NOUN bracis-28389 130 16 are be AUX bracis-28389 130 17 defined define VERB bracis-28389 130 18 to to PART bracis-28389 130 19 lead lead VERB bracis-28389 130 20 the the DET bracis-28389 130 21 voltage voltage NOUN bracis-28389 130 22 at at ADP bracis-28389 130 23 all all DET bracis-28389 130 24 system system NOUN bracis-28389 130 25 buses bus NOUN bracis-28389 130 26 closer close ADJ bracis-28389 130 27 to to ADP bracis-28389 130 28 a a DET bracis-28389 130 29 certain certain ADJ bracis-28389 130 30 target target NOUN bracis-28389 130 31 and and CCONJ bracis-28389 130 32 keep keep VERB bracis-28389 130 33 them they PRON bracis-28389 130 34 within within ADP bracis-28389 130 35 certain certain ADJ bracis-28389 130 36 operational operational ADJ bracis-28389 130 37 limits limit NOUN bracis-28389 130 38 . . PUNCT bracis-28389 131 1 the the DET bracis-28389 131 2 rewards reward NOUN bracis-28389 131 3 are be AUX bracis-28389 131 4 defined define VERB bracis-28389 131 5 following follow VERB bracis-28389 131 6 algorithm algorithm NOUN bracis-28389 131 7     SPACE bracis-28389 131 8 1 1 NUM bracis-28389 131 9 . . PUNCT bracis-28389 132 1 all all PRON bracis-28389 132 2 learning learn VERB bracis-28389 132 3 parameters parameter NOUN bracis-28389 132 4 are be AUX bracis-28389 132 5 detailed detail VERB bracis-28389 132 6 in in ADP bracis-28389 132 7 the the DET bracis-28389 132 8 case case NOUN bracis-28389 132 9 study study NOUN bracis-28389 132 10 section section NOUN bracis-28389 132 11 . . PUNCT bracis-28389 133 1 algorithm algorithm PROPN bracis-28389 133 2 33 33 NUM bracis-28389 133 3 rewards reward VERB bracis-28389 133 4 full full ADJ bracis-28389 133 5 size size NOUN bracis-28389 133 6 image image NOUN bracis-28389 133 7 5 5 NUM bracis-28389 133 8 case case NOUN bracis-28389 133 9 study study NOUN bracis-28389 133 10 in in ADP bracis-28389 133 11 this this DET bracis-28389 133 12 chapter chapter NOUN bracis-28389 133 13 the the DET bracis-28389 133 14 proposed propose VERB bracis-28389 133 15 techniques technique NOUN bracis-28389 133 16 will will AUX bracis-28389 133 17 be be AUX bracis-28389 133 18 tested test VERB bracis-28389 133 19 on on ADP bracis-28389 133 20 simulated simulated ADJ bracis-28389 133 21 power power NOUN bracis-28389 133 22 systems system NOUN bracis-28389 133 23 . . PUNCT bracis-28389 134 1 the the DET bracis-28389 134 2 utilized utilize VERB bracis-28389 134 3 systems system NOUN bracis-28389 134 4 are be AUX bracis-28389 134 5 the the DET bracis-28389 134 6 13 13 NUM bracis-28389 134 7 , , PUNCT bracis-28389 134 8 37 37 NUM bracis-28389 134 9 and and CCONJ bracis-28389 134 10 123 123 NUM bracis-28389 134 11 bus bus NOUN bracis-28389 134 12 ieee ieee NOUN bracis-28389 134 13 test test NOUN bracis-28389 134 14 circuits circuit NOUN bracis-28389 134 15 [ [ X bracis-28389 134 16 26 26 NUM bracis-28389 134 17 ] ] PUNCT bracis-28389 134 18 . . PUNCT bracis-28389 135 1 for for ADP bracis-28389 135 2 each each DET bracis-28389 135 3 system system NOUN bracis-28389 135 4 , , PUNCT bracis-28389 135 5 four four NUM bracis-28389 135 6 models model NOUN bracis-28389 135 7 were be AUX bracis-28389 135 8 trained train VERB bracis-28389 135 9 : : PUNCT bracis-28389 135 10 a a DET bracis-28389 135 11 pure pure ADJ bracis-28389 135 12 reinforcement reinforcement NOUN bracis-28389 135 13 learning learning NOUN bracis-28389 135 14 model model NOUN bracis-28389 135 15 , , PUNCT bracis-28389 135 16 a a DET bracis-28389 135 17 windowed windowed ADJ bracis-28389 135 18 model model NOUN bracis-28389 135 19 , , PUNCT bracis-28389 135 20 a a DET bracis-28389 135 21 ensemble ensemble ADJ bracis-28389 135 22 model model NOUN bracis-28389 135 23 and and CCONJ bracis-28389 135 24 a a DET bracis-28389 135 25 windowed windowed ADJ bracis-28389 135 26 ensemble ensemble ADJ bracis-28389 135 27 model model NOUN bracis-28389 135 28 . . PUNCT bracis-28389 136 1 additionally additionally ADV bracis-28389 136 2 , , PUNCT bracis-28389 136 3 for for ADP bracis-28389 136 4 comparison comparison NOUN bracis-28389 136 5 effect effect NOUN bracis-28389 136 6 the the DET bracis-28389 136 7 system system NOUN bracis-28389 136 8 was be AUX bracis-28389 136 9 run run VERB bracis-28389 136 10 without without ADP bracis-28389 136 11 any any DET bracis-28389 136 12 form form NOUN bracis-28389 136 13 of of ADP bracis-28389 136 14 control control NOUN bracis-28389 136 15 and and CCONJ bracis-28389 136 16 also also ADV bracis-28389 136 17 with with ADP bracis-28389 136 18 the the DET bracis-28389 136 19 control control NOUN bracis-28389 136 20 capabilities capability NOUN bracis-28389 136 21 available available ADJ bracis-28389 136 22 at at ADP bracis-28389 136 23 the the DET bracis-28389 136 24 simulation simulation NOUN bracis-28389 136 25 software software NOUN bracis-28389 136 26 ( ( PUNCT bracis-28389 136 27 opendss opendss PROPN bracis-28389 136 28 ) ) PUNCT bracis-28389 136 29 . . PUNCT bracis-28389 137 1 for for ADP bracis-28389 137 2 every every DET bracis-28389 137 3 system system NOUN bracis-28389 137 4 , , PUNCT bracis-28389 137 5 the the DET bracis-28389 137 6 parameters parameter NOUN bracis-28389 137 7 used use VERB bracis-28389 137 8 during during ADP bracis-28389 137 9 training training NOUN bracis-28389 137 10 were be AUX bracis-28389 137 11 very very ADV bracis-28389 137 12 similar similar ADJ bracis-28389 137 13 with with ADP bracis-28389 137 14 the the DET bracis-28389 137 15 exception exception NOUN bracis-28389 137 16 of of ADP bracis-28389 137 17 the the DET bracis-28389 137 18 number number NOUN bracis-28389 137 19 of of ADP bracis-28389 137 20 episodes episode NOUN bracis-28389 137 21 which which PRON bracis-28389 137 22 was be AUX bracis-28389 137 23 100 100 NUM bracis-28389 137 24 for for ADP bracis-28389 137 25 both both CCONJ bracis-28389 137 26 the the DET bracis-28389 137 27 13 13 NUM bracis-28389 137 28 and and CCONJ bracis-28389 137 29 123 123 NUM bracis-28389 137 30 bus bus NOUN bracis-28389 137 31 systems system NOUN bracis-28389 137 32 and and CCONJ bracis-28389 137 33 200 200 NUM bracis-28389 137 34 for for ADP bracis-28389 137 35 the the DET bracis-28389 137 36 37 37 NUM bracis-28389 137 37 bus bus NOUN bracis-28389 137 38 system system NOUN bracis-28389 137 39 . . PUNCT bracis-28389 138 1 for for ADP bracis-28389 138 2 the the DET bracis-28389 138 3 double double ADJ bracis-28389 138 4 deep deep ADJ bracis-28389 138 5 q q NOUN bracis-28389 138 6 - - PUNCT bracis-28389 138 7 learning learning NOUN bracis-28389 138 8 with with ADP bracis-28389 138 9 experience experience NOUN bracis-28389 138 10 replay replay NOUN bracis-28389 138 11 , , PUNCT bracis-28389 138 12 the the DET bracis-28389 138 13 parameters parameter NOUN bracis-28389 138 14 are be AUX bracis-28389 138 15 as as SCONJ bracis-28389 138 16 follows follow VERB bracis-28389 138 17 : : PUNCT bracis-28389 138 18 the the DET bracis-28389 138 19 used use VERB bracis-28389 138 20 memory memory NOUN bracis-28389 138 21 size size NOUN bracis-28389 138 22 n n PRON bracis-28389 138 23 was be AUX bracis-28389 138 24 1024 1024 NUM bracis-28389 138 25 , , PUNCT bracis-28389 138 26 the the DET bracis-28389 138 27 minimum minimum ADJ bracis-28389 138 28 number number NOUN bracis-28389 138 29 of of ADP bracis-28389 138 30 samples sample NOUN bracis-28389 138 31 to to PART bracis-28389 138 32 start start VERB bracis-28389 138 33 training training NOUN bracis-28389 138 34 was be AUX bracis-28389 138 35 512 512 NUM bracis-28389 138 36 and and CCONJ bracis-28389 138 37 the the DET bracis-28389 138 38 batch batch NOUN bracis-28389 138 39 size size NOUN bracis-28389 138 40 , , PUNCT bracis-28389 138 41 256 256 NUM bracis-28389 138 42 . . PUNCT bracis-28389 139 1 the the DET bracis-28389 139 2 discount discount NOUN bracis-28389 139 3 factor factor NOUN bracis-28389 139 4 \(\gamma \(\gamma X bracis-28389 139 5 \ \ NOUN bracis-28389 139 6 ) ) PUNCT bracis-28389 139 7 was be AUX bracis-28389 139 8 0.9 0.9 NUM bracis-28389 139 9 . . PUNCT bracis-28389 140 1 for for ADP bracis-28389 140 2 epsilon epsilon PROPN bracis-28389 140 3 , , PUNCT bracis-28389 140 4 instead instead ADV bracis-28389 140 5 of of ADP bracis-28389 140 6 keeping keep VERB bracis-28389 140 7 it it PRON bracis-28389 140 8 static static ADJ bracis-28389 140 9 , , PUNCT bracis-28389 140 10 a a DET bracis-28389 140 11 decay decay NOUN bracis-28389 140 12 technique technique NOUN bracis-28389 140 13 was be AUX bracis-28389 140 14 used use VERB bracis-28389 140 15 . . PUNCT bracis-28389 141 1 that that DET bracis-28389 141 2 way way NOUN bracis-28389 141 3 , , PUNCT bracis-28389 141 4 epsilon epsilon PROPN bracis-28389 141 5 decays decay VERB bracis-28389 141 6 linearly linearly ADV bracis-28389 141 7 with with ADP bracis-28389 141 8 the the DET bracis-28389 141 9 episodes episode NOUN bracis-28389 141 10 from from ADP bracis-28389 141 11 1.0 1.0 NUM bracis-28389 141 12 to to ADP bracis-28389 141 13 a a DET bracis-28389 141 14 minimum minimum NOUN bracis-28389 141 15 of of ADP bracis-28389 141 16 0.3 0.3 NUM bracis-28389 141 17 . . PUNCT bracis-28389 142 1 fig fig NOUN bracis-28389 142 2 . . PUNCT bracis-28389 143 1 4 4 X bracis-28389 143 2 . . X bracis-28389 143 3 neural neural ADJ bracis-28389 143 4 network network NOUN bracis-28389 143 5 structure structure NOUN bracis-28389 143 6 . . PUNCT bracis-28389 144 1 full full ADJ bracis-28389 144 2 size size NOUN bracis-28389 144 3 image image NOUN bracis-28389 144 4 the the DET bracis-28389 144 5 neural neural ADJ bracis-28389 144 6 network network NOUN bracis-28389 144 7 structure structure NOUN bracis-28389 144 8 is be AUX bracis-28389 144 9 shown show VERB bracis-28389 144 10 on on ADP bracis-28389 144 11 fig fig NOUN bracis-28389 144 12 . . PUNCT bracis-28389 144 13     SPACE bracis-28389 145 1 4 4 NUM bracis-28389 145 2 and and CCONJ bracis-28389 145 3 its its PRON bracis-28389 145 4 learning learning NOUN bracis-28389 145 5 rate rate NOUN bracis-28389 145 6 \(\alpha \(\alpha NOUN bracis-28389 145 7 \ \ NOUN bracis-28389 145 8 ) ) PUNCT bracis-28389 145 9 was be AUX bracis-28389 145 10 0.001 0.001 NUM bracis-28389 145 11 . . PUNCT bracis-28389 146 1 the the DET bracis-28389 146 2 chosen choose VERB bracis-28389 146 3 architecture architecture NOUN bracis-28389 146 4 is be AUX bracis-28389 146 5 quite quite ADV bracis-28389 146 6 simple simple ADJ bracis-28389 146 7 when when SCONJ bracis-28389 146 8 considering consider VERB bracis-28389 146 9 its its PRON bracis-28389 146 10 size size NOUN bracis-28389 146 11 and and CCONJ bracis-28389 146 12 activation activation NOUN bracis-28389 146 13 functions function NOUN bracis-28389 146 14 . . PUNCT bracis-28389 147 1 this this PRON bracis-28389 147 2 is be AUX bracis-28389 147 3 due due ADJ bracis-28389 147 4 to to ADP bracis-28389 147 5 the the DET bracis-28389 147 6 nature nature NOUN bracis-28389 147 7 of of ADP bracis-28389 147 8 deep deep ADJ bracis-28389 147 9 reinforcement reinforcement NOUN bracis-28389 147 10 learning learning NOUN bracis-28389 147 11 which which PRON bracis-28389 147 12 does do AUX bracis-28389 147 13 not not PART bracis-28389 147 14 require require VERB bracis-28389 147 15 complex complex ADJ bracis-28389 147 16 structures structure NOUN bracis-28389 147 17 in in ADP bracis-28389 147 18 order order NOUN bracis-28389 147 19 to to PART bracis-28389 147 20 predict predict VERB bracis-28389 147 21 the the DET bracis-28389 147 22 action action NOUN bracis-28389 147 23 values value NOUN bracis-28389 147 24 and and CCONJ bracis-28389 147 25 also also ADV bracis-28389 147 26 because because SCONJ bracis-28389 147 27 of of ADP bracis-28389 147 28 the the DET bracis-28389 147 29 tested test VERB bracis-28389 147 30 systems system NOUN bracis-28389 147 31 ’ ' PUNCT bracis-28389 147 32 sizes size NOUN bracis-28389 147 33 . . PUNCT bracis-28389 148 1 its its PRON bracis-28389 148 2 input input NOUN bracis-28389 148 3 and and CCONJ bracis-28389 148 4 output output NOUN bracis-28389 148 5 layer layer NOUN bracis-28389 148 6 sizes size NOUN bracis-28389 148 7 depends depend VERB bracis-28389 148 8 on on ADP bracis-28389 148 9 the the DET bracis-28389 148 10 system system NOUN bracis-28389 148 11 ’s ’s PART bracis-28389 148 12 characteristics characteristic NOUN bracis-28389 148 13 , , PUNCT bracis-28389 148 14 that that PRON bracis-28389 148 15 is be AUX bracis-28389 148 16 the the DET bracis-28389 148 17 size size NOUN bracis-28389 148 18 of of ADP bracis-28389 148 19 its its PRON bracis-28389 148 20 state state NOUN bracis-28389 148 21 and and CCONJ bracis-28389 148 22 the the DET bracis-28389 148 23 number number NOUN bracis-28389 148 24 of of ADP bracis-28389 148 25 available available ADJ bracis-28389 148 26 actions action NOUN bracis-28389 148 27 , , PUNCT bracis-28389 148 28 both both PRON bracis-28389 148 29 of of ADP bracis-28389 148 30 which which PRON bracis-28389 148 31 depends depend VERB bracis-28389 148 32 on on ADP bracis-28389 148 33 the the DET bracis-28389 148 34 number number NOUN bracis-28389 148 35 of of ADP bracis-28389 148 36 capacitors capacitor NOUN bracis-28389 148 37 and and CCONJ bracis-28389 148 38 tap tap VERB bracis-28389 148 39 changing change VERB bracis-28389 148 40 transformers transformer NOUN bracis-28389 148 41 that that PRON bracis-28389 148 42 can can AUX bracis-28389 148 43 be be AUX bracis-28389 148 44 controlled control VERB bracis-28389 148 45 . . PUNCT bracis-28389 149 1 this this DET bracis-28389 149 2 data data NOUN bracis-28389 149 3 is be AUX bracis-28389 149 4 shown show VERB bracis-28389 149 5 on on ADP bracis-28389 149 6 table table NOUN bracis-28389 149 7     SPACE bracis-28389 149 8 1 1 NUM bracis-28389 149 9 . . PUNCT bracis-28389 149 10 table table NOUN bracis-28389 149 11 1 1 NUM bracis-28389 149 12 . . PUNCT bracis-28389 149 13 test test NOUN bracis-28389 149 14 circuits circuit NOUN bracis-28389 149 15 ’ ’ PART bracis-28389 149 16 state state NOUN bracis-28389 149 17 and and CCONJ bracis-28389 149 18 action action NOUN bracis-28389 149 19 space space NOUN bracis-28389 149 20 sizes.full sizes.full NOUN bracis-28389 149 21 size size NOUN bracis-28389 149 22 table table NOUN bracis-28389 149 23 finally finally ADV bracis-28389 149 24 , , PUNCT bracis-28389 149 25 for for ADP bracis-28389 149 26 the the DET bracis-28389 149 27 rewards reward NOUN bracis-28389 149 28 as as SCONJ bracis-28389 149 29 shown show VERB bracis-28389 149 30 in in ADP bracis-28389 149 31 algorithm algorithm NOUN bracis-28389 149 32     SPACE bracis-28389 149 33 1 1 NUM bracis-28389 149 34 , , PUNCT bracis-28389 149 35 the the DET bracis-28389 149 36 values value NOUN bracis-28389 149 37 used use VERB bracis-28389 149 38 ( ( PUNCT bracis-28389 149 39 \(v_1 \(v_1 PROPN bracis-28389 149 40 = = SYM bracis-28389 149 41 -1\ -1\ PROPN bracis-28389 149 42 ) ) PUNCT bracis-28389 149 43 , , PUNCT bracis-28389 149 44 \(v_2 \(v_2 NUM bracis-28389 149 45 = = SYM bracis-28389 149 46 0.7\ 0.7\ NOUN bracis-28389 149 47 ) ) PUNCT bracis-28389 149 48 , , PUNCT bracis-28389 149 49 \(v_3 \(v_3 PROPN bracis-28389 149 50 = = SYM bracis-28389 149 51 -0.8\ -0.8\ PROPN bracis-28389 149 52 ) ) PUNCT bracis-28389 149 53 , , PUNCT bracis-28389 149 54 \(v_4 \(v_4 PROPN bracis-28389 149 55 = = SYM bracis-28389 149 56 -0.8\ -0.8\ PROPN bracis-28389 149 57 ) ) PUNCT bracis-28389 149 58 , , PUNCT bracis-28389 149 59 \(v_5 \(v_5 PROPN bracis-28389 149 60 = = SYM bracis-28389 149 61 1\ 1\ NUM bracis-28389 149 62 ) ) PUNCT bracis-28389 149 63 , , PUNCT bracis-28389 149 64 \(v_6 \(v_6 PROPN bracis-28389 149 65 = = SYM bracis-28389 149 66 -1\ -1\ PROPN bracis-28389 149 67 ) ) PUNCT bracis-28389 149 68 and and CCONJ bracis-28389 149 69 \(v_7 \(v_7 PROPN bracis-28389 149 70 = = SYM bracis-28389 149 71 0.2\ 0.2\ ADJ bracis-28389 149 72 ) ) PUNCT bracis-28389 149 73 ) ) PUNCT bracis-28389 149 74 . . PUNCT bracis-28389 150 1 the the DET bracis-28389 150 2 upper upper ADJ bracis-28389 150 3 and and CCONJ bracis-28389 150 4 lower low ADJ bracis-28389 150 5 voltage voltage NOUN bracis-28389 150 6 limits limit NOUN bracis-28389 150 7 considered consider VERB bracis-28389 150 8 are be AUX bracis-28389 150 9 1.05 1.05 NUM bracis-28389 150 10 and and CCONJ bracis-28389 150 11 0.92 0.92 NUM bracis-28389 150 12 p.u p.u PROPN bracis-28389 150 13 . . PUNCT bracis-28389 151 1 while while SCONJ bracis-28389 151 2 the the DET bracis-28389 151 3 target target NOUN bracis-28389 151 4 is be AUX bracis-28389 151 5 1.0 1.0 NUM bracis-28389 151 6 p.u p.u NOUN bracis-28389 151 7 . . PUNCT bracis-28389 152 1 an an DET bracis-28389 152 2 exception exception NOUN bracis-28389 152 3 is be AUX bracis-28389 152 4 the the DET bracis-28389 152 5 ensemble ensemble ADJ bracis-28389 152 6 approach approach NOUN bracis-28389 152 7 where where SCONJ bracis-28389 152 8 two two NUM bracis-28389 152 9 alternative alternative ADJ bracis-28389 152 10 agents agent NOUN bracis-28389 152 11 with with ADP bracis-28389 152 12 more more ADV bracis-28389 152 13 rigorous rigorous ADJ bracis-28389 152 14 limits limit NOUN bracis-28389 152 15 are be AUX bracis-28389 152 16 used use VERB bracis-28389 152 17 . . PUNCT bracis-28389 153 1 the the DET bracis-28389 153 2 first first ADJ bracis-28389 153 3 alternative alternative ADJ bracis-28389 153 4 agent agent NOUN bracis-28389 153 5 uses use VERB bracis-28389 153 6 1.03 1.03 NUM bracis-28389 153 7 and and CCONJ bracis-28389 153 8 0.95 0.95 NUM bracis-28389 153 9 p.u p.u PROPN bracis-28389 153 10 . . PROPN bracis-28389 154 1 for for ADP bracis-28389 154 2 the the DET bracis-28389 154 3 upper upper ADJ bracis-28389 154 4 and and CCONJ bracis-28389 154 5 lower low ADJ bracis-28389 154 6 limits limit NOUN bracis-28389 154 7 while while SCONJ bracis-28389 154 8 the the DET bracis-28389 154 9 second second NOUN bracis-28389 154 10 uses use VERB bracis-28389 154 11 1.02 1.02 NUM bracis-28389 154 12 and and CCONJ bracis-28389 154 13 0.98 0.98 NUM bracis-28389 154 14 p.u p.u NOUN bracis-28389 154 15 . . PUNCT bracis-28389 155 1 also also ADV bracis-28389 155 2 , , PUNCT bracis-28389 155 3 for for ADP bracis-28389 155 4 the the DET bracis-28389 155 5 ensemble ensemble ADJ bracis-28389 155 6 agents agent NOUN bracis-28389 155 7 the the DET bracis-28389 155 8 “ " PUNCT bracis-28389 155 9 vote vote NOUN bracis-28389 155 10 ” " PUNCT bracis-28389 155 11 on on ADP bracis-28389 155 12 the the DET bracis-28389 155 13 best good ADJ bracis-28389 155 14 action action NOUN bracis-28389 155 15 is be AUX bracis-28389 155 16 conducted conduct VERB bracis-28389 155 17 by by ADP bracis-28389 155 18 following follow VERB bracis-28389 155 19 eq eq ADP bracis-28389 155 20 . . PUNCT bracis-28389 155 21     SPACE bracis-28389 155 22 2 2 NUM bracis-28389 155 23 . . NOUN bracis-28389 155 24 6 6 NUM bracis-28389 155 25 results result NOUN bracis-28389 155 26 and and CCONJ bracis-28389 155 27     SPACE bracis-28389 155 28 discussion discussion NOUN bracis-28389 155 29 after after ADP bracis-28389 155 30 the the DET bracis-28389 155 31 training training NOUN bracis-28389 155 32 procedure procedure NOUN bracis-28389 155 33 , , PUNCT bracis-28389 155 34 the the DET bracis-28389 155 35 agents agent NOUN bracis-28389 155 36 were be AUX bracis-28389 155 37 tested test VERB bracis-28389 155 38 on on ADP bracis-28389 155 39 the the DET bracis-28389 155 40 same same ADJ bracis-28389 155 41 systems system NOUN bracis-28389 155 42 on on ADP bracis-28389 155 43 different different ADJ bracis-28389 155 44 days day NOUN bracis-28389 155 45 . . PUNCT bracis-28389 156 1 the the DET bracis-28389 156 2 days day NOUN bracis-28389 156 3 were be AUX bracis-28389 156 4 simulated simulate VERB bracis-28389 156 5 by by ADP bracis-28389 156 6 randomly randomly ADV bracis-28389 156 7 choosing choose VERB bracis-28389 156 8 a a DET bracis-28389 156 9 load load NOUN bracis-28389 156 10 profile profile NOUN bracis-28389 156 11 and and CCONJ bracis-28389 156 12 introducing introduce VERB bracis-28389 156 13 some some DET bracis-28389 156 14 random random ADJ bracis-28389 156 15 noise noise NOUN bracis-28389 156 16 into into ADP bracis-28389 156 17 the the DET bracis-28389 156 18 loads load NOUN bracis-28389 156 19 . . PUNCT bracis-28389 157 1 as as SCONJ bracis-28389 157 2 stated state VERB bracis-28389 157 3 in in ADP bracis-28389 157 4 the the DET bracis-28389 157 5 previous previous ADJ bracis-28389 157 6 section section NOUN bracis-28389 157 7 , , PUNCT bracis-28389 157 8 the the DET bracis-28389 157 9 agents agent NOUN bracis-28389 157 10 ’ ’ PART bracis-28389 157 11 performance performance NOUN bracis-28389 157 12 is be AUX bracis-28389 157 13 compared compare VERB bracis-28389 157 14 to to ADP bracis-28389 157 15 the the DET bracis-28389 157 16 systems system NOUN bracis-28389 157 17 ’ ' PUNCT bracis-28389 157 18 without without ADP bracis-28389 157 19 any any DET bracis-28389 157 20 form form NOUN bracis-28389 157 21 of of ADP bracis-28389 157 22 control control NOUN bracis-28389 157 23 , , PUNCT bracis-28389 157 24 with with ADP bracis-28389 157 25 the the DET bracis-28389 157 26 control control NOUN bracis-28389 157 27 present present ADJ bracis-28389 157 28 on on ADP bracis-28389 157 29 the the DET bracis-28389 157 30 system system NOUN bracis-28389 157 31 itself itself PRON bracis-28389 157 32 and and CCONJ bracis-28389 157 33 also also ADV bracis-28389 157 34 with with ADP bracis-28389 157 35 a a DET bracis-28389 157 36 “ " PUNCT bracis-28389 157 37 pure pure ADJ bracis-28389 157 38 ” " PUNCT bracis-28389 157 39 deep deep ADJ bracis-28389 157 40 reinforcement reinforcement NOUN bracis-28389 157 41 learning learning NOUN bracis-28389 157 42 approach approach NOUN bracis-28389 157 43 as as SCONJ bracis-28389 157 44 proposed propose VERB bracis-28389 157 45 by by ADP bracis-28389 157 46 [ [ X bracis-28389 157 47 9 9 NUM bracis-28389 157 48 , , PUNCT bracis-28389 157 49 10 10 NUM bracis-28389 157 50 , , PUNCT bracis-28389 157 51 18 18 NUM bracis-28389 157 52 , , PUNCT bracis-28389 157 53 19 19 NUM bracis-28389 157 54 ] ] PUNCT bracis-28389 157 55 and and CCONJ bracis-28389 157 56 implemented implement VERB bracis-28389 157 57 , , PUNCT bracis-28389 157 58 with with ADP bracis-28389 157 59 slight slight ADJ bracis-28389 157 60 variations variation NOUN bracis-28389 157 61 , , PUNCT bracis-28389 157 62 by by ADP bracis-28389 157 63 [ [ X bracis-28389 157 64 4 4 NUM bracis-28389 157 65 , , PUNCT bracis-28389 157 66 5 5 NUM bracis-28389 157 67 , , PUNCT bracis-28389 157 68 28 28 NUM bracis-28389 157 69 , , PUNCT bracis-28389 157 70 30 30 NUM bracis-28389 157 71 , , PUNCT bracis-28389 157 72 31 31 NUM bracis-28389 157 73 ] ] PUNCT bracis-28389 157 74 . . PUNCT bracis-28389 158 1 in in ADP bracis-28389 158 2 order order NOUN bracis-28389 158 3 to to PART bracis-28389 158 4 obtain obtain VERB bracis-28389 158 5 the the DET bracis-28389 158 6 results result NOUN bracis-28389 158 7 , , PUNCT bracis-28389 158 8 a a DET bracis-28389 158 9 total total NOUN bracis-28389 158 10 of of ADP bracis-28389 158 11 50 50 NUM bracis-28389 158 12 days day NOUN bracis-28389 158 13 for for ADP bracis-28389 158 14 each each DET bracis-28389 158 15 technique technique NOUN bracis-28389 158 16 and and CCONJ bracis-28389 158 17 system system NOUN bracis-28389 158 18 were be AUX bracis-28389 158 19 simulated simulate VERB bracis-28389 158 20 . . PUNCT bracis-28389 159 1 a a DET bracis-28389 159 2 few few ADJ bracis-28389 159 3 metrics metric NOUN bracis-28389 159 4 are be AUX bracis-28389 159 5 used use VERB bracis-28389 159 6 to to PART bracis-28389 159 7 show show VERB bracis-28389 159 8 the the DET bracis-28389 159 9 achieved achieve VERB bracis-28389 159 10 results result NOUN bracis-28389 159 11 : : PUNCT bracis-28389 159 12 the the DET bracis-28389 159 13 total total ADJ bracis-28389 159 14 number number NOUN bracis-28389 159 15 of of ADP bracis-28389 159 16 violations violation NOUN bracis-28389 159 17 , , PUNCT bracis-28389 159 18 that that ADV bracis-28389 159 19 is is ADV bracis-28389 159 20 , , PUNCT bracis-28389 159 21 the the DET bracis-28389 159 22 number number NOUN bracis-28389 159 23 of of ADP bracis-28389 159 24 times time NOUN bracis-28389 159 25 the the DET bracis-28389 159 26 voltage voltage NOUN bracis-28389 159 27 surpassed surpass VERB bracis-28389 159 28 the the DET bracis-28389 159 29 limits limit NOUN bracis-28389 159 30 of of ADP bracis-28389 159 31 1.05 1.05 NUM bracis-28389 159 32 and and CCONJ bracis-28389 159 33 0.92 0.92 NUM bracis-28389 159 34 p.u p.u PROPN bracis-28389 159 35 . . PROPN bracis-28389 159 36 , , PUNCT bracis-28389 159 37 the the DET bracis-28389 159 38 maximum maximum ADJ bracis-28389 159 39 and and CCONJ bracis-28389 159 40 minimum minimum ADJ bracis-28389 159 41 voltage voltage NOUN bracis-28389 159 42 achieved achieve VERB bracis-28389 159 43 across across ADP bracis-28389 159 44 the the DET bracis-28389 159 45 50 50 NUM bracis-28389 159 46 days day NOUN bracis-28389 159 47 , , PUNCT bracis-28389 159 48 the the DET bracis-28389 159 49 average average ADJ bracis-28389 159 50 real real ADJ bracis-28389 159 51 power power NOUN bracis-28389 159 52 loss loss NOUN bracis-28389 159 53 across across ADP bracis-28389 159 54 the the DET bracis-28389 159 55 50 50 NUM bracis-28389 159 56 days day NOUN bracis-28389 159 57 and and CCONJ bracis-28389 159 58 for for ADP bracis-28389 159 59 the the DET bracis-28389 159 60 reinforcement reinforcement NOUN bracis-28389 159 61 learning learning NOUN bracis-28389 159 62 methods method NOUN bracis-28389 159 63 , , PUNCT bracis-28389 159 64 the the DET bracis-28389 159 65 number number NOUN bracis-28389 159 66 of of ADP bracis-28389 159 67 actions action NOUN bracis-28389 159 68 the the DET bracis-28389 159 69 agents agent NOUN bracis-28389 159 70 took take VERB bracis-28389 159 71 ( ( PUNCT bracis-28389 159 72 tables table NOUN bracis-28389 159 73     SPACE bracis-28389 159 74 2a 2a NUM bracis-28389 159 75 , , PUNCT bracis-28389 159 76 2b 2b NUM bracis-28389 159 77 and and CCONJ bracis-28389 159 78 2c 2c NUM bracis-28389 159 79 ) ) PUNCT bracis-28389 159 80 . . PUNCT bracis-28389 160 1 table table NOUN bracis-28389 160 2 2 2 NUM bracis-28389 160 3 . . PUNCT bracis-28389 160 4 system system NOUN bracis-28389 160 5 results.full results.full NOUN bracis-28389 160 6 size size NOUN bracis-28389 160 7 table table NOUN bracis-28389 160 8 for for ADP bracis-28389 160 9 the the DET bracis-28389 160 10 number number NOUN bracis-28389 160 11 of of ADP bracis-28389 160 12 actions action NOUN bracis-28389 160 13 , , PUNCT bracis-28389 160 14 the the DET bracis-28389 160 15 values value NOUN bracis-28389 160 16 are be AUX bracis-28389 160 17 only only ADV bracis-28389 160 18 available available ADJ bracis-28389 160 19 for for ADP bracis-28389 160 20 the the DET bracis-28389 160 21 reinforcement reinforcement NOUN bracis-28389 160 22 learning learning NOUN bracis-28389 160 23 techniques technique NOUN bracis-28389 160 24 , , PUNCT bracis-28389 160 25 since since SCONJ bracis-28389 160 26 for for ADP bracis-28389 160 27 the the DET bracis-28389 160 28 no no DET bracis-28389 160 29 control control NOUN bracis-28389 160 30 no no DET bracis-28389 160 31 actions action NOUN bracis-28389 160 32 are be AUX bracis-28389 160 33 taken take VERB bracis-28389 160 34 and and CCONJ bracis-28389 160 35 for for ADP bracis-28389 160 36 the the DET bracis-28389 160 37 system system NOUN bracis-28389 160 38 control control NOUN bracis-28389 160 39 method method NOUN bracis-28389 160 40 , , PUNCT bracis-28389 160 41 it it PRON bracis-28389 160 42 is be AUX bracis-28389 160 43 not not PART bracis-28389 160 44 possible possible ADJ bracis-28389 160 45 to to PART bracis-28389 160 46 obtain obtain VERB bracis-28389 160 47 this this DET bracis-28389 160 48 value value NOUN bracis-28389 160 49 from from ADP bracis-28389 160 50 the the DET bracis-28389 160 51 simulation simulation NOUN bracis-28389 160 52 . . PUNCT bracis-28389 161 1 furthermore furthermore ADV bracis-28389 161 2 , , PUNCT bracis-28389 161 3 a a DET bracis-28389 161 4 separate separate ADJ bracis-28389 161 5 day day NOUN bracis-28389 161 6 is be AUX bracis-28389 161 7 simulated simulate VERB bracis-28389 161 8 in in SCONJ bracis-28389 161 9 order order NOUN bracis-28389 161 10 to to PART bracis-28389 161 11 closely closely ADV bracis-28389 161 12 demonstrate demonstrate VERB bracis-28389 161 13 the the DET bracis-28389 161 14 results result NOUN bracis-28389 161 15 and and CCONJ bracis-28389 161 16 the the DET bracis-28389 161 17 average average ADJ bracis-28389 161 18 system system NOUN bracis-28389 161 19 voltage voltage NOUN bracis-28389 161 20 across across ADP bracis-28389 161 21 the the DET bracis-28389 161 22 day day NOUN bracis-28389 161 23 is be AUX bracis-28389 161 24 shown show VERB bracis-28389 161 25 , , PUNCT bracis-28389 161 26 along along ADP bracis-28389 161 27 with with ADP bracis-28389 161 28 the the DET bracis-28389 161 29 distribution distribution NOUN bracis-28389 161 30 of of ADP bracis-28389 161 31 the the DET bracis-28389 161 32 voltages voltage NOUN bracis-28389 161 33 during during ADP bracis-28389 161 34 the the DET bracis-28389 161 35 day day NOUN bracis-28389 161 36 ( ( PUNCT bracis-28389 161 37 fig fig NOUN bracis-28389 161 38 . . PUNCT bracis-28389 161 39     SPACE bracis-28389 161 40 5 5 NUM bracis-28389 161 41 and and CCONJ bracis-28389 161 42 6 6 NUM bracis-28389 161 43 ) ) PUNCT bracis-28389 161 44 and and CCONJ bracis-28389 161 45 a a DET bracis-28389 161 46 diagram diagram NOUN bracis-28389 161 47 showing show VERB bracis-28389 161 48 the the DET bracis-28389 161 49 voltage voltage NOUN bracis-28389 161 50 during during ADP bracis-28389 161 51 the the DET bracis-28389 161 52 day day NOUN bracis-28389 161 53 at at ADP bracis-28389 161 54 each each DET bracis-28389 161 55 system system NOUN bracis-28389 161 56 bus bus NOUN bracis-28389 161 57 ( ( PUNCT bracis-28389 161 58 fig fig NOUN bracis-28389 161 59 . . PUNCT bracis-28389 161 60     SPACE bracis-28389 162 1 7 7 NUM bracis-28389 162 2 , , PUNCT bracis-28389 162 3 8 8 NUM bracis-28389 162 4 and and CCONJ bracis-28389 162 5 9 9 NUM bracis-28389 162 6 ) ) PUNCT bracis-28389 162 7 . . PUNCT bracis-28389 163 1 fig fig NOUN bracis-28389 163 2 . . PUNCT bracis-28389 164 1 5 5 X bracis-28389 164 2 . . X bracis-28389 164 3 average average ADJ bracis-28389 164 4 system system NOUN bracis-28389 164 5 voltage voltage NOUN bracis-28389 164 6 during during ADP bracis-28389 164 7 the the DET bracis-28389 164 8 day day NOUN bracis-28389 164 9 results result NOUN bracis-28389 164 10 . . PUNCT bracis-28389 165 1 full full ADJ bracis-28389 165 2 size size NOUN bracis-28389 165 3 image image NOUN bracis-28389 165 4 fig fig NOUN bracis-28389 165 5 . . PUNCT bracis-28389 166 1 6 6 NUM bracis-28389 166 2 . . X bracis-28389 166 3 voltage voltage NOUN bracis-28389 166 4 distribution distribution NOUN bracis-28389 166 5 during during ADP bracis-28389 166 6 the the DET bracis-28389 166 7 day day NOUN bracis-28389 166 8 results result NOUN bracis-28389 166 9 . . PUNCT bracis-28389 167 1 full full ADJ bracis-28389 167 2 size size NOUN bracis-28389 167 3 image image NOUN bracis-28389 167 4 regarding regard VERB bracis-28389 167 5 the the DET bracis-28389 167 6 training training NOUN bracis-28389 167 7 process process NOUN bracis-28389 167 8 , , PUNCT bracis-28389 167 9 all all DET bracis-28389 167 10 agents agent NOUN bracis-28389 167 11 were be AUX bracis-28389 167 12 satisfactorily satisfactorily ADV bracis-28389 167 13 trained train VERB bracis-28389 167 14 . . PUNCT bracis-28389 168 1 the the DET bracis-28389 168 2 training training NOUN bracis-28389 168 3 times time NOUN bracis-28389 168 4 were be AUX bracis-28389 168 5 varied varied ADJ bracis-28389 168 6 but but CCONJ bracis-28389 168 7 the the DET bracis-28389 168 8 windowed windowe VERB bracis-28389 168 9 methodology methodology NOUN bracis-28389 168 10 has have AUX bracis-28389 168 11 shown show VERB bracis-28389 168 12 a a DET bracis-28389 168 13 reduced reduced ADJ bracis-28389 168 14 training training NOUN bracis-28389 168 15 time time NOUN bracis-28389 168 16 even even ADV bracis-28389 168 17 when when SCONJ bracis-28389 168 18 compared compare VERB bracis-28389 168 19 to to ADP bracis-28389 168 20 the the DET bracis-28389 168 21 traditional traditional ADJ bracis-28389 168 22 reinforcement reinforcement NOUN bracis-28389 168 23 learning learning NOUN bracis-28389 168 24 approach approach NOUN bracis-28389 168 25 . . PUNCT bracis-28389 169 1 the the DET bracis-28389 169 2 results result NOUN bracis-28389 169 3 indicate indicate VERB bracis-28389 169 4 that that SCONJ bracis-28389 169 5 the the DET bracis-28389 169 6 proposed propose VERB bracis-28389 169 7 techniques technique NOUN bracis-28389 169 8 are be AUX bracis-28389 169 9 capable capable ADJ bracis-28389 169 10 of of ADP bracis-28389 169 11 controlling control VERB bracis-28389 169 12 the the DET bracis-28389 169 13 voltage voltage NOUN bracis-28389 169 14 on on ADP bracis-28389 169 15 power power NOUN bracis-28389 169 16 systems system NOUN bracis-28389 169 17 . . PUNCT bracis-28389 170 1 for for ADP bracis-28389 170 2 the the DET bracis-28389 170 3 13 13 NUM bracis-28389 170 4 - - PUNCT bracis-28389 170 5 bus bus NOUN bracis-28389 170 6 system system NOUN bracis-28389 170 7 , , PUNCT bracis-28389 170 8 because because SCONJ bracis-28389 170 9 it it PRON bracis-28389 170 10 ’s ’ VERB bracis-28389 170 11 already already ADV bracis-28389 170 12 a a DET bracis-28389 170 13 fairly fairly ADV bracis-28389 170 14 balanced balanced ADJ bracis-28389 170 15 and and CCONJ bracis-28389 170 16 small small ADJ bracis-28389 170 17 system system NOUN bracis-28389 170 18 , , PUNCT bracis-28389 170 19 the the DET bracis-28389 170 20 results result NOUN bracis-28389 170 21 were be AUX bracis-28389 170 22 marginal marginal ADJ bracis-28389 170 23 . . PUNCT bracis-28389 171 1 nevertheless nevertheless ADV bracis-28389 171 2 , , PUNCT bracis-28389 171 3 the the DET bracis-28389 171 4 windowed windowed ADJ bracis-28389 171 5 methodology methodology NOUN bracis-28389 171 6 was be AUX bracis-28389 171 7 capable capable ADJ bracis-28389 171 8 of of ADP bracis-28389 171 9 removing remove VERB bracis-28389 171 10 all all DET bracis-28389 171 11 voltage voltage NOUN bracis-28389 171 12 violations violation NOUN bracis-28389 171 13 when when SCONJ bracis-28389 171 14 compared compare VERB bracis-28389 171 15 to to ADP bracis-28389 171 16 the the DET bracis-28389 171 17 control control NOUN bracis-28389 171 18 already already ADV bracis-28389 171 19 present present ADJ bracis-28389 171 20 on on ADP bracis-28389 171 21 the the DET bracis-28389 171 22 system system NOUN bracis-28389 171 23 while while SCONJ bracis-28389 171 24 keeping keep VERB bracis-28389 171 25 the the DET bracis-28389 171 26 number number NOUN bracis-28389 171 27 of of ADP bracis-28389 171 28 required require VERB bracis-28389 171 29 actions action NOUN bracis-28389 171 30 low low ADJ bracis-28389 171 31 and and CCONJ bracis-28389 171 32 not not PART bracis-28389 171 33 affecting affect VERB bracis-28389 171 34 the the DET bracis-28389 171 35 real real ADJ bracis-28389 171 36 power power NOUN bracis-28389 171 37 losses loss NOUN bracis-28389 171 38 significantly significantly ADV bracis-28389 171 39 . . PUNCT bracis-28389 172 1 most most ADV bracis-28389 172 2 importantly importantly ADV bracis-28389 172 3 , , PUNCT bracis-28389 172 4 fig fig NOUN bracis-28389 172 5 . . PUNCT bracis-28389 172 6     SPACE bracis-28389 173 1 5(a 5(a NUM bracis-28389 173 2 ) ) PUNCT bracis-28389 173 3 , , PUNCT bracis-28389 173 4 6(a 6(a NUM bracis-28389 173 5 ) ) PUNCT bracis-28389 173 6 , , PUNCT bracis-28389 173 7 and and CCONJ bracis-28389 173 8 7 7 NUM bracis-28389 173 9 show show NOUN bracis-28389 173 10 also also ADV bracis-28389 173 11 that that SCONJ bracis-28389 173 12 the the DET bracis-28389 173 13 system system NOUN bracis-28389 173 14 ’s ’s PART bracis-28389 173 15 voltage voltage NOUN bracis-28389 173 16 profile profile NOUN bracis-28389 173 17 was be AUX bracis-28389 173 18 improved improve VERB bracis-28389 173 19 with with ADP bracis-28389 173 20 the the DET bracis-28389 173 21 voltages voltage NOUN bracis-28389 173 22 getting get VERB bracis-28389 173 23 closer close ADJ bracis-28389 173 24 to to ADP bracis-28389 173 25 the the DET bracis-28389 173 26 target target NOUN bracis-28389 173 27 . . PUNCT bracis-28389 174 1 fig fig NOUN bracis-28389 174 2 . . PUNCT bracis-28389 175 1 7 7 X bracis-28389 175 2 . . X bracis-28389 175 3 ieee ieee NOUN bracis-28389 175 4 13 13 NUM bracis-28389 175 5 - - PUNCT bracis-28389 175 6 bus bus NOUN bracis-28389 175 7 single single ADJ bracis-28389 175 8 - - PUNCT bracis-28389 175 9 day day NOUN bracis-28389 175 10 voltage voltage NOUN bracis-28389 175 11 profile profile NOUN bracis-28389 175 12 . . PUNCT bracis-28389 176 1 full full ADJ bracis-28389 176 2 size size NOUN bracis-28389 176 3 image image NOUN bracis-28389 176 4 for for ADP bracis-28389 176 5 the the DET bracis-28389 176 6 37 37 NUM bracis-28389 176 7 - - PUNCT bracis-28389 176 8 bus bus NOUN bracis-28389 176 9 system system NOUN bracis-28389 176 10 , , PUNCT bracis-28389 176 11 while while SCONJ bracis-28389 176 12 the the DET bracis-28389 176 13 pure pure ADJ bracis-28389 176 14 reinforcement reinforcement NOUN bracis-28389 176 15 learning learning NOUN bracis-28389 176 16 approach approach NOUN bracis-28389 176 17 actually actually ADV bracis-28389 176 18 increased increase VERB bracis-28389 176 19 the the DET bracis-28389 176 20 number number NOUN bracis-28389 176 21 of of ADP bracis-28389 176 22 voltage voltage NOUN bracis-28389 176 23 violations violation NOUN bracis-28389 176 24 , , PUNCT bracis-28389 176 25 the the DET bracis-28389 176 26 other other ADJ bracis-28389 176 27 three three NUM bracis-28389 176 28 proposed propose VERB bracis-28389 176 29 methodologies methodology NOUN bracis-28389 176 30 completely completely ADV bracis-28389 176 31 eliminated eliminate VERB bracis-28389 176 32 them they PRON bracis-28389 176 33 . . PUNCT bracis-28389 177 1 the the DET bracis-28389 177 2 improvements improvement NOUN bracis-28389 177 3 are be AUX bracis-28389 177 4 clear clear ADJ bracis-28389 177 5 on on ADP bracis-28389 177 6 the the DET bracis-28389 177 7 results result NOUN bracis-28389 177 8 shown show VERB bracis-28389 177 9 on on ADP bracis-28389 177 10 fig fig NOUN bracis-28389 177 11 . . PUNCT bracis-28389 177 12     SPACE bracis-28389 177 13 5(b 5(b NUM bracis-28389 177 14 ) ) PUNCT bracis-28389 177 15 , , PUNCT bracis-28389 177 16 6(b 6(b NUM bracis-28389 177 17 ) ) PUNCT bracis-28389 177 18 , , PUNCT bracis-28389 177 19 and and CCONJ bracis-28389 177 20 8 8 X bracis-28389 177 21 . . PUNCT bracis-28389 178 1 it it PRON bracis-28389 178 2 is be AUX bracis-28389 178 3 possible possible ADJ bracis-28389 178 4 to to PART bracis-28389 178 5 see see VERB bracis-28389 178 6 that that SCONJ bracis-28389 178 7 the the DET bracis-28389 178 8 voltages voltage NOUN bracis-28389 178 9 are be AUX bracis-28389 178 10 much much ADV bracis-28389 178 11 closer close ADJ bracis-28389 178 12 to to ADP bracis-28389 178 13 the the DET bracis-28389 178 14 target target NOUN bracis-28389 178 15 of of ADP bracis-28389 178 16 1 1 NUM bracis-28389 178 17 p.u p.u PROPN bracis-28389 178 18 . . PUNCT bracis-28389 179 1 also also ADV bracis-28389 179 2 , , PUNCT bracis-28389 179 3 the the DET bracis-28389 179 4 voltage voltage NOUN bracis-28389 179 5 profile profile NOUN bracis-28389 179 6 in in ADP bracis-28389 179 7 general general ADJ bracis-28389 179 8 is be AUX bracis-28389 179 9 much much ADV bracis-28389 179 10 closer close ADJ bracis-28389 179 11 to to ADP bracis-28389 179 12 \(\pm \(\pm NOUN bracis-28389 179 13 1\%\ 1\%\ NUM bracis-28389 179 14 ) ) PUNCT bracis-28389 179 15 of of ADP bracis-28389 179 16 the the DET bracis-28389 179 17 target target NOUN bracis-28389 179 18 green green ADJ bracis-28389 179 19 areas area NOUN bracis-28389 179 20 on on ADP bracis-28389 179 21 fig fig NOUN bracis-28389 179 22 . . PUNCT bracis-28389 179 23     SPACE bracis-28389 180 1 8 8 NUM bracis-28389 180 2 . . PUNCT bracis-28389 181 1 in in ADP bracis-28389 181 2 this this DET bracis-28389 181 3 case case NOUN bracis-28389 181 4 , , PUNCT bracis-28389 181 5 the the DET bracis-28389 181 6 windowed windowed ADJ bracis-28389 181 7 ensemble ensemble ADJ bracis-28389 181 8 methodology methodology NOUN bracis-28389 181 9 has have AUX bracis-28389 181 10 executed execute VERB bracis-28389 181 11 the the DET bracis-28389 181 12 task task NOUN bracis-28389 181 13 in in ADP bracis-28389 181 14 the the DET bracis-28389 181 15 least least ADJ bracis-28389 181 16 number number NOUN bracis-28389 181 17 of of ADP bracis-28389 181 18 actions action NOUN bracis-28389 181 19 . . PUNCT bracis-28389 182 1 for for ADP bracis-28389 182 2 all all DET bracis-28389 182 3 the the DET bracis-28389 182 4 methodologies methodology NOUN bracis-28389 182 5 , , PUNCT bracis-28389 182 6 the the DET bracis-28389 182 7 average average ADJ bracis-28389 182 8 losses loss NOUN bracis-28389 182 9 were be AUX bracis-28389 182 10 kept keep VERB bracis-28389 182 11 fairly fairly ADV bracis-28389 182 12 close close ADJ bracis-28389 182 13 to to ADP bracis-28389 182 14 its its PRON bracis-28389 182 15 original original ADJ bracis-28389 182 16 values value NOUN bracis-28389 182 17 . . PUNCT bracis-28389 183 1 fig fig NOUN bracis-28389 183 2 . . PUNCT bracis-28389 184 1 8 8 X bracis-28389 184 2 . . X bracis-28389 185 1 ieee ieee NOUN bracis-28389 185 2 37 37 NUM bracis-28389 185 3 - - PUNCT bracis-28389 185 4 bus bus NOUN bracis-28389 185 5 single single ADJ bracis-28389 185 6 - - PUNCT bracis-28389 185 7 day day NOUN bracis-28389 185 8 voltage voltage NOUN bracis-28389 185 9 profile profile NOUN bracis-28389 185 10 . . PUNCT bracis-28389 186 1 full full ADJ bracis-28389 186 2 size size NOUN bracis-28389 186 3 image image NOUN bracis-28389 186 4 fig fig NOUN bracis-28389 186 5 . . PUNCT bracis-28389 187 1 9 9 X bracis-28389 187 2 . . X bracis-28389 187 3 ieee ieee NOUN bracis-28389 187 4 123 123 NUM bracis-28389 187 5 - - PUNCT bracis-28389 187 6 bus bus NOUN bracis-28389 187 7 single single ADJ bracis-28389 187 8 - - PUNCT bracis-28389 187 9 day day NOUN bracis-28389 187 10 voltage voltage NOUN bracis-28389 187 11 profile profile NOUN bracis-28389 187 12 . . PUNCT bracis-28389 188 1 full full ADJ bracis-28389 188 2 size size NOUN bracis-28389 188 3 image image NOUN bracis-28389 188 4 finally finally ADV bracis-28389 188 5 , , PUNCT bracis-28389 188 6 for for ADP bracis-28389 188 7 the the DET bracis-28389 188 8 123 123 NUM bracis-28389 188 9 - - PUNCT bracis-28389 188 10 bus bus NOUN bracis-28389 188 11 system system NOUN bracis-28389 188 12 , , PUNCT bracis-28389 188 13 while while SCONJ bracis-28389 188 14 there there PRON bracis-28389 188 15 were be VERB bracis-28389 188 16 no no DET bracis-28389 188 17 violations violation NOUN bracis-28389 188 18 on on ADP bracis-28389 188 19 the the DET bracis-28389 188 20 system system NOUN bracis-28389 188 21 both both CCONJ bracis-28389 188 22 with with ADP bracis-28389 188 23 and and CCONJ bracis-28389 188 24 without without ADP bracis-28389 188 25 control control NOUN bracis-28389 188 26 , , PUNCT bracis-28389 188 27 the the DET bracis-28389 188 28 proposed propose VERB bracis-28389 188 29 methodologies methodology NOUN bracis-28389 188 30 were be AUX bracis-28389 188 31 capable capable ADJ bracis-28389 188 32 of of ADP bracis-28389 188 33 significantly significantly ADV bracis-28389 188 34 improving improve VERB bracis-28389 188 35 its its PRON bracis-28389 188 36 voltage voltage NOUN bracis-28389 188 37 profile profile NOUN bracis-28389 188 38 . . PUNCT bracis-28389 189 1 for for ADP bracis-28389 189 2 this this DET bracis-28389 189 3 system system NOUN bracis-28389 189 4 , , PUNCT bracis-28389 189 5 the the DET bracis-28389 189 6 average average ADJ bracis-28389 189 7 losses loss NOUN bracis-28389 189 8 for for ADP bracis-28389 189 9 three three NUM bracis-28389 189 10 of of ADP bracis-28389 189 11 the the DET bracis-28389 189 12 four four NUM bracis-28389 189 13 methodologies methodology NOUN bracis-28389 189 14 were be AUX bracis-28389 189 15 increased increase VERB bracis-28389 189 16 by by ADP bracis-28389 189 17 a a DET bracis-28389 189 18 significant significant ADJ bracis-28389 189 19 margin margin NOUN bracis-28389 189 20 . . PUNCT bracis-28389 190 1 the the DET bracis-28389 190 2 ensemble ensemble ADJ bracis-28389 190 3 technique technique NOUN bracis-28389 190 4 , , PUNCT bracis-28389 190 5 has have AUX bracis-28389 190 6 shown show VERB bracis-28389 190 7 a a DET bracis-28389 190 8 better well ADJ bracis-28389 190 9 performance performance NOUN bracis-28389 190 10 overall overall ADV bracis-28389 190 11 , , PUNCT bracis-28389 190 12 controlling control VERB bracis-28389 190 13 the the DET bracis-28389 190 14 voltage voltage NOUN bracis-28389 190 15 satisfactorily satisfactorily ADV bracis-28389 190 16 while while SCONJ bracis-28389 190 17 also also ADV bracis-28389 190 18 keeping keep VERB bracis-28389 190 19 the the DET bracis-28389 190 20 losses loss NOUN bracis-28389 190 21 at at ADP bracis-28389 190 22 a a DET bracis-28389 190 23 better well ADV bracis-28389 190 24 acceptable acceptable ADJ bracis-28389 190 25 value value NOUN bracis-28389 190 26 and and CCONJ bracis-28389 190 27 the the DET bracis-28389 190 28 number number NOUN bracis-28389 190 29 of of ADP bracis-28389 190 30 actions action NOUN bracis-28389 190 31 at at ADP bracis-28389 190 32 a a DET bracis-28389 190 33 minimum minimum NOUN bracis-28389 190 34 . . PUNCT bracis-28389 191 1 7 7 NUM bracis-28389 191 2 conclusion conclusion NOUN bracis-28389 191 3 reinforcement reinforcement NOUN bracis-28389 191 4 learning learning NOUN bracis-28389 191 5 has have AUX bracis-28389 191 6 been be AUX bracis-28389 191 7 around around ADV bracis-28389 191 8 for for ADP bracis-28389 191 9 some some DET bracis-28389 191 10 time time NOUN bracis-28389 191 11 and and CCONJ bracis-28389 191 12 has have AUX bracis-28389 191 13 shown show VERB bracis-28389 191 14 great great ADJ bracis-28389 191 15 results result NOUN bracis-28389 191 16 across across ADP bracis-28389 191 17 many many ADJ bracis-28389 191 18 different different ADJ bracis-28389 191 19 scientific scientific ADJ bracis-28389 191 20 and and CCONJ bracis-28389 191 21 real real ADJ bracis-28389 191 22 - - PUNCT bracis-28389 191 23 world world NOUN bracis-28389 191 24 problems problem NOUN bracis-28389 191 25 . . PUNCT bracis-28389 192 1 when when SCONJ bracis-28389 192 2 combined combine VERB bracis-28389 192 3 with with ADP bracis-28389 192 4 the the DET bracis-28389 192 5 power power NOUN bracis-28389 192 6 of of ADP bracis-28389 192 7 deep deep ADJ bracis-28389 192 8 neural neural ADJ bracis-28389 192 9 networks network NOUN bracis-28389 192 10 , , PUNCT bracis-28389 192 11 deep deep ADJ bracis-28389 192 12 q q NOUN bracis-28389 192 13 - - PUNCT bracis-28389 192 14 learning learning NOUN bracis-28389 192 15 can can AUX bracis-28389 192 16 tackle tackle VERB bracis-28389 192 17 a a DET bracis-28389 192 18 plethora plethora NOUN bracis-28389 192 19 of of ADP bracis-28389 192 20 problems problem NOUN bracis-28389 192 21 . . PUNCT bracis-28389 193 1 in in ADP bracis-28389 193 2 this this DET bracis-28389 193 3 work work NOUN bracis-28389 193 4 , , PUNCT bracis-28389 193 5 a a DET bracis-28389 193 6 deep deep ADJ bracis-28389 193 7 q q NOUN bracis-28389 193 8 - - PUNCT bracis-28389 193 9 learning learn VERB bracis-28389 193 10 methodology methodology NOUN bracis-28389 193 11 was be AUX bracis-28389 193 12 proposed propose VERB bracis-28389 193 13 to to PART bracis-28389 193 14 solve solve VERB bracis-28389 193 15 the the DET bracis-28389 193 16 voltage voltage NOUN bracis-28389 193 17 control control NOUN bracis-28389 193 18 problem problem NOUN bracis-28389 193 19 on on ADP bracis-28389 193 20 electrical electrical ADJ bracis-28389 193 21 power power NOUN bracis-28389 193 22 systems system NOUN bracis-28389 193 23 . . PUNCT bracis-28389 194 1 besides besides SCONJ bracis-28389 194 2 the the DET bracis-28389 194 3 regular regular ADJ bracis-28389 194 4 reinforcement reinforcement NOUN bracis-28389 194 5 learning learning NOUN bracis-28389 194 6 approach approach NOUN bracis-28389 194 7 , , PUNCT bracis-28389 194 8 three three NUM bracis-28389 194 9 other other ADJ bracis-28389 194 10 novel novel NOUN bracis-28389 194 11 methodologies methodology NOUN bracis-28389 194 12 were be AUX bracis-28389 194 13 proposed propose VERB bracis-28389 194 14 with with ADP bracis-28389 194 15 the the DET bracis-28389 194 16 goal goal NOUN bracis-28389 194 17 of of ADP bracis-28389 194 18 improving improve VERB bracis-28389 194 19 the the DET bracis-28389 194 20 technique technique NOUN bracis-28389 194 21 ’s ’s PART bracis-28389 194 22 performance performance NOUN bracis-28389 194 23 on on ADP bracis-28389 194 24 this this DET bracis-28389 194 25 specific specific ADJ bracis-28389 194 26 problem problem NOUN bracis-28389 194 27 . . PUNCT bracis-28389 195 1 the the DET bracis-28389 195 2 results result NOUN bracis-28389 195 3 show show VERB bracis-28389 195 4 that that SCONJ bracis-28389 195 5 the the DET bracis-28389 195 6 application application NOUN bracis-28389 195 7 of of ADP bracis-28389 195 8 the the DET bracis-28389 195 9 techniques technique NOUN bracis-28389 195 10 was be AUX bracis-28389 195 11 successful successful ADJ bracis-28389 195 12 and and CCONJ bracis-28389 195 13 has have AUX bracis-28389 195 14 shown show VERB bracis-28389 195 15 great great ADJ bracis-28389 195 16 value value NOUN bracis-28389 195 17 when when SCONJ bracis-28389 195 18 compared compare VERB bracis-28389 195 19 to to ADP bracis-28389 195 20 the the DET bracis-28389 195 21 traditional traditional ADJ bracis-28389 195 22 drl drl PROPN bracis-28389 195 23 approach approach NOUN bracis-28389 195 24 and and CCONJ bracis-28389 195 25 also also ADV bracis-28389 195 26 with with ADP bracis-28389 195 27 the the DET bracis-28389 195 28 systems system NOUN bracis-28389 195 29 ’ ' PUNCT bracis-28389 195 30 own own ADJ bracis-28389 195 31 control control NOUN bracis-28389 195 32 . . PUNCT bracis-28389 196 1 the the DET bracis-28389 196 2 trained train VERB bracis-28389 196 3 intelligent intelligent ADJ bracis-28389 196 4 agents agent NOUN bracis-28389 196 5 are be AUX bracis-28389 196 6 capable capable ADJ bracis-28389 196 7 of of ADP bracis-28389 196 8 controlling control VERB bracis-28389 196 9 the the DET bracis-28389 196 10 system system NOUN bracis-28389 196 11 voltage voltage NOUN bracis-28389 196 12 in in ADP bracis-28389 196 13 a a DET bracis-28389 196 14 completely completely ADV bracis-28389 196 15 autonomous autonomous ADJ bracis-28389 196 16 way way NOUN bracis-28389 196 17 while while SCONJ bracis-28389 196 18 keeping keep VERB bracis-28389 196 19 the the DET bracis-28389 196 20 number number NOUN bracis-28389 196 21 of of ADP bracis-28389 196 22 actions action NOUN bracis-28389 196 23 taken take VERB bracis-28389 196 24 low low ADJ bracis-28389 196 25 and and CCONJ bracis-28389 196 26 having have VERB bracis-28389 196 27 little little ADJ bracis-28389 196 28 effect effect NOUN bracis-28389 196 29 on on ADP bracis-28389 196 30 the the DET bracis-28389 196 31 real real ADJ bracis-28389 196 32 power power NOUN bracis-28389 196 33 losses loss NOUN bracis-28389 196 34 . . PUNCT bracis-28389 197 1 references reference NOUN bracis-28389 197 2 baran baran NOUN bracis-28389 197 3 , , PUNCT bracis-28389 197 4 m. m. NOUN bracis-28389 197 5 : : PUNCT bracis-28389 197 6 ming ming NOUN bracis-28389 197 7 - - PUNCT bracis-28389 197 8 yung yung PROPN bracis-28389 197 9 hsu hsu PROPN bracis-28389 197 10 : : PUNCT bracis-28389 197 11 volt volt NOUN bracis-28389 197 12 / / SYM bracis-28389 197 13 var var NOUN bracis-28389 197 14 control control NOUN bracis-28389 197 15 at at ADP bracis-28389 197 16 distribution distribution NOUN bracis-28389 197 17 substations substation NOUN bracis-28389 197 18 . . PUNCT bracis-28389 198 1 ieee ieee PROPN bracis-28389 198 2 trans trans PROPN bracis-28389 198 3 . . PUNCT bracis-28389 199 1 power power NOUN bracis-28389 199 2 syst syst PROPN bracis-28389 199 3 . . PUNCT bracis-28389 200 1 14(1 14(1 NUM bracis-28389 200 2 ) ) PUNCT bracis-28389 200 3 , , PUNCT bracis-28389 200 4 312–318 312–318 NUM bracis-28389 200 5 ( ( PUNCT bracis-28389 200 6 1999 1999 NUM bracis-28389 200 7 ) ) PUNCT bracis-28389 200 8 . . PUNCT bracis-28389 201 1 https://doi.org/10.1109/59.744549 https://doi.org/10.1109/59.744549 PROPN bracis-28389 201 2 . . PUNCT bracis-28389 202 1 https://ieeexplore.ieee.org/document/744549/ https://ieeexplore.ieee.org/document/744549/ ADJ bracis-28389 202 2 borozan borozan NOUN bracis-28389 202 3 , , PUNCT bracis-28389 202 4 v. v. PROPN bracis-28389 202 5 , , PUNCT bracis-28389 202 6 baran baran NOUN bracis-28389 202 7 , , PUNCT bracis-28389 202 8 m. m. NOUN bracis-28389 202 9 , , PUNCT bracis-28389 202 10 novosel novosel PROPN bracis-28389 202 11 , , PUNCT bracis-28389 202 12 d. d. NOUN bracis-28389 202 13 : : PUNCT bracis-28389 202 14 integrated integrated ADJ bracis-28389 202 15 volt volt NOUN bracis-28389 202 16 / / SYM bracis-28389 202 17 var var NOUN bracis-28389 202 18 control control NOUN bracis-28389 202 19 in in ADP bracis-28389 202 20 distribution distribution NOUN bracis-28389 202 21 systems system NOUN bracis-28389 202 22 . . PUNCT bracis-28389 203 1 in in ADP bracis-28389 203 2 : : PUNCT bracis-28389 203 3 2001 2001 NUM bracis-28389 203 4 ieee ieee NOUN bracis-28389 203 5 power power NOUN bracis-28389 203 6 engineering engineering PROPN bracis-28389 203 7 society society PROPN bracis-28389 203 8 winter winter NOUN bracis-28389 203 9 meeting meeting NOUN bracis-28389 203 10 . . PUNCT bracis-28389 204 1 conference conference NOUN bracis-28389 204 2 proceedings proceeding NOUN bracis-28389 204 3 ( ( PUNCT bracis-28389 204 4 cat cat NOUN bracis-28389 204 5 . . PUNCT bracis-28389 205 1 no no INTJ bracis-28389 205 2 . . NOUN bracis-28389 206 1 01ch37194 01ch37194 NUM bracis-28389 206 2 ) ) PUNCT bracis-28389 206 3 , , PUNCT bracis-28389 207 1 columbus columbus PROPN bracis-28389 207 2 , , PUNCT bracis-28389 207 3 oh oh INTJ bracis-28389 207 4 , , PUNCT bracis-28389 207 5 usa usa PROPN bracis-28389 207 6 , , PUNCT bracis-28389 207 7 vol vol NOUN bracis-28389 207 8 . . PROPN bracis-28389 207 9 3 3 NUM bracis-28389 207 10 , , PUNCT bracis-28389 207 11 pp pp ADJ bracis-28389 207 12 . . PUNCT bracis-28389 208 1 1485–1490 1485–1490 NUM bracis-28389 208 2 . . PUNCT bracis-28389 208 3 ieee ieee NOUN bracis-28389 208 4 ( ( PUNCT bracis-28389 208 5 2001 2001 NUM bracis-28389 208 6 ) ) PUNCT bracis-28389 208 7 . . PUNCT bracis-28389 209 1 https://doi.org/10.1109/pesw.2001.917328 https://doi.org/10.1109/pesw.2001.917328 PROPN bracis-28389 209 2 . . PUNCT bracis-28389 209 3 http://ieeexplore.ieee.org/document/917328/ http://ieeexplore.ieee.org/document/917328/ PROPN bracis-28389 209 4 corsi corsi PROPN bracis-28389 209 5 , , PUNCT bracis-28389 209 6 s. s. PROPN bracis-28389 209 7 : : PUNCT bracis-28389 209 8 voltage voltage NOUN bracis-28389 209 9 control control NOUN bracis-28389 209 10 and and CCONJ bracis-28389 209 11 protection protection NOUN bracis-28389 209 12 in in ADP bracis-28389 209 13 electrical electrical ADJ bracis-28389 209 14 power power NOUN bracis-28389 209 15 systems system NOUN bracis-28389 209 16 : : PUNCT bracis-28389 209 17 from from ADP bracis-28389 209 18 system system NOUN bracis-28389 209 19 components component NOUN bracis-28389 209 20 to to ADP bracis-28389 209 21 wide wide ADJ bracis-28389 209 22 - - PUNCT bracis-28389 209 23 area area NOUN bracis-28389 209 24 control control NOUN bracis-28389 209 25 . . PUNCT bracis-28389 210 1 springer springer PROPN bracis-28389 210 2 , , PUNCT bracis-28389 210 3 london london PROPN bracis-28389 210 4 ( ( PUNCT bracis-28389 210 5 2015 2015 NUM bracis-28389 210 6 ) ) PUNCT bracis-28389 210 7 . . PUNCT bracis-28389 211 1 https://doi.org/10.1007/978-1-4471-6636-8 https://doi.org/10.1007/978-1-4471-6636-8 PROPN bracis-28389 211 2 book book NOUN bracis-28389 211 3     SPACE bracis-28389 211 4 google google PROPN bracis-28389 211 5 scholar scholar NOUN bracis-28389 211 6     SPACE bracis-28389 211 7 custódio custódio NOUN bracis-28389 211 8 , , PUNCT bracis-28389 211 9 g. g. PROPN bracis-28389 211 10 , , PUNCT bracis-28389 211 11 ochoa ochoa PROPN bracis-28389 211 12 , , PUNCT bracis-28389 211 13 l. l. PROPN bracis-28389 211 14 , , PUNCT bracis-28389 211 15 trindade trindade PROPN bracis-28389 211 16 , , PUNCT bracis-28389 211 17 f. f. PROPN bracis-28389 211 18 , , PUNCT bracis-28389 211 19 alpcan alpcan ADJ bracis-28389 211 20 , , PUNCT bracis-28389 211 21 t. t. PROPN bracis-28389 211 22 : : PUNCT bracis-28389 211 23 using use VERB bracis-28389 211 24 q q NOUN bracis-28389 211 25 - - PUNCT bracis-28389 211 26 learning learning NOUN bracis-28389 211 27 for for ADP bracis-28389 211 28 oltc oltc ADJ bracis-28389 211 29 voltage voltage NOUN bracis-28389 211 30 regulation regulation NOUN bracis-28389 211 31 in in ADP bracis-28389 211 32 pv pv ADJ bracis-28389 211 33 - - PUNCT bracis-28389 211 34 rich rich ADJ bracis-28389 211 35 distribution distribution NOUN bracis-28389 211 36 networks network NOUN bracis-28389 211 37 ( ( PUNCT bracis-28389 211 38 2020 2020 NUM bracis-28389 211 39 ) ) PUNCT bracis-28389 211 40 google google PROPN bracis-28389 211 41 scholar scholar NOUN bracis-28389 211 42     SPACE bracis-28389 211 43 diao diao PROPN bracis-28389 211 44 , , PUNCT bracis-28389 211 45 r. r. PROPN bracis-28389 211 46 , , PUNCT bracis-28389 211 47 wang wang PROPN bracis-28389 211 48 , , PUNCT bracis-28389 211 49 z. z. PROPN bracis-28389 211 50 , , PUNCT bracis-28389 211 51 shi shi PROPN bracis-28389 211 52 , , PUNCT bracis-28389 211 53 d. d. PROPN bracis-28389 211 54 , , PUNCT bracis-28389 211 55 chang chang PROPN bracis-28389 211 56 , , PUNCT bracis-28389 211 57 q. q. PROPN bracis-28389 211 58 , , PUNCT bracis-28389 211 59 duan duan PROPN bracis-28389 211 60 , , PUNCT bracis-28389 211 61 j. j. PROPN bracis-28389 211 62 , , PUNCT bracis-28389 211 63 zhang zhang PROPN bracis-28389 211 64 , , PUNCT bracis-28389 211 65 x. x. PROPN bracis-28389 211 66 : : PUNCT bracis-28389 211 67 autonomous autonomous ADJ bracis-28389 211 68 voltage voltage NOUN bracis-28389 211 69 control control NOUN bracis-28389 211 70 for for ADP bracis-28389 211 71 grid grid NOUN bracis-28389 211 72 operation operation NOUN bracis-28389 211 73 using use VERB bracis-28389 211 74 deep deep ADJ bracis-28389 211 75 reinforcement reinforcement NOUN bracis-28389 211 76 learning learning NOUN bracis-28389 211 77 ( ( PUNCT bracis-28389 211 78 2019 2019 NUM bracis-28389 211 79 ) ) PUNCT bracis-28389 211 80 . . PUNCT bracis-28389 212 1 http://arxiv.org/abs/1904.10597 http://arxiv.org/abs/1904.10597 PROPN bracis-28389 212 2 franco franco PROPN bracis-28389 212 3 , , PUNCT bracis-28389 212 4 j.f j.f PROPN bracis-28389 212 5 . . PROPN bracis-28389 212 6 , , PUNCT bracis-28389 212 7 rider rider NOUN bracis-28389 212 8 , , PUNCT bracis-28389 212 9 m.j m.j PROPN bracis-28389 212 10 . . PROPN bracis-28389 212 11 , , PUNCT bracis-28389 212 12 lavorato lavorato PROPN bracis-28389 212 13 , , PUNCT bracis-28389 212 14 m. m. NOUN bracis-28389 212 15 , , PUNCT bracis-28389 212 16 romero romero PROPN bracis-28389 212 17 , , PUNCT bracis-28389 212 18 r. r. PROPN bracis-28389 212 19 : : PUNCT bracis-28389 212 20 a a DET bracis-28389 212 21 mixed mix VERB bracis-28389 212 22 - - PUNCT bracis-28389 212 23 integer integer NOUN bracis-28389 212 24 lp lp NOUN bracis-28389 212 25 model model NOUN bracis-28389 212 26 for for ADP bracis-28389 212 27 the the DET bracis-28389 212 28 optimal optimal ADJ bracis-28389 212 29 allocation allocation NOUN bracis-28389 212 30 of of ADP bracis-28389 212 31 voltage voltage NOUN bracis-28389 212 32 regulators regulator NOUN bracis-28389 212 33 and and CCONJ bracis-28389 212 34 capacitors capacitor NOUN bracis-28389 212 35 in in ADP bracis-28389 212 36 radial radial ADJ bracis-28389 212 37 distribution distribution NOUN bracis-28389 212 38 systems system NOUN bracis-28389 212 39 . . PUNCT bracis-28389 213 1 int int NOUN bracis-28389 213 2 . . PUNCT bracis-28389 214 1 j. j. PROPN bracis-28389 214 2 electr electr PROPN bracis-28389 214 3 . . PUNCT bracis-28389 215 1 power power NOUN bracis-28389 215 2 energy energy NOUN bracis-28389 215 3 syst syst NOUN bracis-28389 215 4 . . PUNCT bracis-28389 216 1 48 48 NUM bracis-28389 216 2 , , PUNCT bracis-28389 216 3 123–130 123–130 NUM bracis-28389 216 4 ( ( PUNCT bracis-28389 216 5 2013 2013 NUM bracis-28389 216 6 ) ) PUNCT bracis-28389 216 7 . . PUNCT bracis-28389 217 1 https://doi.org/10.1016/j.ijepes.2012.11.027 https://doi.org/10.1016/j.ijepes.2012.11.027 PROPN bracis-28389 217 2 . . PUNCT bracis-28389 217 3 https://linkinghub.elsevier.com/retrieve/pii/s0142061512006801 https://linkinghub.elsevier.com/retrieve/pii/s0142061512006801 PROPN bracis-28389 217 4 gallego gallego NOUN bracis-28389 217 5 , , PUNCT bracis-28389 217 6 r. r. PROPN bracis-28389 217 7 , , PUNCT bracis-28389 217 8 monticelli monticelli PROPN bracis-28389 217 9 , , PUNCT bracis-28389 217 10 a. a. PROPN bracis-28389 217 11 , , PUNCT bracis-28389 217 12 romero romero PROPN bracis-28389 217 13 , , PUNCT bracis-28389 217 14 r. r. PROPN bracis-28389 217 15 : : PUNCT bracis-28389 217 16 optimal optimal ADJ bracis-28389 217 17 capacitor capacitor NOUN bracis-28389 217 18 placement placement NOUN bracis-28389 217 19 in in ADP bracis-28389 217 20 radial radial ADJ bracis-28389 217 21 distribution distribution NOUN bracis-28389 217 22 networks network NOUN bracis-28389 217 23 . . PUNCT bracis-28389 218 1 ieee ieee PROPN bracis-28389 218 2 trans trans PROPN bracis-28389 218 3 . . PUNCT bracis-28389 219 1 power power NOUN bracis-28389 219 2 syst syst PROPN bracis-28389 219 3 . . PUNCT bracis-28389 220 1 16(4 16(4 NUM bracis-28389 220 2 ) ) PUNCT bracis-28389 220 3 , , PUNCT bracis-28389 221 1 630–637 630–637 NUM bracis-28389 221 2 ( ( PUNCT bracis-28389 221 3 2001 2001 NUM bracis-28389 221 4 ) ) PUNCT bracis-28389 221 5 . . PUNCT bracis-28389 222 1 https://doi.org/10.1109/59.962407 https://doi.org/10.1109/59.962407 PROPN bracis-28389 222 2 . . PUNCT bracis-28389 223 1 https://ieeexplore.ieee.org/document/962407/ https://ieeexplore.ieee.org/document/962407/ PROPN bracis-28389 223 2 gu gu PROPN bracis-28389 223 3 , , PUNCT bracis-28389 223 4 z. z. PROPN bracis-28389 223 5 , , PUNCT bracis-28389 223 6 rizy rizy PROPN bracis-28389 223 7 , , PUNCT bracis-28389 223 8 d. d. PROPN bracis-28389 223 9 : : PUNCT bracis-28389 223 10 neural neural ADJ bracis-28389 223 11 networks network NOUN bracis-28389 223 12 for for ADP bracis-28389 223 13 combined combined ADJ bracis-28389 223 14 control control NOUN bracis-28389 223 15 of of ADP bracis-28389 223 16 capacitor capacitor NOUN bracis-28389 223 17 banks bank NOUN bracis-28389 223 18 and and CCONJ bracis-28389 223 19 voltage voltage NOUN bracis-28389 223 20 regulators regulator NOUN bracis-28389 223 21 in in ADP bracis-28389 223 22 distribution distribution NOUN bracis-28389 223 23 systems system NOUN bracis-28389 223 24 . . PUNCT bracis-28389 224 1 ieee ieee PROPN bracis-28389 224 2 trans trans PROPN bracis-28389 224 3 . . PUNCT bracis-28389 225 1 power power NOUN bracis-28389 225 2 deliv deliv NOUN bracis-28389 225 3 . . PUNCT bracis-28389 226 1 11(4 11(4 NUM bracis-28389 226 2 ) ) PUNCT bracis-28389 226 3 , , PUNCT bracis-28389 226 4 1921–1928 1921–1928 NUM bracis-28389 226 5 ( ( PUNCT bracis-28389 226 6 1996 1996 NUM bracis-28389 226 7 ) ) PUNCT bracis-28389 226 8 . . PUNCT bracis-28389 227 1 https://doi.org/10.1109/61.544277 https://doi.org/10.1109/61.544277 NOUN bracis-28389 227 2 . . PUNCT bracis-28389 228 1 https://ieeexplore.ieee.org/document/544277/ https://ieeexplore.ieee.org/document/544277/ PROPN bracis-28389 228 2 van van PROPN bracis-28389 228 3 hasselt hasselt PROPN bracis-28389 228 4 , , PUNCT bracis-28389 228 5 h. h. PROPN bracis-28389 228 6 , , PUNCT bracis-28389 228 7 guez guez PROPN bracis-28389 228 8 , , PUNCT bracis-28389 228 9 a. a. PROPN bracis-28389 228 10 , , PUNCT bracis-28389 228 11 silver silver NOUN bracis-28389 228 12 , , PUNCT bracis-28389 228 13 d. d. NOUN bracis-28389 228 14 : : PUNCT bracis-28389 228 15 deep deep ADJ bracis-28389 228 16 reinforcement reinforcement NOUN bracis-28389 228 17 learning learning NOUN bracis-28389 228 18 with with ADP bracis-28389 228 19 double double ADJ bracis-28389 228 20 q q NOUN bracis-28389 228 21 - - PUNCT bracis-28389 228 22 learning learn VERB bracis-28389 228 23 ( ( PUNCT bracis-28389 228 24 2016 2016 NUM bracis-28389 228 25 ) ) PUNCT bracis-28389 228 26 . . PUNCT bracis-28389 229 1 http://arxiv.org/abs/1509.06461 http://arxiv.org/abs/1509.06461 PROPN bracis-28389 229 2 hessel hessel PROPN bracis-28389 229 3 , , PUNCT bracis-28389 229 4 m. m. NOUN bracis-28389 229 5 , , PUNCT bracis-28389 229 6 et et PROPN bracis-28389 229 7 al al PROPN bracis-28389 229 8 . . PUNCT bracis-28389 229 9 : : PUNCT bracis-28389 230 1 rainbow rainbow NOUN bracis-28389 230 2 : : PUNCT bracis-28389 230 3 combining combine VERB bracis-28389 230 4 improvements improvement NOUN bracis-28389 230 5 in in ADP bracis-28389 230 6 deep deep ADJ bracis-28389 230 7 reinforcement reinforcement NOUN bracis-28389 230 8 learning learning NOUN bracis-28389 230 9 . . PUNCT bracis-28389 231 1 in in ADP bracis-28389 231 2 : : PUNCT bracis-28389 231 3 proceedings proceeding NOUN bracis-28389 231 4 of of ADP bracis-28389 231 5 the the DET bracis-28389 231 6 aaai aaai PROPN bracis-28389 231 7 conference conference NOUN bracis-28389 231 8 on on ADP bracis-28389 231 9 artificial artificial ADJ bracis-28389 231 10 intelligence intelligence NOUN bracis-28389 231 11 , , PUNCT bracis-28389 231 12 vol vol NOUN bracis-28389 231 13 . . PROPN bracis-28389 231 14 32 32 NUM bracis-28389 231 15 ( ( PUNCT bracis-28389 231 16 2018 2018 NUM bracis-28389 231 17 ) ) PUNCT bracis-28389 231 18 google google NOUN bracis-28389 231 19 scholar scholar NOUN bracis-28389 231 20     SPACE bracis-28389 231 21 homaee homaee ADJ bracis-28389 231 22 , , PUNCT bracis-28389 231 23 o. o. INTJ bracis-28389 231 24 , , PUNCT bracis-28389 231 25 zakariazadeh zakariazadeh PROPN bracis-28389 231 26 , , PUNCT bracis-28389 231 27 a. a. PROPN bracis-28389 231 28 , , PUNCT bracis-28389 231 29 jadid jadid PROPN bracis-28389 231 30 , , PUNCT bracis-28389 231 31 s. s. PROPN bracis-28389 231 32 : : PUNCT bracis-28389 231 33 real real ADJ bracis-28389 231 34 - - PUNCT bracis-28389 231 35 time time NOUN bracis-28389 231 36 voltage voltage NOUN bracis-28389 231 37 control control NOUN bracis-28389 231 38 algorithm algorithm NOUN bracis-28389 231 39 with with ADP bracis-28389 231 40 switched switch VERB bracis-28389 231 41 capacitors capacitor NOUN bracis-28389 231 42 in in ADP bracis-28389 231 43 smart smart ADJ bracis-28389 231 44 distribution distribution NOUN bracis-28389 231 45 system system NOUN bracis-28389 231 46 in in ADP bracis-28389 231 47 presence presence NOUN bracis-28389 231 48 of of ADP bracis-28389 231 49 renewable renewable ADJ bracis-28389 231 50 generations generation NOUN bracis-28389 231 51 . . PUNCT bracis-28389 232 1 int int NOUN bracis-28389 232 2 . . PUNCT bracis-28389 233 1 j. j. PROPN bracis-28389 233 2 electr electr PROPN bracis-28389 233 3 . . PUNCT bracis-28389 234 1 power power NOUN bracis-28389 234 2 energy energy NOUN bracis-28389 234 3 syst syst NOUN bracis-28389 234 4 . . PUNCT bracis-28389 235 1 54 54 NUM bracis-28389 235 2 , , PUNCT bracis-28389 235 3 187–197 187–197 NUM bracis-28389 235 4 ( ( PUNCT bracis-28389 235 5 2014 2014 NUM bracis-28389 235 6 ) ) PUNCT bracis-28389 235 7 . . PUNCT bracis-28389 236 1 https://doi.org/10.1016/j.ijepes.2013.07.010 https://doi.org/10.1016/j.ijepes.2013.07.010 NOUN bracis-28389 236 2 . . PUNCT bracis-28389 237 1 http://linkinghub.elsevier.com/retrieve/pii/s0142061513003074 http://linkinghub.elsevier.com/retrieve/pii/s0142061513003074 PROPN bracis-28389 237 2 hu hu PROPN bracis-28389 237 3 , , PUNCT bracis-28389 237 4 z. z. PROPN bracis-28389 237 5 , , PUNCT bracis-28389 237 6 wang wang PROPN bracis-28389 237 7 , , PUNCT bracis-28389 237 8 x. x. PROPN bracis-28389 237 9 , , PUNCT bracis-28389 237 10 chen chen PROPN bracis-28389 237 11 , , PUNCT bracis-28389 237 12 h. h. PROPN bracis-28389 237 13 , , PUNCT bracis-28389 237 14 taylor taylor PROPN bracis-28389 237 15 , , PUNCT bracis-28389 237 16 g. g. PROPN bracis-28389 237 17 : : PUNCT bracis-28389 237 18 volt volt PROPN bracis-28389 237 19 / / SYM bracis-28389 237 20 var var NOUN bracis-28389 237 21 control control NOUN bracis-28389 237 22 in in ADP bracis-28389 237 23 distribution distribution NOUN bracis-28389 237 24 systems system NOUN bracis-28389 237 25 using use VERB bracis-28389 237 26 a a DET bracis-28389 237 27 time time NOUN bracis-28389 237 28 - - PUNCT bracis-28389 237 29 interval interval NOUN bracis-28389 237 30 based base VERB bracis-28389 237 31 approach approach NOUN bracis-28389 237 32 . . PUNCT bracis-28389 238 1 iee iee PROPN bracis-28389 238 2 proc.-gener proc.-gener PROPN bracis-28389 238 3 . . PUNCT bracis-28389 239 1 transm transm PROPN bracis-28389 239 2 . . PUNCT bracis-28389 240 1 distrib distrib PROPN bracis-28389 240 2 . . PUNCT bracis-28389 240 3 150(5 150(5 NUM bracis-28389 240 4 ) ) PUNCT bracis-28389 240 5 , , PUNCT bracis-28389 240 6 548 548 NUM bracis-28389 240 7 ( ( PUNCT bracis-28389 240 8 2003 2003 NUM bracis-28389 240 9 ) ) PUNCT bracis-28389 240 10 . . PUNCT bracis-28389 241 1 https://doi.org/10.1049/ip-gtd:20030562 https://doi.org/10.1049/ip-gtd:20030562 ADJ bracis-28389 241 2 article article NOUN bracis-28389 241 3     SPACE bracis-28389 241 4 google google PROPN bracis-28389 241 5 scholar scholar NOUN bracis-28389 241 6     SPACE bracis-28389 241 7 khanabadi khanabadi NOUN bracis-28389 241 8 , , PUNCT bracis-28389 241 9 m. m. NOUN bracis-28389 241 10 , , PUNCT bracis-28389 241 11 ghasemi ghasemi PROPN bracis-28389 241 12 , , PUNCT bracis-28389 241 13 h. h. PROPN bracis-28389 241 14 , , PUNCT bracis-28389 241 15 doostizadeh doostizadeh PROPN bracis-28389 241 16 , , PUNCT bracis-28389 241 17 m. m. NOUN bracis-28389 241 18 : : PUNCT bracis-28389 241 19 optimal optimal ADJ bracis-28389 241 20 transmission transmission NOUN bracis-28389 241 21 switching switching NOUN bracis-28389 241 22 considering consider VERB bracis-28389 241 23 voltage voltage NOUN bracis-28389 241 24 security security NOUN bracis-28389 241 25 and and CCONJ bracis-28389 241 26 n-1 n-1 VERB bracis-28389 241 27 contingency contingency NOUN bracis-28389 241 28 analysis analysis NOUN bracis-28389 241 29 . . PUNCT bracis-28389 242 1 ieee ieee PROPN bracis-28389 242 2 trans trans PROPN bracis-28389 242 3 . . PUNCT bracis-28389 242 4 power power NOUN bracis-28389 242 5 syst syst PROPN bracis-28389 242 6 . . PUNCT bracis-28389 243 1 28(1 28(1 NOUN bracis-28389 243 2 ) ) PUNCT bracis-28389 243 3 , , PUNCT bracis-28389 243 4 542–550 542–550 NUM bracis-28389 243 5 ( ( PUNCT bracis-28389 243 6 2013 2013 NUM bracis-28389 243 7 ) ) PUNCT bracis-28389 243 8 . . PUNCT bracis-28389 244 1 https://doi.org/10.1109/tpwrs.2012.2207464 https://doi.org/10.1109/tpwrs.2012.2207464 PROPN bracis-28389 244 2 . . PUNCT bracis-28389 245 1 https://ieeexplore.ieee.org/document/6253283/ https://ieeexplore.ieee.org/document/6253283/ VERB bracis-28389 245 2 levitin levitin NOUN bracis-28389 245 3 , , PUNCT bracis-28389 245 4 g. g. PROPN bracis-28389 245 5 , , PUNCT bracis-28389 245 6 kalyuzhny kalyuzhny PROPN bracis-28389 245 7 , , PUNCT bracis-28389 245 8 a. a. NOUN bracis-28389 245 9 , , PUNCT bracis-28389 245 10 shenkman shenkman NOUN bracis-28389 245 11 , , PUNCT bracis-28389 245 12 a. a. NOUN bracis-28389 245 13 , , PUNCT bracis-28389 245 14 chertkov chertkov NOUN bracis-28389 245 15 , , PUNCT bracis-28389 245 16 m. m. NOUN bracis-28389 245 17 : : PUNCT bracis-28389 245 18 optimal optimal ADJ bracis-28389 245 19 capacitor capacitor NOUN bracis-28389 245 20 allocation allocation NOUN bracis-28389 245 21 in in ADP bracis-28389 245 22 distribution distribution NOUN bracis-28389 245 23 systems system NOUN bracis-28389 245 24 using use VERB bracis-28389 245 25 a a DET bracis-28389 245 26 genetic genetic ADJ bracis-28389 245 27 algorithm algorithm NOUN bracis-28389 245 28 and and CCONJ bracis-28389 245 29 a a DET bracis-28389 245 30 fast fast ADJ bracis-28389 245 31 energy energy NOUN bracis-28389 245 32 loss loss NOUN bracis-28389 245 33 computation computation NOUN bracis-28389 245 34 technique technique NOUN bracis-28389 245 35 . . PUNCT bracis-28389 246 1 ieee ieee PROPN bracis-28389 246 2 trans trans PROPN bracis-28389 246 3 . . PUNCT bracis-28389 247 1 power power NOUN bracis-28389 247 2 deliv deliv NOUN bracis-28389 247 3 . . PUNCT bracis-28389 248 1 15(2 15(2 NUM bracis-28389 248 2 ) ) PUNCT bracis-28389 248 3 , , PUNCT bracis-28389 248 4 623–628 623–628 NUM bracis-28389 248 5 ( ( PUNCT bracis-28389 248 6 2000 2000 NUM bracis-28389 248 7 ) ) PUNCT bracis-28389 248 8 . . PUNCT bracis-28389 249 1 https://doi.org/10.1109/61.852995 https://doi.org/10.1109/61.852995 PROPN bracis-28389 249 2 . . PUNCT bracis-28389 250 1 https://ieeexplore.ieee.org/document/852995/ https://ieeexplore.ieee.org/document/852995/ PROPN bracis-28389 250 2 liang liang PROPN bracis-28389 250 3 , , PUNCT bracis-28389 250 4 r.h r.h PROPN bracis-28389 250 5 . . PROPN bracis-28389 250 6 , , PUNCT bracis-28389 250 7 chen chen PROPN bracis-28389 250 8 , , PUNCT bracis-28389 250 9 y.k y.k PROPN bracis-28389 250 10 . . PROPN bracis-28389 250 11 , , PUNCT bracis-28389 250 12 chen chen PROPN bracis-28389 250 13 , , PUNCT bracis-28389 250 14 y.t y.t PROPN bracis-28389 250 15 . . PROPN bracis-28389 250 16 : : PUNCT bracis-28389 250 17 volt volt PROPN bracis-28389 250 18 / / SYM bracis-28389 250 19 var var NOUN bracis-28389 250 20 control control NOUN bracis-28389 250 21 in in ADP bracis-28389 250 22 a a DET bracis-28389 250 23 distribution distribution NOUN bracis-28389 250 24 system system NOUN bracis-28389 250 25 by by ADP bracis-28389 250 26 a a DET bracis-28389 250 27 fuzzy fuzzy ADJ bracis-28389 250 28 optimization optimization NOUN bracis-28389 250 29 approach approach NOUN bracis-28389 250 30 . . PUNCT bracis-28389 251 1 int int NOUN bracis-28389 251 2 . . PUNCT bracis-28389 252 1 j. j. PROPN bracis-28389 252 2 electr electr PROPN bracis-28389 252 3 . . PUNCT bracis-28389 253 1 power power NOUN bracis-28389 253 2 energy energy NOUN bracis-28389 253 3 syst syst NOUN bracis-28389 253 4 . . PUNCT bracis-28389 254 1 33(2 33(2 NUM bracis-28389 254 2 ) ) PUNCT bracis-28389 254 3 , , PUNCT bracis-28389 254 4 278–287 278–287 NUM bracis-28389 254 5 ( ( PUNCT bracis-28389 254 6 2011 2011 NUM bracis-28389 254 7 ) ) PUNCT bracis-28389 254 8 . . PUNCT bracis-28389 255 1 https://doi.org/10.1016/j.ijepes.2010.08.023 https://doi.org/10.1016/j.ijepes.2010.08.023 NUM bracis-28389 255 2 . . PUNCT bracis-28389 255 3 https://linkinghub.elsevier.com/retrieve/pii/s0142061510001596 https://linkinghub.elsevier.com/retrieve/pii/s0142061510001596 PROPN bracis-28389 255 4 liu liu PROPN bracis-28389 255 5 , , PUNCT bracis-28389 255 6 y. y. PROPN bracis-28389 255 7 , , PUNCT bracis-28389 255 8 zhang zhang PROPN bracis-28389 255 9 , , PUNCT bracis-28389 255 10 p. p. PROPN bracis-28389 255 11 , , PUNCT bracis-28389 255 12 qiu qiu PROPN bracis-28389 255 13 , , PUNCT bracis-28389 255 14 x. x. NOUN bracis-28389 255 15 : : PUNCT bracis-28389 255 16 optimal optimal ADJ bracis-28389 255 17 volt volt NOUN bracis-28389 255 18 / / SYM bracis-28389 255 19 var var NOUN bracis-28389 255 20 control control NOUN bracis-28389 255 21 in in ADP bracis-28389 255 22 distribution distribution NOUN bracis-28389 255 23 systems system NOUN bracis-28389 255 24 . . PUNCT bracis-28389 256 1 int int NOUN bracis-28389 256 2 . . PUNCT bracis-28389 257 1 j. j. PROPN bracis-28389 257 2 electr electr PROPN bracis-28389 257 3 . . PUNCT bracis-28389 258 1 power power NOUN bracis-28389 258 2 energy energy NOUN bracis-28389 258 3 syst syst NOUN bracis-28389 258 4 . . PUNCT bracis-28389 259 1 24(4 24(4 NOUN bracis-28389 259 2 ) ) PUNCT bracis-28389 259 3 , , PUNCT bracis-28389 259 4 271–276 271–276 NUM bracis-28389 259 5 ( ( PUNCT bracis-28389 259 6 2002 2002 NUM bracis-28389 259 7 ) ) PUNCT bracis-28389 259 8 . . PUNCT bracis-28389 260 1 https://doi.org/10.1016/s0142-0615(01)00032-1 https://doi.org/10.1016/s0142-0615(01)00032-1 PROPN bracis-28389 260 2 . . PUNCT bracis-28389 261 1 https://linkinghub.elsevier.com/retrieve/pii/s0142061501000321 https://linkinghub.elsevier.com/retrieve/pii/s0142061501000321 NUM bracis-28389 261 2 meier meier PROPN bracis-28389 261 3 , , PUNCT bracis-28389 261 4 a.v a.v PROPN bracis-28389 261 5 . . PROPN bracis-28389 261 6 : : PUNCT bracis-28389 261 7 electric electric ADJ bracis-28389 261 8 power power NOUN bracis-28389 261 9 systems system NOUN bracis-28389 261 10 : : PUNCT bracis-28389 261 11 a a DET bracis-28389 261 12 conceptual conceptual ADJ bracis-28389 261 13 introduction introduction NOUN bracis-28389 261 14 . . PUNCT bracis-28389 262 1 wiley wiley PROPN bracis-28389 262 2 survival survival PROPN bracis-28389 262 3 guides guide NOUN bracis-28389 262 4 in in ADP bracis-28389 262 5 engineering engineering NOUN bracis-28389 262 6 and and CCONJ bracis-28389 262 7 science science NOUN bracis-28389 262 8 , , PUNCT bracis-28389 262 9 ieee ieee NOUN bracis-28389 262 10 press press NOUN bracis-28389 262 11 : : PUNCT bracis-28389 262 12 wiley wiley PROPN bracis-28389 262 13 - - PUNCT bracis-28389 262 14 interscience interscience PROPN bracis-28389 262 15 , , PUNCT bracis-28389 262 16 hoboken hoboken PROPN bracis-28389 262 17 ( ( PUNCT bracis-28389 262 18 2006 2006 NUM bracis-28389 262 19 ) ) PUNCT bracis-28389 262 20 . . PUNCT bracis-28389 263 1 oclc oclc PROPN bracis-28389 263 2 : : PUNCT bracis-28389 263 3 ocm62616191 ocm62616191 PROPN bracis-28389 263 4 google google PROPN bracis-28389 263 5 scholar scholar PROPN bracis-28389 263 6     SPACE bracis-28389 263 7 mnih mnih PROPN bracis-28389 263 8 , , PUNCT bracis-28389 263 9 v. v. PROPN bracis-28389 263 10 , , PUNCT bracis-28389 263 11 et et PROPN bracis-28389 263 12 al al PROPN bracis-28389 263 13 . . PROPN bracis-28389 263 14 : : PUNCT bracis-28389 264 1 playing play VERB bracis-28389 264 2 atari atari NOUN bracis-28389 264 3 with with ADP bracis-28389 264 4 deep deep ADJ bracis-28389 264 5 reinforcement reinforcement NOUN bracis-28389 264 6 learning learning NOUN bracis-28389 264 7 . . PUNCT bracis-28389 265 1 arxiv arxiv PROPN bracis-28389 265 2 preprint preprint VERB bracis-28389 265 3 arxiv:1312.5602 arxiv:1312.5602 NOUN bracis-28389 265 4 ( ( PUNCT bracis-28389 265 5 2013 2013 NUM bracis-28389 265 6 ) ) PUNCT bracis-28389 265 7 mnih mnih PROPN bracis-28389 265 8 , , PUNCT bracis-28389 265 9 v. v. PROPN bracis-28389 265 10 , , PUNCT bracis-28389 265 11 et et PROPN bracis-28389 265 12 al al PROPN bracis-28389 265 13 . . PROPN bracis-28389 265 14 : : PUNCT bracis-28389 265 15 human human ADJ bracis-28389 265 16 - - PUNCT bracis-28389 265 17 level level NOUN bracis-28389 265 18 control control NOUN bracis-28389 265 19 through through ADP bracis-28389 265 20 deep deep ADJ bracis-28389 265 21 reinforcement reinforcement NOUN bracis-28389 265 22 learning learning NOUN bracis-28389 265 23 . . PUNCT bracis-28389 266 1 nature nature NOUN bracis-28389 266 2 518(7540 518(7540 NUM bracis-28389 266 3 ) ) PUNCT bracis-28389 266 4 , , PUNCT bracis-28389 266 5 529–533 529–533 NUM bracis-28389 266 6 ( ( PUNCT bracis-28389 266 7 2015 2015 NUM bracis-28389 266 8 ) ) PUNCT bracis-28389 266 9 google google PROPN bracis-28389 266 10 scholar scholar NOUN bracis-28389 266 11     SPACE bracis-28389 266 12 niknam niknam NOUN bracis-28389 266 13 , , PUNCT bracis-28389 266 14 t. t. PROPN bracis-28389 266 15 : : PUNCT bracis-28389 266 16 a a DET bracis-28389 266 17 new new ADJ bracis-28389 266 18 approach approach NOUN bracis-28389 266 19 based base VERB bracis-28389 266 20 on on ADP bracis-28389 266 21 ant ant ADJ bracis-28389 266 22 colony colony NOUN bracis-28389 266 23 optimization optimization NOUN bracis-28389 266 24 for for ADP bracis-28389 266 25 daily daily ADJ bracis-28389 266 26 volt volt NOUN bracis-28389 266 27 / / SYM bracis-28389 266 28 var var NOUN bracis-28389 266 29 control control NOUN bracis-28389 266 30 in in ADP bracis-28389 266 31 distribution distribution NOUN bracis-28389 266 32 networks network NOUN bracis-28389 266 33 considering consider VERB bracis-28389 266 34 distributed distribute VERB bracis-28389 266 35 generators generator NOUN bracis-28389 266 36 . . PUNCT bracis-28389 267 1 energy energy NOUN bracis-28389 267 2 convers conver NOUN bracis-28389 267 3 . . PUNCT bracis-28389 268 1 manag manag PROPN bracis-28389 268 2 . . PUNCT bracis-28389 269 1 49(12 49(12 NUM bracis-28389 269 2 ) ) PUNCT bracis-28389 269 3 , , PUNCT bracis-28389 269 4 3417–3424 3417–3424 NUM bracis-28389 269 5 ( ( PUNCT bracis-28389 269 6 2008 2008 NUM bracis-28389 269 7 ) ) PUNCT bracis-28389 269 8 . . PUNCT bracis-28389 270 1 https://doi.org/10.1016/j.enconman.2008.08.015 https://doi.org/10.1016/j.enconman.2008.08.015 PROPN bracis-28389 270 2 . . PUNCT bracis-28389 271 1 https://linkinghub.elsevier.com/retrieve/pii/s0196890408003087 https://linkinghub.elsevier.com/retrieve/pii/s0196890408003087 ADJ bracis-28389 271 2 niknam niknam NOUN bracis-28389 271 3 , , PUNCT bracis-28389 271 4 t. t. PROPN bracis-28389 271 5 , , PUNCT bracis-28389 271 6 firouzi firouzi PROPN bracis-28389 271 7 , , PUNCT bracis-28389 271 8 b.b b.b PROPN bracis-28389 271 9 . . PROPN bracis-28389 271 10 , , PUNCT bracis-28389 271 11 ostadi ostadi PROPN bracis-28389 271 12 , , PUNCT bracis-28389 271 13 a. a. NOUN bracis-28389 271 14 : : PUNCT bracis-28389 271 15 a a DET bracis-28389 271 16 new new ADJ bracis-28389 271 17 fuzzy fuzzy ADJ bracis-28389 271 18 adaptive adaptive ADJ bracis-28389 271 19 particle particle NOUN bracis-28389 271 20 swarm swarm NOUN bracis-28389 271 21 optimization optimization NOUN bracis-28389 271 22 for for ADP bracis-28389 271 23 daily daily ADJ bracis-28389 271 24 volt volt NOUN bracis-28389 271 25 / / SYM bracis-28389 271 26 var var NOUN bracis-28389 271 27 control control NOUN bracis-28389 271 28 in in ADP bracis-28389 271 29 distribution distribution NOUN bracis-28389 271 30 networks network NOUN bracis-28389 271 31 considering consider VERB bracis-28389 271 32 distributed distribute VERB bracis-28389 271 33 generators generator NOUN bracis-28389 271 34 . . PUNCT bracis-28389 272 1 appl appl PROPN bracis-28389 272 2 . . PUNCT bracis-28389 273 1 energy energy PROPN bracis-28389 273 2 87(6 87(6 NUM bracis-28389 273 3 ) ) PUNCT bracis-28389 273 4 , , PUNCT bracis-28389 273 5 1919–1928 1919–1928 NUM bracis-28389 273 6 ( ( PUNCT bracis-28389 273 7 2010 2010 NUM bracis-28389 273 8 ) ) PUNCT bracis-28389 273 9 . . PUNCT bracis-28389 274 1 https://doi.org/10.1016/j.apenergy.2010.01.003 https://doi.org/10.1016/j.apenergy.2010.01.003 NOUN bracis-28389 274 2 . . PUNCT bracis-28389 275 1 https://linkinghub.elsevier.com/retrieve/pii/s030626191000005x https://linkinghub.elsevier.com/retrieve/pii/s030626191000005x VERB bracis-28389 275 2 rashid rashid PROPN bracis-28389 275 3 , , PUNCT bracis-28389 275 4 m.h m.h PROPN bracis-28389 275 5 . . PROPN bracis-28389 276 1 ( ( PUNCT bracis-28389 276 2 ed ed NOUN bracis-28389 276 3 . . PROPN bracis-28389 276 4 ): ): PUNCT bracis-28389 276 5 electric electric ADJ bracis-28389 276 6 renewable renewable ADJ bracis-28389 276 7 energy energy NOUN bracis-28389 276 8 systems system NOUN bracis-28389 276 9 . . PUNCT bracis-28389 277 1 elsevier elsevier PROPN bracis-28389 277 2 / / SYM bracis-28389 277 3 ap ap PROPN bracis-28389 277 4 , , PUNCT bracis-28389 277 5 academic academic ADJ bracis-28389 277 6 press press NOUN bracis-28389 277 7 is be AUX bracis-28389 277 8 an an DET bracis-28389 277 9 imprint imprint NOUN bracis-28389 277 10 of of ADP bracis-28389 277 11 elsevier elsevier NOUN bracis-28389 277 12 , , PUNCT bracis-28389 277 13 amsterdam amsterdam PROPN bracis-28389 277 14 ( ( PUNCT bracis-28389 277 15 2016 2016 NUM bracis-28389 277 16 ) ) PUNCT bracis-28389 277 17 google google PROPN bracis-28389 277 18 scholar scholar NOUN bracis-28389 277 19     SPACE bracis-28389 277 20 ribeiro ribeiro PROPN bracis-28389 277 21 , , PUNCT bracis-28389 277 22 l.c l.c PROPN bracis-28389 277 23 . . PROPN bracis-28389 277 24 , , PUNCT bracis-28389 277 25 schumann schumann PROPN bracis-28389 277 26 minami minami PROPN bracis-28389 277 27 , , PUNCT bracis-28389 277 28 j.p.o j.p.o PROPN bracis-28389 277 29 . . PROPN bracis-28389 277 30 , , PUNCT bracis-28389 277 31 bonatto bonatto PROPN bracis-28389 277 32 , , PUNCT bracis-28389 277 33 b.d b.d PROPN bracis-28389 277 34 . . PROPN bracis-28389 277 35 , , PUNCT bracis-28389 277 36 ribeiro ribeiro PROPN bracis-28389 277 37 , , PUNCT bracis-28389 277 38 p.f p.f PROPN bracis-28389 277 39 . . PROPN bracis-28389 277 40 , , PUNCT bracis-28389 277 41 de de PROPN bracis-28389 277 42 souza souza PROPN bracis-28389 277 43 , , PUNCT bracis-28389 277 44 a.c.z a.c.z NOUN bracis-28389 277 45 . . PUNCT bracis-28389 277 46 : : PUNCT bracis-28389 278 1 voltage voltage NOUN bracis-28389 278 2 control control NOUN bracis-28389 278 3 simulations simulation NOUN bracis-28389 278 4 in in ADP bracis-28389 278 5 distribution distribution NOUN bracis-28389 278 6 systems system NOUN bracis-28389 278 7 with with ADP bracis-28389 278 8 high high ADJ bracis-28389 278 9 penetration penetration NOUN bracis-28389 278 10 of of ADP bracis-28389 278 11 pvs pvs PROPN bracis-28389 278 12 using use VERB bracis-28389 278 13 the the DET bracis-28389 278 14 opendss opendss NOUN bracis-28389 278 15 . . PUNCT bracis-28389 279 1 in in ADP bracis-28389 279 2 : : PUNCT bracis-28389 279 3 2018 2018 NUM bracis-28389 279 4 simposio simposio NOUN bracis-28389 279 5 brasileiro brasileiro PROPN bracis-28389 279 6 de de PROPN bracis-28389 279 7 sistemas sistemas PROPN bracis-28389 279 8 eletricos eletricos PROPN bracis-28389 279 9 ( ( PUNCT bracis-28389 279 10 sbse sbse NOUN bracis-28389 279 11 ) ) PUNCT bracis-28389 279 12 , , PUNCT bracis-28389 279 13 pp pp ADV bracis-28389 279 14 . . PUNCT bracis-28389 280 1 1–6 1–6 X bracis-28389 280 2 . . X bracis-28389 280 3 ieee ieee NOUN bracis-28389 280 4 . . PUNCT bracis-28389 281 1 https://doi.org/10.1109/sbse.2018.8395639 https://doi.org/10.1109/sbse.2018.8395639 PROPN bracis-28389 281 2 . . PUNCT bracis-28389 282 1 https://ieeexplore.ieee.org/document/8395639/ https://ieeexplore.ieee.org/document/8395639/ NOUN bracis-28389 282 2 roytelman roytelman NOUN bracis-28389 282 3 , , PUNCT bracis-28389 282 4 i. i. PROPN bracis-28389 282 5 , , PUNCT bracis-28389 282 6 wee wee PROPN bracis-28389 282 7 , , PUNCT bracis-28389 282 8 b. b. PROPN bracis-28389 282 9 , , PUNCT bracis-28389 282 10 lugtu lugtu PROPN bracis-28389 282 11 , , PUNCT bracis-28389 282 12 r. r. PROPN bracis-28389 282 13 : : PUNCT bracis-28389 282 14 volt volt PROPN bracis-28389 282 15 / / SYM bracis-28389 282 16 var var NOUN bracis-28389 282 17 control control NOUN bracis-28389 282 18 algorithm algorithm NOUN bracis-28389 282 19 for for ADP bracis-28389 282 20 modern modern ADJ bracis-28389 282 21 distribution distribution NOUN bracis-28389 282 22 management management NOUN bracis-28389 282 23 system system NOUN bracis-28389 282 24 . . PUNCT bracis-28389 283 1 ieee ieee PROPN bracis-28389 283 2 trans trans PROPN bracis-28389 283 3 . . PUNCT bracis-28389 284 1 power power NOUN bracis-28389 284 2 syst syst PROPN bracis-28389 284 3 . . PUNCT bracis-28389 285 1 10(3 10(3 NUM bracis-28389 285 2 ) ) PUNCT bracis-28389 285 3 , , PUNCT bracis-28389 285 4 1454–1460 1454–1460 NUM bracis-28389 285 5 ( ( PUNCT bracis-28389 285 6 1995 1995 NUM bracis-28389 285 7 ) ) PUNCT bracis-28389 285 8 . . PUNCT bracis-28389 286 1 https://doi.org/10.1109/59.466504 https://doi.org/10.1109/59.466504 PROPN bracis-28389 286 2 . . PUNCT bracis-28389 287 1 https://ieeexplore.ieee.org/document/466504/ https://ieeexplore.ieee.org/document/466504/ PROPN bracis-28389 287 2 saric saric NOUN bracis-28389 287 3 , , PUNCT bracis-28389 287 4 a.t a.t PROPN bracis-28389 287 5 . . PROPN bracis-28389 287 6 , , PUNCT bracis-28389 287 7 stankovic stankovic PROPN bracis-28389 287 8 , , PUNCT bracis-28389 287 9 a.m. a.m. ADV bracis-28389 287 10 : : PUNCT bracis-28389 287 11 a a DET bracis-28389 287 12 robust robust ADJ bracis-28389 287 13 algorithm algorithm NOUN bracis-28389 287 14 for for ADP bracis-28389 287 15 volt volt NOUN bracis-28389 287 16 / / SYM bracis-28389 287 17 var var NOUN bracis-28389 287 18 control control NOUN bracis-28389 287 19 . . PUNCT bracis-28389 288 1 in in ADP bracis-28389 288 2 : : PUNCT bracis-28389 288 3 2009 2009 NUM bracis-28389 288 4 ieee ieee NOUN bracis-28389 288 5 / / SYM bracis-28389 288 6 pes pes PROPN bracis-28389 288 7 power power NOUN bracis-28389 288 8 systems system NOUN bracis-28389 288 9 conference conference NOUN bracis-28389 288 10 and and CCONJ bracis-28389 288 11 exposition exposition NOUN bracis-28389 288 12 , , PUNCT bracis-28389 288 13 seattle seattle PROPN bracis-28389 288 14 , , PUNCT bracis-28389 288 15 wa wa PROPN bracis-28389 288 16 , , PUNCT bracis-28389 288 17 usa usa PROPN bracis-28389 288 18 , , PUNCT bracis-28389 288 19 pp pp X bracis-28389 288 20 . . PUNCT bracis-28389 289 1 1–8 1–8 X bracis-28389 289 2 . . PUNCT bracis-28389 289 3 ieee ieee PROPN bracis-28389 289 4 ( ( PUNCT bracis-28389 289 5 2009 2009 NUM bracis-28389 289 6 ) ) PUNCT bracis-28389 289 7 . . PUNCT bracis-28389 290 1 https://doi.org/10.1109/psce.2009.4840211 https://doi.org/10.1109/psce.2009.4840211 PROPN bracis-28389 290 2 . . PUNCT bracis-28389 291 1 https://ieeexplore.ieee.org/document/4840211/ https://ieeexplore.ieee.org/document/4840211/ PROPN bracis-28389 291 2 schneider schneider PROPN bracis-28389 291 3 , , PUNCT bracis-28389 291 4 k.p k.p PROPN bracis-28389 291 5 . . PROPN bracis-28389 291 6 , , PUNCT bracis-28389 291 7 et et PROPN bracis-28389 291 8 al al PROPN bracis-28389 291 9 . . PUNCT bracis-28389 291 10 : : PUNCT bracis-28389 292 1 analytic analytic ADJ bracis-28389 292 2 considerations consideration NOUN bracis-28389 292 3 and and CCONJ bracis-28389 292 4 design design NOUN bracis-28389 292 5 basis basis NOUN bracis-28389 292 6 for for ADP bracis-28389 292 7 the the DET bracis-28389 292 8 ieee ieee NOUN bracis-28389 292 9 distribution distribution NOUN bracis-28389 292 10 test test NOUN bracis-28389 292 11 feeders feeder NOUN bracis-28389 292 12 . . PUNCT bracis-28389 293 1 ieee ieee PROPN bracis-28389 293 2 trans trans PROPN bracis-28389 293 3 . . PUNCT bracis-28389 294 1 power power NOUN bracis-28389 294 2 syst syst PROPN bracis-28389 294 3 . . PUNCT bracis-28389 295 1 33(3 33(3 NOUN bracis-28389 295 2 ) ) PUNCT bracis-28389 295 3 , , PUNCT bracis-28389 295 4 3181–3188 3181–3188 NUM bracis-28389 295 5 ( ( PUNCT bracis-28389 295 6 2018 2018 NUM bracis-28389 295 7 ) ) PUNCT bracis-28389 295 8 . . PUNCT bracis-28389 296 1 https://doi.org/10.1109/tpwrs.2017.2760011 https://doi.org/10.1109/tpwrs.2017.2760011 PROPN bracis-28389 296 2 . . PUNCT bracis-28389 297 1 https://ieeexplore.ieee.org/document/8063903/ https://ieeexplore.ieee.org/document/8063903/ PROPN bracis-28389 297 2 sutton sutton PROPN bracis-28389 297 3 , , PUNCT bracis-28389 297 4 r.s r.s PROPN bracis-28389 297 5 . . PROPN bracis-28389 297 6 , , PUNCT bracis-28389 297 7 barto barto PROPN bracis-28389 297 8 , , PUNCT bracis-28389 297 9 a.g a.g PROPN bracis-28389 297 10 . . PROPN bracis-28389 297 11 : : PUNCT bracis-28389 297 12 reinforcement reinforcement NOUN bracis-28389 297 13 learning learning NOUN bracis-28389 297 14 : : PUNCT bracis-28389 297 15 an an DET bracis-28389 297 16 introduction introduction NOUN bracis-28389 297 17 . . PUNCT bracis-28389 298 1 adaptive adaptive ADJ bracis-28389 298 2 computation computation NOUN bracis-28389 298 3 and and CCONJ bracis-28389 298 4 machine machine NOUN bracis-28389 298 5 learning learning NOUN bracis-28389 298 6 series series NOUN bracis-28389 298 7 , , PUNCT bracis-28389 298 8 2nd 2nd ADJ bracis-28389 298 9 edn edn NOUN bracis-28389 298 10 . . PUNCT bracis-28389 299 1 the the DET bracis-28389 299 2 mit mit PROPN bracis-28389 299 3 press press PROPN bracis-28389 299 4 , , PUNCT bracis-28389 299 5 cambridge cambridge PROPN bracis-28389 299 6 ( ( PUNCT bracis-28389 299 7 2018 2018 NUM bracis-28389 299 8 ) ) PUNCT bracis-28389 299 9 google google NOUN bracis-28389 299 10 scholar scholar NOUN bracis-28389 299 11     SPACE bracis-28389 299 12 vlachogiannis vlachogiannis NOUN bracis-28389 299 13 , , PUNCT bracis-28389 299 14 j. j. PROPN bracis-28389 299 15 , , PUNCT bracis-28389 299 16 hatziargyriou hatziargyriou ADJ bracis-28389 299 17 , , PUNCT bracis-28389 299 18 n. n. NOUN bracis-28389 299 19 : : PUNCT bracis-28389 299 20 reinforcement reinforcement NOUN bracis-28389 299 21 learning learning NOUN bracis-28389 299 22 for for ADP bracis-28389 299 23 reactive reactive ADJ bracis-28389 299 24 power power NOUN bracis-28389 299 25 control control NOUN bracis-28389 299 26 . . PUNCT bracis-28389 300 1 ieee ieee PROPN bracis-28389 300 2 trans trans PROPN bracis-28389 300 3 . . PUNCT bracis-28389 301 1 power power NOUN bracis-28389 301 2 syst syst PROPN bracis-28389 301 3 . . PUNCT bracis-28389 302 1 19(3 19(3 NUM bracis-28389 302 2 ) ) PUNCT bracis-28389 302 3 , , PUNCT bracis-28389 302 4 1317–1325 1317–1325 NUM bracis-28389 302 5 ( ( PUNCT bracis-28389 302 6 2004 2004 NUM bracis-28389 302 7 ) ) PUNCT bracis-28389 302 8 . . PUNCT bracis-28389 303 1 https://doi.org/10.1109/tpwrs.2004.831259 https://doi.org/10.1109/tpwrs.2004.831259 PROPN bracis-28389 303 2 . . PUNCT bracis-28389 304 1 https://ieeexplore.ieee.org/document/1318666/ https://ieeexplore.ieee.org/document/1318666/ NOUN bracis-28389 304 2 wood wood PROPN bracis-28389 304 3 , , PUNCT bracis-28389 304 4 a.j a.j PROPN bracis-28389 304 5 . . PROPN bracis-28389 304 6 , , PUNCT bracis-28389 304 7 wollenberg wollenberg PROPN bracis-28389 304 8 , , PUNCT bracis-28389 304 9 b.f b.f PROPN bracis-28389 304 10 . . PROPN bracis-28389 304 11 , , PUNCT bracis-28389 304 12 sheblé sheblé PROPN bracis-28389 304 13 , , PUNCT bracis-28389 304 14 g.b g.b PROPN bracis-28389 304 15 . . PROPN bracis-28389 304 16 : : PUNCT bracis-28389 305 1 power power NOUN bracis-28389 305 2 generation generation NOUN bracis-28389 305 3 , , PUNCT bracis-28389 305 4 operation operation NOUN bracis-28389 305 5 , , PUNCT bracis-28389 305 6 and and CCONJ bracis-28389 305 7 control control NOUN bracis-28389 305 8 , , PUNCT bracis-28389 305 9 3rd 3rd ADJ bracis-28389 305 10 edn edn NOUN bracis-28389 305 11 . . PUNCT bracis-28389 306 1 hoboken hoboken PROPN bracis-28389 306 2 , , PUNCT bracis-28389 306 3 wiley wiley NOUN bracis-28389 306 4 - - PUNCT bracis-28389 306 5 ieee ieee NOUN bracis-28389 306 6 ( ( PUNCT bracis-28389 306 7 2013 2013 NUM bracis-28389 306 8 ) ) PUNCT bracis-28389 306 9 google google PROPN bracis-28389 306 10 scholar scholar NOUN bracis-28389 306 11     SPACE bracis-28389 306 12 xu xu PROPN bracis-28389 306 13 , , PUNCT bracis-28389 306 14 h. h. PROPN bracis-28389 306 15 , , PUNCT bracis-28389 306 16 domínguez domínguez NOUN bracis-28389 306 17 - - PUNCT bracis-28389 306 18 garcía garcía ADJ bracis-28389 306 19 , , PUNCT bracis-28389 306 20 a.d a.d PROPN bracis-28389 306 21 . . PROPN bracis-28389 306 22 , , PUNCT bracis-28389 306 23 sauer sauer PROPN bracis-28389 306 24 , , PUNCT bracis-28389 306 25 p.w p.w PROPN bracis-28389 306 26 . . PUNCT bracis-28389 306 27 : : PUNCT bracis-28389 307 1 optimal optimal ADJ bracis-28389 307 2 tap tap NOUN bracis-28389 307 3 setting setting NOUN bracis-28389 307 4 of of ADP bracis-28389 307 5 voltage voltage NOUN bracis-28389 307 6 regulation regulation NOUN bracis-28389 307 7 transformers transformer NOUN bracis-28389 307 8 using use VERB bracis-28389 307 9 batch batch NOUN bracis-28389 307 10 reinforcement reinforcement NOUN bracis-28389 307 11 learning learning NOUN bracis-28389 307 12 . . PUNCT bracis-28389 308 1 ieee ieee PROPN bracis-28389 308 2 trans trans PROPN bracis-28389 308 3 . . PUNCT bracis-28389 309 1 power power NOUN bracis-28389 309 2 syst syst PROPN bracis-28389 309 3 . . PUNCT bracis-28389 310 1 35(3 35(3 NUM bracis-28389 310 2 ) ) PUNCT bracis-28389 310 3 , , PUNCT bracis-28389 310 4 1990–2001 1990–2001 NUM bracis-28389 310 5 ( ( PUNCT bracis-28389 310 6 2019 2019 NUM bracis-28389 310 7 ) ) PUNCT bracis-28389 310 8 . . PUNCT bracis-28389 311 1 https://doi.org/10.1109/tpwrs.2019.2948132 https://doi.org/10.1109/tpwrs.2019.2948132 PROPN bracis-28389 311 2 . . PUNCT bracis-28389 311 3 https://arxiv.org/abs/1807.10997 https://arxiv.org/abs/1807.10997 PROPN bracis-28389 311 4 yang yang PROPN bracis-28389 311 5 , , PUNCT bracis-28389 311 6 q. q. PROPN bracis-28389 311 7 , , PUNCT bracis-28389 311 8 wang wang PROPN bracis-28389 311 9 , , PUNCT bracis-28389 311 10 g. g. PROPN bracis-28389 311 11 , , PUNCT bracis-28389 311 12 sadeghi sadeghi PROPN bracis-28389 311 13 , , PUNCT bracis-28389 311 14 a. a. PROPN bracis-28389 311 15 , , PUNCT bracis-28389 311 16 giannakis giannakis PROPN bracis-28389 311 17 , , PUNCT bracis-28389 311 18 g.b g.b PROPN bracis-28389 311 19 . . PROPN bracis-28389 311 20 , , PUNCT bracis-28389 311 21 sun sun PROPN bracis-28389 311 22 , , PUNCT bracis-28389 311 23 j. j. PROPN bracis-28389 311 24 : : PUNCT bracis-28389 311 25 two two NUM bracis-28389 311 26 - - PUNCT bracis-28389 311 27 timescale timescale NOUN bracis-28389 311 28 voltage voltage NOUN bracis-28389 311 29 control control NOUN bracis-28389 311 30 in in ADP bracis-28389 311 31 distribution distribution NOUN bracis-28389 311 32 grids grid NOUN bracis-28389 311 33 using use VERB bracis-28389 311 34 deep deep ADJ bracis-28389 311 35 reinforcement reinforcement NOUN bracis-28389 311 36 learning learning NOUN bracis-28389 311 37 . . PUNCT bracis-28389 312 1 arxiv:1904.09374 arxiv:1904.09374 PROPN bracis-28389 312 2 ( ( PUNCT bracis-28389 312 3 2019 2019 NUM bracis-28389 312 4 ) ) PUNCT bracis-28389 312 5 zhang zhang PROPN bracis-28389 312 6 , , PUNCT bracis-28389 312 7 w. w. PROPN bracis-28389 312 8 , , PUNCT bracis-28389 312 9 liu liu PROPN bracis-28389 312 10 , , PUNCT bracis-28389 312 11 y. y. NOUN bracis-28389 312 12 : : PUNCT bracis-28389 312 13 multi multi ADJ bracis-28389 312 14 - - ADJ bracis-28389 312 15 objective objective ADJ bracis-28389 312 16 reactive reactive ADJ bracis-28389 312 17 power power NOUN bracis-28389 312 18 and and CCONJ bracis-28389 312 19 voltage voltage NOUN bracis-28389 312 20 control control NOUN bracis-28389 312 21 based base VERB bracis-28389 312 22 on on ADP bracis-28389 312 23 fuzzy fuzzy ADJ bracis-28389 312 24 optimization optimization NOUN bracis-28389 312 25 strategy strategy NOUN bracis-28389 312 26 and and CCONJ bracis-28389 312 27 fuzzy fuzzy ADJ bracis-28389 312 28 adaptive adaptive ADJ bracis-28389 312 29 particle particle NOUN bracis-28389 312 30 swarm swarm NOUN bracis-28389 312 31 . . PUNCT bracis-28389 313 1 ieee ieee PROPN bracis-28389 313 2 trans trans PROPN bracis-28389 313 3 . . PUNCT bracis-28389 314 1 power power NOUN bracis-28389 314 2 syst syst PROPN bracis-28389 314 3 . . PUNCT bracis-28389 315 1 30(9 30(9 NUM bracis-28389 315 2 ) ) PUNCT bracis-28389 315 3 , , PUNCT bracis-28389 315 4 525–532 525–532 NUM bracis-28389 315 5 ( ( PUNCT bracis-28389 315 6 2019 2019 NUM bracis-28389 315 7 ) ) PUNCT bracis-28389 315 8 . . PUNCT bracis-28389 316 1 https://doi.org/10.1016/j.ijepes.2008.04.005 https://doi.org/10.1016/j.ijepes.2008.04.005 PROPN bracis-28389 316 2 . . PUNCT bracis-28389 317 1 https://linkinghub.elsevier.com/retrieve/pii/s0142061508000380 https://linkinghub.elsevier.com/retrieve/pii/s0142061508000380 X bracis-28389 317 2 download download NOUN bracis-28389 317 3 references reference NOUN bracis-28389 317 4 acknowledgments acknowledgment NOUN bracis-28389 317 5 the the DET bracis-28389 317 6 authors author NOUN bracis-28389 317 7 would would AUX bracis-28389 317 8 like like VERB bracis-28389 317 9 to to PART bracis-28389 317 10 thank thank VERB bracis-28389 317 11 companhia companhia PROPN bracis-28389 317 12 de de ADP bracis-28389 317 13 transmissão transmissão PROPN bracis-28389 317 14 de de X bracis-28389 317 15 energia energia X bracis-28389 317 16 elétrica elétrica PROPN bracis-28389 317 17 paulista paulista PROPN bracis-28389 317 18 ( ( PUNCT bracis-28389 317 19 isa isa NOUN bracis-28389 317 20 - - NOUN bracis-28389 317 21 cteep cteep NOUN bracis-28389 317 22 ) ) PUNCT bracis-28389 317 23 for for SCONJ bracis-28389 317 24 the the DET bracis-28389 317 25 financial financial ADJ bracis-28389 317 26 support support NOUN bracis-28389 317 27 to to PART bracis-28389 317 28 project project VERB bracis-28389 317 29 pd-00068 pd-00068 PROPN bracis-28389 317 30 - - PUNCT bracis-28389 317 31 0044 0044 NUM bracis-28389 317 32 - - PUNCT bracis-28389 317 33 2019 2019 NUM bracis-28389 317 34 intelligent intelligent ADJ bracis-28389 317 35 real real ADJ bracis-28389 317 36 - - PUNCT bracis-28389 317 37 time time NOUN bracis-28389 317 38 decision decision NOUN bracis-28389 317 39 support support NOUN bracis-28389 317 40 tool tool NOUN bracis-28389 317 41 for for ADP bracis-28389 317 42 transmission transmission NOUN bracis-28389 317 43 operations operation NOUN bracis-28389 317 44 centers center NOUN bracis-28389 317 45 , , PUNCT bracis-28389 317 46 developed develop VERB bracis-28389 317 47 under under ADP bracis-28389 317 48 the the DET bracis-28389 317 49 research research NOUN bracis-28389 317 50 and and CCONJ bracis-28389 317 51 development development NOUN bracis-28389 317 52 program program NOUN bracis-28389 317 53 of of ADP bracis-28389 317 54 the the DET bracis-28389 317 55 national national PROPN bracis-28389 317 56 electric electric PROPN bracis-28389 317 57 energy energy PROPN bracis-28389 317 58 agency agency PROPN bracis-28389 317 59 ( ( PUNCT bracis-28389 317 60 aneel aneel PROPN bracis-28389 317 61 r r PROPN bracis-28389 317 62 & & CCONJ bracis-28389 317 63 d d PROPN bracis-28389 317 64 ) ) PUNCT bracis-28389 317 65 , , PUNCT bracis-28389 317 66 which which PRON bracis-28389 317 67 the the DET bracis-28389 317 68 engineering engineering NOUN bracis-28389 317 69 company company NOUN bracis-28389 317 70 carried carry VERB bracis-28389 317 71 out out ADP bracis-28389 317 72 radix radix PROPN bracis-28389 317 73 engenharia engenharia X bracis-28389 317 74 e e PROPN bracis-28389 317 75 software software PROPN bracis-28389 317 76 s s PROPN bracis-28389 317 77 / / SYM bracis-28389 317 78 a a PRON bracis-28389 317 79 , , PUNCT bracis-28389 317 80 rio rio PROPN bracis-28389 317 81 de de PROPN bracis-28389 317 82 janeiro janeiro PROPN bracis-28389 317 83 , , PUNCT bracis-28389 317 84 brazil brazil PROPN bracis-28389 317 85 . . PUNCT bracis-28389 318 1 author author NOUN bracis-28389 318 2 information information NOUN bracis-28389 318 3 authors author NOUN bracis-28389 318 4 and and CCONJ bracis-28389 318 5 affiliations affiliation NOUN bracis-28389 318 6 research research NOUN bracis-28389 318 7 , , PUNCT bracis-28389 318 8 development development NOUN bracis-28389 318 9 and and CCONJ bracis-28389 318 10 innovation innovation NOUN bracis-28389 318 11 dept dept PROPN bracis-28389 318 12 ( ( PUNCT bracis-28389 318 13 rd rd PROPN bracis-28389 318 14 & & CCONJ bracis-28389 318 15 i i PROPN bracis-28389 318 16 ) ) PUNCT bracis-28389 318 17 , , PUNCT bracis-28389 318 18 radix radix PROPN bracis-28389 318 19 engineering engineering PROPN bracis-28389 318 20 and and CCONJ bracis-28389 318 21 software software NOUN bracis-28389 318 22 development development NOUN bracis-28389 318 23 , , PUNCT bracis-28389 318 24 rio rio PROPN bracis-28389 318 25 de de PROPN bracis-28389 318 26 janeiro janeiro PROPN bracis-28389 318 27 , , PUNCT bracis-28389 318 28 rj rj PROPN bracis-28389 318 29 , , PUNCT bracis-28389 318 30 brazil brazil PROPN bracis-28389 318 31 mauricio mauricio PROPN bracis-28389 318 32 w. w. PROPN bracis-28389 318 33 barg barg PROPN bracis-28389 318 34 , , PUNCT bracis-28389 318 35     SPACE bracis-28389 318 36 barbara barbara PROPN bracis-28389 318 37 s. s. PROPN bracis-28389 318 38 rodrigues rodrigues PROPN bracis-28389 318 39 , , PUNCT bracis-28389 318 40     SPACE bracis-28389 318 41 gabriela gabriela PROPN bracis-28389 318 42 t. t. PROPN bracis-28389 318 43 justino justino PROPN bracis-28389 318 44 , , PUNCT bracis-28389 318 45     SPACE bracis-28389 318 46 kleyton kleyton PROPN bracis-28389 318 47 pontes pons NOUN bracis-28389 318 48 cotta cotta PROPN bracis-28389 318 49 , , PUNCT bracis-28389 318 50     SPACE bracis-28389 318 51 hugo hugo PROPN bracis-28389 318 52 r. r. PROPN bracis-28389 318 53 v. v. PROPN bracis-28389 318 54 portuita portuita PROPN bracis-28389 318 55     SPACE bracis-28389 318 56 & & CCONJ bracis-28389 318 57     SPACE bracis-28389 318 58 flávio flávio NOUN bracis-28389 318 59 l. l. PROPN bracis-28389 318 60 loução loução PROPN bracis-28389 318 61 jr jr PROPN bracis-28389 318 62 . . PROPN bracis-28389 319 1 informatics informatics PROPN bracis-28389 319 2 department department PROPN bracis-28389 319 3 , , PUNCT bracis-28389 319 4 puc puc PROPN bracis-28389 319 5 - - PUNCT bracis-28389 319 6 rj rj PROPN bracis-28389 319 7 , , PUNCT bracis-28389 319 8 rio rio PROPN bracis-28389 319 9 de de PROPN bracis-28389 319 10 janeiro janeiro PROPN bracis-28389 319 11 , , PUNCT bracis-28389 319 12 rj rj PROPN bracis-28389 319 13 , , PUNCT bracis-28389 319 14 brazil brazil PROPN bracis-28389 319 15 mauricio mauricio PROPN bracis-28389 319 16 w. w. PROPN bracis-28389 319 17 barg barg PROPN bracis-28389 319 18 real real ADJ bracis-28389 319 19 time time NOUN bracis-28389 319 20 operation operation NOUN bracis-28389 319 21 , , PUNCT bracis-28389 319 22 isa isa NOUN bracis-28389 319 23 - - ADJ bracis-28389 319 24 cteep cteep ADJ bracis-28389 319 25 , , PUNCT bracis-28389 319 26 jundiaí jundiaí ADJ bracis-28389 319 27 , , PUNCT bracis-28389 319 28 sp sp NOUN bracis-28389 319 29 , , PUNCT bracis-28389 319 30 brazil brazil PROPN bracis-28389 319 31 iran iran PROPN bracis-28389 319 32 pereira pereira PROPN bracis-28389 319 33 abreu abreu PROPN bracis-28389 319 34     SPACE bracis-28389 319 35 & & CCONJ bracis-28389 319 36     SPACE bracis-28389 319 37 antônio antônio PROPN bracis-28389 319 38 carlos carlos PROPN bracis-28389 319 39 pigossi pigossi PROPN bracis-28389 319 40 jr jr PROPN bracis-28389 319 41 . . PROPN bracis-28389 320 1 authors authors PROPN bracis-28389 320 2 mauricio mauricio PROPN bracis-28389 320 3 w. w. PROPN bracis-28389 320 4 bargview bargview PROPN bracis-28389 320 5 author author NOUN bracis-28389 320 6 publications publication NOUN bracis-28389 320 7 search search NOUN bracis-28389 320 8 author author NOUN bracis-28389 320 9 on on ADP bracis-28389 320 10 : : PUNCT bracis-28389 320 11 pubmed pubmed PROPN bracis-28389 320 12     SPACE bracis-28389 320 13 google google PROPN bracis-28389 320 14 scholar scholar PROPN bracis-28389 320 15 barbara barbara PROPN bracis-28389 320 16 s. s. PROPN bracis-28389 320 17 rodriguesview rodriguesview PROPN bracis-28389 320 18 author author NOUN bracis-28389 320 19 publications publication NOUN bracis-28389 320 20 search search NOUN bracis-28389 320 21 author author NOUN bracis-28389 320 22 on on ADP bracis-28389 320 23 : : PUNCT bracis-28389 320 24 pubmed pubmed PROPN bracis-28389 320 25     SPACE bracis-28389 320 26 google google PROPN bracis-28389 320 27 scholar scholar NOUN bracis-28389 320 28 gabriela gabriela PROPN bracis-28389 320 29 t. t. PROPN bracis-28389 320 30 justinoview justinoview PROPN bracis-28389 320 31 author author NOUN bracis-28389 320 32 publications publication NOUN bracis-28389 320 33 search search NOUN bracis-28389 320 34 author author NOUN bracis-28389 320 35 on on ADP bracis-28389 320 36 : : PUNCT bracis-28389 320 37 pubmed pubmed PROPN bracis-28389 320 38     SPACE bracis-28389 320 39 google google PROPN bracis-28389 320 40 scholar scholar PROPN bracis-28389 320 41 kleyton kleyton PROPN bracis-28389 320 42 pontes pontes PROPN bracis-28389 320 43 cottaview cottaview PROPN bracis-28389 320 44 author author NOUN bracis-28389 320 45 publications publication NOUN bracis-28389 320 46 search search NOUN bracis-28389 320 47 author author NOUN bracis-28389 320 48 on on ADP bracis-28389 320 49 : : PUNCT bracis-28389 320 50 pubmed pubmed PROPN bracis-28389 320 51     SPACE bracis-28389 320 52 google google PROPN bracis-28389 320 53 scholar scholar PROPN bracis-28389 320 54 hugo hugo PROPN bracis-28389 320 55 r. r. PROPN bracis-28389 320 56 v. v. PROPN bracis-28389 320 57 portuitaview portuitaview PROPN bracis-28389 320 58 author author NOUN bracis-28389 320 59 publications publication NOUN bracis-28389 320 60 search search NOUN bracis-28389 320 61 author author NOUN bracis-28389 320 62 on on ADP bracis-28389 320 63 : : PUNCT bracis-28389 320 64 pubmed pubmed PROPN bracis-28389 320 65     SPACE bracis-28389 320 66 google google PROPN bracis-28389 320 67 scholar scholar NOUN bracis-28389 320 68 flávio flávio NOUN bracis-28389 320 69 l. l. PROPN bracis-28389 320 70 loução loução PROPN bracis-28389 320 71 jr.view jr.view PROPN bracis-28389 320 72 author author NOUN bracis-28389 320 73 publications publication NOUN bracis-28389 320 74 search search NOUN bracis-28389 320 75 author author NOUN bracis-28389 320 76 on on ADP bracis-28389 320 77 : : PUNCT bracis-28389 320 78 pubmed pubmed PROPN bracis-28389 320 79     SPACE bracis-28389 320 80 google google PROPN bracis-28389 320 81 scholar scholar PROPN bracis-28389 320 82 iran iran PROPN bracis-28389 320 83 pereira pereira PROPN bracis-28389 320 84 abreuview abreuview PROPN bracis-28389 320 85 author author NOUN bracis-28389 320 86 publications publication VERB bracis-28389 320 87 search search NOUN bracis-28389 320 88 author author NOUN bracis-28389 320 89 on on ADP bracis-28389 320 90 : : PUNCT bracis-28389 320 91 pubmed pubmed PROPN bracis-28389 320 92     SPACE bracis-28389 320 93 google google PROPN bracis-28389 320 94 scholar scholar PROPN bracis-28389 320 95 antônio antônio PROPN bracis-28389 320 96 carlos carlos PROPN bracis-28389 320 97 pigossi pigossi PROPN bracis-28389 320 98 jr.view jr.view PROPN bracis-28389 320 99 author author NOUN bracis-28389 320 100 publications publication NOUN bracis-28389 320 101 search search NOUN bracis-28389 320 102 author author NOUN bracis-28389 320 103 on on ADP bracis-28389 320 104 : : PUNCT bracis-28389 320 105 pubmed pubmed PROPN bracis-28389 320 106     SPACE bracis-28389 320 107 google google PROPN bracis-28389 320 108 scholar scholar NOUN bracis-28389 320 109 corresponding correspond VERB bracis-28389 320 110 author author NOUN bracis-28389 320 111 correspondence correspondence NOUN bracis-28389 320 112 to to PART bracis-28389 320 113 gabriela gabriela PROPN bracis-28389 320 114 t. t. PROPN bracis-28389 320 115 justino justino PROPN bracis-28389 320 116 . . PUNCT bracis-28389 321 1 editor editor NOUN bracis-28389 321 2 information information NOUN bracis-28389 321 3 editors editor NOUN bracis-28389 321 4 and and CCONJ bracis-28389 321 5 affiliations affiliation NOUN bracis-28389 321 6 federal federal PROPN bracis-28389 321 7 university university PROPN bracis-28389 321 8 of of ADP bracis-28389 321 9 são são PROPN bracis-28389 321 10 carlos carlos PROPN bracis-28389 321 11 , , PUNCT bracis-28389 321 12 são são PROPN bracis-28389 321 13 carlos carlos PROPN bracis-28389 321 14 , , PUNCT bracis-28389 321 15 brazil brazil PROPN bracis-28389 321 16 murilo murilo PROPN bracis-28389 321 17 c. c. PROPN bracis-28389 321 18 naldi naldi PROPN bracis-28389 321 19 centro centro PROPN bracis-28389 321 20 universitario universitario PROPN bracis-28389 321 21 da da PROPN bracis-28389 321 22 fei fei PROPN bracis-28389 321 23 , , PUNCT bracis-28389 321 24 são são PROPN bracis-28389 321 25 bernardo bernardo PROPN bracis-28389 321 26 do do AUX bracis-28389 321 27 campo campo PROPN bracis-28389 321 28 , , PUNCT bracis-28389 321 29 brazil brazil PROPN bracis-28389 321 30 reinaldo reinaldo PROPN bracis-28389 321 31 a. a. PROPN bracis-28389 321 32 c. c. PROPN bracis-28389 321 33 bianchi bianchi PROPN bracis-28389 321 34 rights right NOUN bracis-28389 321 35 and and CCONJ bracis-28389 321 36 permissions permission NOUN bracis-28389 321 37 reprints reprint NOUN bracis-28389 321 38 and and CCONJ bracis-28389 321 39 permissions permission VERB bracis-28389 321 40 copyright copyright NOUN bracis-28389 321 41 information information NOUN bracis-28389 321 42 © © ADP bracis-28389 321 43 2023 2023 NUM bracis-28389 321 44 the the DET bracis-28389 321 45 author(s author(s NOUN bracis-28389 321 46 ) ) PUNCT bracis-28389 321 47 , , PUNCT bracis-28389 321 48 under under ADP bracis-28389 321 49 exclusive exclusive ADJ bracis-28389 321 50 license license NOUN bracis-28389 321 51 to to ADP bracis-28389 321 52 springer springer NOUN bracis-28389 321 53 nature nature PROPN bracis-28389 321 54 switzerland switzerland PROPN bracis-28389 321 55 ag ag PROPN bracis-28389 321 56 about about ADP bracis-28389 321 57 this this DET bracis-28389 321 58 paper paper NOUN bracis-28389 321 59 cite cite VERB bracis-28389 321 60 this this DET bracis-28389 321 61 paper paper NOUN bracis-28389 321 62 barg barg NOUN bracis-28389 321 63 , , PUNCT bracis-28389 321 64 m.w m.w PROPN bracis-28389 321 65 . . PROPN bracis-28389 321 66 et et PROPN bracis-28389 321 67 al al PROPN bracis-28389 321 68 . . PROPN bracis-28389 322 1 ( ( PUNCT bracis-28389 322 2 2023 2023 NUM bracis-28389 322 3 ) ) PUNCT bracis-28389 322 4 . . PUNCT bracis-28389 323 1 deep deep ADJ bracis-28389 323 2 reinforcement reinforcement NOUN bracis-28389 323 3 learning learning NOUN bracis-28389 323 4 for for ADP bracis-28389 323 5     SPACE bracis-28389 323 6 voltage voltage NOUN bracis-28389 323 7 control control NOUN bracis-28389 323 8 in in ADP bracis-28389 323 9     SPACE bracis-28389 323 10 power power NOUN bracis-28389 323 11 systems system NOUN bracis-28389 323 12 . . PUNCT bracis-28389 324 1 in in ADP bracis-28389 324 2 : : PUNCT bracis-28389 324 3 naldi naldi PROPN bracis-28389 324 4 , , PUNCT bracis-28389 324 5 m.c m.c PROPN bracis-28389 324 6 . . PROPN bracis-28389 324 7 , , PUNCT bracis-28389 324 8 bianchi bianchi PROPN bracis-28389 324 9 , , PUNCT bracis-28389 324 10 r.a.c r.a.c ADP bracis-28389 324 11 . . PUNCT bracis-28389 324 12 ( ( PUNCT bracis-28389 324 13 eds ed NOUN bracis-28389 324 14 ) ) PUNCT bracis-28389 324 15 intelligent intelligent ADJ bracis-28389 324 16 systems system NOUN bracis-28389 324 17 . . PUNCT bracis-28389 325 1 bracis bracis PROPN bracis-28389 325 2 2023 2023 NUM bracis-28389 325 3 . . PUNCT bracis-28389 326 1 lecture lecture NOUN bracis-28389 326 2 notes note NOUN bracis-28389 326 3 in in ADP bracis-28389 326 4 computer computer NOUN bracis-28389 326 5 science science NOUN bracis-28389 326 6 ( ( PUNCT bracis-28389 326 7 ) ) PUNCT bracis-28389 326 8 , , PUNCT bracis-28389 326 9 vol vol NOUN bracis-28389 326 10 14196 14196 NUM bracis-28389 326 11 . . PUNCT bracis-28389 327 1 springer springer NOUN bracis-28389 327 2 , , PUNCT bracis-28389 327 3 cham cham PROPN bracis-28389 327 4 . . PUNCT bracis-28389 328 1 https://doi.org/10.1007/978-3-031-45389-2_15 https://doi.org/10.1007/978-3-031-45389-2_15 PROPN bracis-28389 328 2 download download NOUN bracis-28389 328 3 citation citation NOUN bracis-28389 328 4 .ris .ris PUNCT bracis-28389 329 1 .enw .enw PROPN bracis-28389 329 2 .bib .bib PUNCT bracis-28389 330 1 doi doi PROPN bracis-28389 330 2 : : PUNCT bracis-28389 330 3 https://doi.org/10.1007/978-3-031-45389-2_15 https://doi.org/10.1007/978-3-031-45389-2_15 PROPN bracis-28389 330 4 published publish VERB bracis-28389 330 5 : : PUNCT bracis-28389 330 6 12 12 NUM bracis-28389 330 7 october october PROPN bracis-28389 330 8 2023 2023 NUM bracis-28389 330 9 publisher publisher NOUN bracis-28389 330 10 name name NOUN bracis-28389 330 11 : : PUNCT bracis-28389 330 12 springer springer NOUN bracis-28389 330 13 , , PUNCT bracis-28389 330 14 cham cham PROPN bracis-28389 330 15 print print PROPN bracis-28389 330 16 isbn isbn PROPN bracis-28389 330 17 : : PUNCT bracis-28389 330 18 978 978 NUM bracis-28389 330 19 - - SYM bracis-28389 330 20 3 3 NUM bracis-28389 330 21 - - PUNCT bracis-28389 330 22 031 031 NUM bracis-28389 330 23 - - PUNCT bracis-28389 330 24 45388 45388 NUM bracis-28389 330 25 - - SYM bracis-28389 330 26 5 5 NUM bracis-28389 330 27 online online ADJ bracis-28389 330 28 isbn isbn NOUN bracis-28389 330 29 : : PUNCT bracis-28389 330 30 978 978 NUM bracis-28389 330 31 - - SYM bracis-28389 330 32 3 3 NUM bracis-28389 330 33 - - PUNCT bracis-28389 330 34 031 031 NUM bracis-28389 330 35 - - PUNCT bracis-28389 330 36 45389 45389 NUM bracis-28389 330 37 - - SYM bracis-28389 330 38 2 2 NUM bracis-28389 330 39 ebook ebook NOUN bracis-28389 330 40 packages package NOUN bracis-28389 330 41 : : PUNCT bracis-28389 330 42 computer computer NOUN bracis-28389 330 43 sciencecomputer sciencecomputer NOUN bracis-28389 330 44 science science NOUN bracis-28389 330 45 ( ( PUNCT bracis-28389 330 46 r0 r0 NOUN bracis-28389 330 47 ) ) PUNCT bracis-28389 330 48 share share VERB bracis-28389 330 49 this this DET bracis-28389 330 50 paper paper NOUN bracis-28389 330 51 anyone anyone PRON bracis-28389 330 52 you you PRON bracis-28389 330 53 share share VERB bracis-28389 330 54 the the DET bracis-28389 330 55 following follow VERB bracis-28389 330 56 link link NOUN bracis-28389 330 57 with with ADP bracis-28389 330 58 will will AUX bracis-28389 330 59 be be AUX bracis-28389 330 60 able able ADJ bracis-28389 330 61 to to PART bracis-28389 330 62 read read VERB bracis-28389 330 63 this this DET bracis-28389 330 64 content content NOUN bracis-28389 330 65 : : PUNCT bracis-28389 330 66 get get VERB bracis-28389 330 67 shareable shareable ADJ bracis-28389 330 68 linksorry linksorry NOUN bracis-28389 330 69 , , PUNCT bracis-28389 330 70 a a DET bracis-28389 330 71 shareable shareable ADJ bracis-28389 330 72 link link NOUN bracis-28389 330 73 is be AUX bracis-28389 330 74 not not PART bracis-28389 330 75 currently currently ADV bracis-28389 330 76 available available ADJ bracis-28389 330 77 for for ADP bracis-28389 330 78 this this DET bracis-28389 330 79 article article NOUN bracis-28389 330 80 . . PUNCT bracis-28389 331 1 copy copy VERB bracis-28389 331 2 shareable shareable ADJ bracis-28389 331 3 link link NOUN bracis-28389 331 4 to to PART bracis-28389 331 5 clipboard clipboard NOUN bracis-28389 331 6 provided provide VERB bracis-28389 331 7 by by ADP bracis-28389 331 8 the the DET bracis-28389 331 9 springer springer NOUN bracis-28389 331 10 nature nature PROPN bracis-28389 331 11 sharedit sharedit PROPN bracis-28389 331 12 content content NOUN bracis-28389 331 13 - - PUNCT bracis-28389 331 14 sharing share VERB bracis-28389 331 15 initiative initiative NOUN bracis-28389 331 16 keywords keyword NOUN bracis-28389 331 17 voltage voltage VERB bracis-28389 331 18 control control NOUN bracis-28389 331 19 deep deep ADJ bracis-28389 331 20 reinforcement reinforcement NOUN bracis-28389 331 21 learning learn VERB bracis-28389 331 22 ensemble ensemble ADJ bracis-28389 331 23 learning learning NOUN bracis-28389 331 24 publish publish VERB bracis-28389 331 25 with with ADP bracis-28389 331 26 us us PROPN bracis-28389 331 27 policies policy NOUN bracis-28389 331 28 and and CCONJ bracis-28389 331 29 ethics ethic NOUN bracis-28389 331 30 search search NOUN bracis-28389 331 31 search search NOUN bracis-28389 331 32 by by ADP bracis-28389 331 33 keyword keyword NOUN bracis-28389 331 34 or or CCONJ bracis-28389 331 35 author author NOUN bracis-28389 331 36 search search NOUN bracis-28389 331 37 navigation navigation NOUN bracis-28389 331 38 find find VERB bracis-28389 331 39 a a DET bracis-28389 331 40 journal journal NOUN bracis-28389 331 41 publish publish VERB bracis-28389 331 42 with with ADP bracis-28389 331 43 us we PRON bracis-28389 331 44 track track VERB bracis-28389 331 45 your your PRON bracis-28389 331 46 research research NOUN bracis-28389 331 47 discover discover VERB bracis-28389 331 48 content content NOUN bracis-28389 331 49 journals journal NOUN bracis-28389 331 50 a a DET bracis-28389 331 51 - - PUNCT bracis-28389 331 52 z z NOUN bracis-28389 331 53 books book NOUN bracis-28389 331 54 a a DET bracis-28389 331 55 - - PUNCT bracis-28389 331 56 z z NOUN bracis-28389 331 57 publish publish NOUN bracis-28389 331 58 with with ADP bracis-28389 331 59 us us PROPN bracis-28389 331 60 journal journal PROPN bracis-28389 331 61 finder finder PROPN bracis-28389 331 62 publish publish VERB bracis-28389 331 63 your your PRON bracis-28389 331 64 research research NOUN bracis-28389 331 65 language language NOUN bracis-28389 331 66 editing edit VERB bracis-28389 331 67 open open ADJ bracis-28389 331 68 access access NOUN bracis-28389 331 69 publishing publishing NOUN bracis-28389 331 70 products product NOUN bracis-28389 331 71 and and CCONJ bracis-28389 331 72 services service NOUN bracis-28389 331 73 our our PRON bracis-28389 331 74 products product NOUN bracis-28389 331 75 librarians librarian VERB bracis-28389 331 76 societies society NOUN bracis-28389 331 77 partners partner NOUN bracis-28389 331 78 and and CCONJ bracis-28389 331 79 advertisers advertiser NOUN bracis-28389 331 80 our our PRON bracis-28389 331 81 brands brand NOUN bracis-28389 331 82 springer springer NOUN bracis-28389 331 83 nature nature PROPN bracis-28389 331 84 portfolio portfolio PROPN bracis-28389 331 85 bmc bmc PROPN bracis-28389 331 86 palgrave palgrave PROPN bracis-28389 331 87 macmillan macmillan PROPN bracis-28389 331 88 apress apress PROPN bracis-28389 331 89 discover discover VERB bracis-28389 331 90 your your PRON bracis-28389 331 91 privacy privacy NOUN bracis-28389 331 92 choices choice NOUN bracis-28389 331 93 / / SYM bracis-28389 331 94 manage manage NOUN bracis-28389 331 95 cookies cookie NOUN bracis-28389 331 96 your your PRON bracis-28389 331 97 us us PROPN bracis-28389 332 1 state state NOUN bracis-28389 332 2 privacy privacy NOUN bracis-28389 332 3 rights right NOUN bracis-28389 332 4 accessibility accessibility NOUN bracis-28389 332 5 statement statement NOUN bracis-28389 332 6 terms term NOUN bracis-28389 332 7 and and CCONJ bracis-28389 332 8 conditions condition NOUN bracis-28389 332 9 privacy privacy NOUN bracis-28389 332 10 policy policy NOUN bracis-28389 332 11 help help NOUN bracis-28389 332 12 and and CCONJ bracis-28389 332 13 support support VERB bracis-28389 332 14 legal legal ADJ bracis-28389 332 15 notice notice NOUN bracis-28389 332 16 cancel cancel VERB bracis-28389 332 17 contracts contract NOUN bracis-28389 332 18 here here ADV bracis-28389 332 19 129.74.145.123 129.74.145.123 NUM bracis-28389 332 20 hesburgh hesburgh PROPN bracis-28389 332 21 library library PROPN bracis-28389 332 22 er er INTJ bracis-28389 332 23 unit unit NOUN bracis-28389 332 24 ( ( PUNCT bracis-28389 332 25 3005732405 3005732405 NUM bracis-28389 332 26 ) ) PUNCT bracis-28389 332 27 northeast northeast ADJ bracis-28389 332 28 research research NOUN bracis-28389 332 29 libraries library NOUN bracis-28389 332 30 ( ( PUNCT bracis-28389 332 31 nerl nerl PROPN bracis-28389 332 32 ) ) PUNCT bracis-28389 332 33 ( ( PUNCT bracis-28389 332 34 8200828607 8200828607 NUM bracis-28389 332 35 ) ) PUNCT bracis-28389 332 36 nerl nerl VERB bracis-28389 332 37 ta ta X bracis-28389 332 38 account account NOUN bracis-28389 332 39 ( ( PUNCT bracis-28389 332 40 3006206169 3006206169 NUM bracis-28389 332 41 ) ) PUNCT bracis-28389 332 42 university university NOUN bracis-28389 332 43 of of ADP bracis-28389 332 44 notre notre PROPN bracis-28389 332 45 dame dame PROPN bracis-28389 332 46 hesburgh hesburgh PROPN bracis-28389 332 47 library library NOUN bracis-28389 332 48 ( ( PUNCT bracis-28389 332 49 3000184373 3000184373 NUM bracis-28389 332 50 ) ) PUNCT bracis-28389 333 1 © © ADP bracis-28389 333 2 2025 2025 NUM bracis-28389 333 3 springer springer NOUN bracis-28389 333 4 nature nature NOUN