Large-scale unit commitment under uncertainty: an updated literature survey

The Unit Commitment problem in energy management aims at finding the optimal production schedule of a set of generation units, while meeting various system-wide constraints. It has always been a large-scale, non-convex, difficult problem, especially in view of the fact that, due to operational requi...

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Bibliographic Details
Published inAnnals of operations research Vol. 271; no. 1; pp. 11 - 85
Main Authors van Ackooij, W., Danti Lopez, I., Frangioni, A., Lacalandra, F., Tahanan, M.
Format Journal Article
LanguageEnglish
Published New York Springer US 01.12.2018
Springer
Springer Nature B.V
Subjects
Business and Management
Combinatorics
Energy management
Literature reviews
Mathematical models
Mathematical programming
Methods
Operations research
Operations Research/Decision Theory
Robustness (mathematics)
SI: 4OR Surveys
Studies
Theory of Computation
Uncertainty
Unit commitment
Uncertainty
Survey
Large-scale optimization
Unit commitment
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Abstract The Unit Commitment problem in energy management aims at finding the optimal production schedule of a set of generation units, while meeting various system-wide constraints. It has always been a large-scale, non-convex, difficult problem, especially in view of the fact that, due to operational requirements, it has to be solved in an unreasonably small time for its size. Recently, growing renewable energy shares have strongly increased the level of uncertainty in the system, making the (ideal) Unit Commitment model a large-scale, non-convex and uncertain (stochastic, robust, chance-constrained) program. We provide a survey of the literature on methods for the Uncertain Unit Commitment problem, in all its variants. We start with a review of the main contributions on solution methods for the deterministic versions of the problem, focussing on those based on mathematical programming techniques that are more relevant for the uncertain versions of the problem. We then present and categorize the approaches to the latter, while providing entry points to the relevant literature on optimization under uncertainty. This is an updated version of the paper “Large-scale Unit Commitment under uncertainty: a literature survey” that appeared in 4OR 13(2):115–171 ( 2015 ); this version has over 170 more citations, most of which appeared in the last 3 years, proving how fast the literature on uncertain Unit Commitment evolves, and therefore the interest in this subject.
AbstractList The Unit Commitment problem in energy management aims at finding the optimal production schedule of a set of generation units, while meeting various system-wide constraints. It has always been a large-scale, non-convex, difficult problem, especially in view of the fact that, due to operational requirements, it has to be solved in an unreasonably small time for its size. Recently, growing renewable energy shares have strongly increased the level of uncertainty in the system, making the (ideal) Unit Commitment model a large-scale, non-convex and uncertain (stochastic, robust, chance-constrained) program. We provide a survey of the literature on methods for the Uncertain Unit Commitment problem, in all its variants. We start with a review of the main contributions on solution methods for the deterministic versions of the problem, focussing on those based on mathematical programming techniques that are more relevant for the uncertain versions of the problem. We then present and categorize the approaches to the latter, while providing entry points to the relevant literature on optimization under uncertainty. This is an updated version of the paper “Large-scale Unit Commitment under uncertainty: a literature survey” that appeared in 4OR 13(2):115–171 (2015); this version has over 170 more citations, most of which appeared in the last 3 years, proving how fast the literature on uncertain Unit Commitment evolves, and therefore the interest in this subject.
The Unit Commitment problem in energy management aims at finding the optimal production schedule of a set of generation units, while meeting various system-wide constraints. It has always been a large-scale, non-convex, difficult problem, especially in view of the fact that, due to operational requirements, it has to be solved in an unreasonably small time for its size. Recently, growing renewable energy shares have strongly increased the level of uncertainty in the system, making the (ideal) Unit Commitment model a large-scale, non-convex and uncertain (stochastic, robust, chance-constrained) program. We provide a survey of the literature on methods for the Uncertain Unit Commitment problem, in all its variants. We start with a review of the main contributions on solution methods for the deterministic versions of the problem, focussing on those based on mathematical programming techniques that are more relevant for the uncertain versions of the problem. We then present and categorize the approaches to the latter, while providing entry points to the relevant literature on optimization under uncertainty. This is an updated version of the paper "Large-scale Unit Commitment under uncertainty: a literature survey" that appeared in 4OR 13(2):115-171 (2015 (See CR488)); this version has over 170 more citations, most of which appeared in the last 3 years, proving how fast the literature on uncertain Unit Commitment evolves, and therefore the interest in this subject.
The Unit Commitment problem in energy management aims at finding the optimal production schedule of a set of generation units, while meeting various system-wide constraints. It has always been a large-scale, non-convex, difficult problem, especially in view of the fact that, due to operational requirements, it has to be solved in an unreasonably small time for its size. Recently, growing renewable energy shares have strongly increased the level of uncertainty in the system, making the (ideal) Unit Commitment model a large-scale, non-convex and uncertain (stochastic, robust, chance-constrained) program. We provide a survey of the literature on methods for the Uncertain Unit Commitment problem, in all its variants. We start with a review of the main contributions on solution methods for the deterministic versions of the problem, focussing on those based on mathematical programming techniques that are more relevant for the uncertain versions of the problem. We then present and categorize the approaches to the latter, while providing entry points to the relevant literature on optimization under uncertainty. This is an updated version of the paper “Large-scale Unit Commitment under uncertainty: a literature survey” that appeared in 4OR 13(2):115–171 ( 2015 ); this version has over 170 more citations, most of which appeared in the last 3 years, proving how fast the literature on uncertain Unit Commitment evolves, and therefore the interest in this subject.
Audience Academic
Author Tahanan, M.
Danti Lopez, I.
van Ackooij, W.
Frangioni, A.
Lacalandra, F.
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Sifuentes, Vargas (CR475) 2007; 22
CR168
de la Torre, Arroyo, Conejo, Contreras (CR137) 2002; 17
CR166
Hara, Kimura, Honda (CR228) 1966; PAS–85
El Ghaoui, Lebret (CR163) 2006; 18
CR167
Snyder, Powell, Rayburn (CR480) 1987; 2
Gabriel, Conejo, Fuller, Hobbs, Ruiz (CR200) 2013
CR165
Li, Johnson, Svoboda (CR301) 1997; 12
Wong, Wong (CR555) 1994; 141
Ruszczyński (CR436) 1995; 20
Rockafellar, Uryas’ev (CR427) 2002; 26
Bond, Fox (CR81) 1986; 133
Frangioni (CR189) 2005; 139
Pang, Sheble, Albuyeh (CR389) 1981; PAS–100
CR261
Ahmadi-Khatir, Bozorg, Cherkaoui (CR9) 2013; 28
Kuloor, Hope, Malik (CR282) 1992; 139
An, Zeng (CR15) 2015; 30
Ostrowski, Wang, Liu (CR379) 2012; 27
CR380
Frangioni, Gentile (CR190) 2006; 106
Rahmaniani, Crainic, Gendreau, Rei (CR412) 2017; 259
Annakkage, Numnonda, Pahalawaththa (CR18) 1995; 142
Rockafellar, Uryas’ev (CR426) 2000; 2
Lin, Cheng, Tsay (CR308) 2002; 17
CR377
Outrata (CR381) 1990; 34
Louveaux, Schultz (CR315) 2003
CR496
van Ackooij, Frangioni, de Oliveira (CR521) 2016; 65
CR494
Yu, Luh, Litvinov, Zheng, Zhao, Zhao (CR575) 2015; 6
Jabr, Rebennack, Pardalos, Pereira, Iliadis (CR258) 2010
Li, Lawarree, Liu, Rebennack, Pardalos, Pereira, Iliadis (CR302) 2010
Padhy (CR385) 2004; 19
Batut, Renaud (CR45) 1992; 7
Lemaréchal (CR294) 1975; 3
Steber, Pruckner, Schlund, Bazan, German (CR483) 2018; 33
CR152
Muñoz, Sánchez Úbeda, Cruz, Marín, Rebennack, Pardalos, Pereira, Iliadis (CR353) 2010
CR394
Shahidehpour, Yamin, Li (CR462) 2002
CR391
CR390
Ben-Tal, Goryashko, Guslitzer, Nemirovski (CR53) 2003; 99
CR149
Lavaei, Low (CR287) 2012; 27
Arroyo, Conejo (CR27) 2000; 15
Song, Luedtke (CR481) 2015; 25
CR147
Wang, Hobbs (CR541) 2016; 31
Le, Jackups, Feinstein, Griffith (CR288) 1990; 5
Dubost, Gonzalez, Lemaréchal (CR154) 2005; 104
Corchero, Mijangos, Heredia (CR126) 2013; 21
Duo, Sasaki, Nagata, Fujita (CR155) 1999; 51
Zhu (CR595) 2009
Habibollahzadeh, Bubenko (CR225) 1986; 1
Zhao, Wang, Watson, Guan (CR589) 2013; 28
CR361
de Oliveira, Sagastizábal (CR138) 2014; 29
Römisch, Schultz (CR430) 1993; 18
Ben-Tal, Nemirovski (CR56) 2000; 88
Ruiz, Philbrick, Zak, Cheung, Sauer (CR434) 2009; 24
Fisher, O’Neill, Ferris (CR183) 2008; 23
Soroudi, Rabiee, Keane (CR482) 2017; 26
CR357
CR237
CR233
CR354
Lyon, Zhang, Hedman (CR324) 2016; 136
Sheble, Fahd (CR465) 1994; 9
Zhou, Xia, Li, Han (CR594) 2014; 63
Dantzig, Wolfe (CR133) 1960; 8
CR238
Yang, Zhang, Jian, Meng, Xu, Dong (CR573) 2017; 187
Attouch, Bolte, Redont, Soubeyran (CR32) 2010; 35
Kaibel, Peinhardt, Pfetsch (CR269) 2011; 8
Asensio, Contreras (CR29) 2016; 7
Siu, Nash, Shawwash (CR479) 2001; 16
Harris (CR229) 2011
Shi, Oren (CR470) 2018; 33
Wu, Shahidehpour, Li (CR564) 2012; 27
Birge, Louveaux (CR78) 1997
Fu, Shahidehpour, Li (CR199) 2005; 20
Zhang, Luh, Zhang (CR583) 1999; 14
CR127
CR248
CR366
CR487
Zheng, Wang, Liu (CR593) 2015; 30
CR120
Bienstock, Chertkov, Harnett (CR73) 2014; 56
Sherali, Adams (CR468) 1998
Suazo-Martinez, Pereira-Bonvallet, Palma-Behnke, Zhang (CR485) 2014; 5
Minoux (CR334) 2014; 48
Anders (CR16) 1981; PAS–100
CR129
Zareipour, Sorokin, Rebennack, Pardalos, Iliadis, Pereira (CR580) 2012
Farhat, El-Hawary (CR170) 2009; 79
Read, Rebennack, Pardalos, Pereira, Iliadis (CR419) 2010
de Oliveira, Sagastizábal, Scheimberg (CR140) 2011; 21
Conejo, Contreras, Arroyo, de la Torre (CR122) 2002; 17
Finardi, Da Silva (CR180) 2006; 21
Price (CR411) 2007; 22
Wu (CR561) 2011; 26
Carpentier, Cohen, Culioli, Renaud (CR101) 1996; 11
Pereira, Pinto (CR401) 1983; PAS–102
CR577
CR457
Hsu, Su, Lin, Huang (CR252) 1991; 6
CR210
Makkonen, Lahdelma (CR327) 2006; 171
CR450
CR451
Huang, Yang, Huang (CR253) 1998; 13
Tseng, Li, Oren (CR501) 2000; 105
Dempe, Kalashnikov, Pérez-Valdés, Kalashnykova (CR143) 2015
CR216
CR579
Bellman, Dreyfus (CR47) 1962
CR591
Kort, Bertsekas (CR281) 1972; 1972
CR467
CR105
CR100
CR582
CR227
CR348
Tahanan, van Ackooij, Frangioni, Lacalandra (CR488) 2015; 13
CR107
Ela, Gevorgian, Tuohy, Kirby, Milligan, O’Malley (CR162) 2014; 29
Gjengedal (CR209) 1996; 11
Demartini, De Simone, Granelli, Montagna, Robo (CR141) 1998; 13
Triki, Conejo, Garcés, Bertocchi, Consigli, Dempster (CR499) 2011
Yu, Sparrow, Bowen, Smardo (CR576) 2000; 20
Nowak, Römisch (CR367) 2000; 100
Palamarchuk, Sorokin, Rebennack, Pardalos, Iliadis, Pereira (CR386) 2012
Sahebi, Hosseini (CR442) 2014; 56
Bouffard, Galiana (CR87) 2008; 23
Adam, Branda (CR2) 2016; 170
CR435
Feizollahi, Costley, Ahmed, Grijalva (CR174) 2015; 73
Takriti, Birge (CR491) 2000; 15
Ruszczyński, Ruszczyński, Shapiro (CR437) 2003
Rajan, Mohan (CR413) 2004; 19
Henrion, Möller (CR241) 2012; 37
Garver (CR202) 1962; 81
Gotzes, Heitsch, Henrion, Schultz (CR213) 2016; 84
CR317
CR438
CR439
Zhang, Wang, Zeng, Hu (CR585) 2017; 32
Chandrasekaran, Simon (CR108) 2012; 5
Sharaf, Berg (CR463) 1982; 129
Bertsimas, Litvinov, Sun, Zhao, Zheng (CR69) 2013; 28
Jabr (CR259) 2012; 6
Heitsch, Römisch, Bertocchi, Consigli, Dempster (CR236) 2011
Sauma, Jerardino, Barria, Marambio, Brugman, Mejia, Sorokin, Rebennack, Pardalos, Iliadis, Pereira (CR453) 2012
Anstine, Burke, Casey, Holgate, John, Stewart (CR19) 1963; 82
CR570
Ye, Li (CR574) 2016; 31
van Ackooij, Henrion (CR522) 2014; 24
CR567
CR443
Aoki, Itoh, Satoh, Narah, Kanezashi (CR21) 1989; 4
CR321
Borghetti, D’Ambrosio, Lodi, Martello (CR83) 2008; 23
CR329
Kazemzadeh, Ryan, Hamzeei (CR272) 2017; To Appear
Kall, Mayer (CR271) 2005
Lemaréchal, Renaud (CR297) 2001; 90
Römisch (CR428) 2003
Salam, Nor, Hamdan (CR446) 1998; 13
Daniildis, Lemaréchal (CR131) 2005; 104
Piekutowki, Litwinowcz, Frowd (CR403) 1994; 9
Nemirovski, Shapiro (CR358) 2006; 17
Liang, Kang (CR307) 2000; 147
Liu, Küçükyavuz, Luedtke (CR313) 2016; 157
Wang, Wang, Wu (CR546) 2005; 20
Wang, Shahidehpour, Li (CR544) 2008; 23
Dasgupta, McGregor (CR134) 1994; 141
Minoux (CR333) 2009; 4
CR531
CR532
Kelley (CR273) 1960; 8
CR530
Siahkali, Vakilian (CR474) 2010; 80
Wu (CR560) 2013; 28
Anderson, Philpott (CR17) 2002; 27
Cohen, Wan (CR117) 1987; 2
Ouyang, Shahidehpour (CR382) 1991; 6
Chandrasekaran, Simon (CR109) 2012; 43
CR418
CR416
CR537
Catalão, Mariano, Mendes, Ferreira (CR103) 2006; 76
Gooi, Mendes, Bell, Kirschen (CR212) 1999; 14
Lee, Liu, Mehrotra, Shahidehpour (CR289) 2014; 29
Nesterov (CR360) 2009; 120
Papavasilou, Oren, Rountree (CR395) 2015; 30
Arroyo, Conejo (CR28) 2004; 19
Guignard (CR221) 2003; 11
Sagastizábal (CR441) 2012; 134
van Ackooij, Henrion (CR523) 2017; 5
Yang, Chen (CR572) 1989; 4
Vucetic, Tomsovic, Obradovic (CR538) 2001; 16
de Oliveira, Sagastizábal, Lemaréchal (CR139) 2014; 148
Morales-España, Latorre, Ramos (CR344) 2013; 28
Keyhani, Marwali, Dai (CR275) 2010
Prékopa (CR408) 1995
Ni, Luh, Rourke (CR363) 2004; 19
Gill, Murray, Wright (CR208) 1982
Henrion, Küchler, Römisch (CR240) 2009; 43
Wu, Shahidehpour, Li (CR563) 2007; 22
Zymler, Kuhn, Rustem (CR599) 2013; 137
Momoh, Adapa, El-Hawary (CR338) 1999; 14
Nayak, Sharma (CR356) 2000; 26
Liu, Wang, Ostrowski (CR311) 2012; 27
Sheble, Maifeld, Brittig, Fahd, Fukurozaki-Coppinger (CR466) 1996; 18
Luenberger, Ye (CR320) 2010
Ostrowski, Anjos, Vannelli (CR374) 2015; 150
Restrepo, Galiana (CR422) 2005; 20
van Ackooij, de Oliveira (CR516) 2016; 65
Calafiore, El Ghaoui (CR94) 2006; 130
Römisch, Schultz (CR431) 1996; 3
van Ackooij (CR512) 2017; 5
CR519
CR517
CR515
Restrepo, Galiana (CR423) 2011; 26
CR513
CR514
CR4
CR3
Ferreira (CR177) 1994; 9
Wang, Shahidehpour, Kirschen, Mokhtari, Irisarri (CR550) 1995; 10
CR5
Büsing, D’Andreagiovanni (CR91) 2012
Zhai, Li, Lei, Guan (CR581) 2017; 32
Ben-Tal, Nemirovski (CR55) 1999; 25
Tumuluru, Huang, Tsang (CR503) 2014; 57
Momoh, Adapa, El-Hawary (CR339) 1999; 14
Dentcheva, Römisch, Marti, Kall (CR145) 1998
Morales-España, Ramírez-Elizondo, Hobbs (CR346) 2017; 191
Conejo, Prieto (CR124) 2001; 9
Bertsekas, Lauer, Sandell-Jr, Posbergh (CR64) 1983; 28
Bertsekas (CR66) 2005
Morales, Conejo, Pérez-Ruiz (CR341) 2009; 24
Nogales, Contreras, Conejo, Espínola (CR365) 2002; 17
CR527
CR525
Wallace, Fleten, Ruszczynski, Shapiro (CR539) 2003
Kocuk, Dey, Sun (CR278) 2017; 32
Marchand, Gendreau, Blais, Emiel (CR330) 2018; 33
Ostrowski, Wang (CR378) 2012; 63
Parrilla, García-González (CR396) 2006; 28
Bandi, Bertsimas (CR41) 2012; 134
Zaourar, Malick (CR578) 2013; 78
Morales-España, Latorre, Ramos (CR343) 2013; 28
Leveque (CR300) 2002
Frangioni, Gentile, Lacalandra (CR195) 2011; 33
Dempe, Dutta (CR142) 2012; 131
Conejo, Nogales, Arroyo (CR123) 2002; 17
Finardi, Scuzziato (CR179) 2014; 107
Eichhorn, Heitsch, Römisch, Rebennack, Pardalos, Pereira, Iliadis (CR160) 2010
Bertsekas (CR67) 2012
Hreinsson, Vrakopoulou, Andersson (CR251) 2015; 72
Wang, Watson, Guan (CR549) 2013; 28
Pozo, Contreras, Sauma (CR407) 2014; 29
Diniz, Henrion (CR151) 2017; 8
Fotuhi-Firuzabad, Billinton (CR187) 2000; 56
Guigues (CR223) 2009; 10
Jiang, Wang, Zhang, Guan (CR264) 2013; 28
Nowak, Schultz, Westphalen (CR368) 2005; 6
Wu, Zeng, Zhang, Zhou (CR566) 2016; 31
Oren, Svoboda, Johnson (CR372) 1997; 5
Nürnberg, Römisch (CR369) 2003; 3
Zhao, Guan (CR588) 2016; 31
Ela, Gevorgian, Tuohy, Kirby, Milligan, O’Malley (CR161) 2014; 29
Xiong, Jirutitijaroen, Singh (CR568) 2017; 32
Wang, Guan, Wang (CR548) 2012; 27
Rajan, Selvi, Kumudini Devi (CR415) 2012; 76
Jabr (CR2
B Kocuk (3003_CR279) 2016; 64
A Prékopa (3003_CR409) 2003
SW Wallace (3003_CR539) 2003
MP Walsh (3003_CR540) 1997; 12
Y Al-Kalaani (3003_CR11) 1996; 11
A Street (3003_CR484) 2011; 26
JF Bonnans (3003_CR82) 2006
W Sifuentes (3003_CR476) 2007; 29
HD Sherali (3003_CR468) 1998
3003_CR86
Y Fu (3003_CR197) 2013; 28
C Lemaréchal (3003_CR295) 2001
C Liu (3003_CR310) 2012; 27
C Wang (3003_CR542) 2016; 31
3003_CR84
Werner Römisch (3003_CR428) 2003
W Ackooij van (3003_CR511) 2015; 64
C Harris (3003_CR229) 2011
J Warrington (3003_CR552) 2013; 28
T Shiina (3003_CR472) 2004; 11
E Sauma (3003_CR453) 2012
W Ackooij van (3003_CR523) 2017; 5
JM Arroyo (3003_CR27) 2000; 15
C Liu (3003_CR309) 2010; 25
NP Padhy (3003_CR385) 2004; 19
Takayuki Shiina (3003_CR473) 2016
A Prékopa (3003_CR408) 1995
B Zhao (3003_CR586) 2017; 32
J Ostrowski (3003_CR379) 2012; 27
T Peng (3003_CR398) 2003; 18
3003_CR74
FN Lee (3003_CR293) 1994; 9
K Chandrasekaran (3003_CR109) 2012; 43
EC Finardi (3003_CR179) 2014; 107
F Barahona (3003_CR42) 2000; 87
JPS Catalão (3003_CR103) 2006; 76
N Gröwe (3003_CR214) 1995; 59
R Zorgati (3003_CR598) 2011; 12
P Wolfe (3003_CR554) 1975; 3
W-M Lin (3003_CR308) 2002; 17
Z Geng (3003_CR205) 2018; 95
R Schultz (3003_CR454) 2003
A Frangioni (3003_CR191) 2006; 54
S Wong (3003_CR557) 2007; 22
A Frangioni (3003_CR194) 2009; 24
3003_CR61
S-E Fleten (3003_CR185) 2008; 35
3003_CR60
J Wang (3003_CR545) 2013; 105
C Uçkun (3003_CR506) 2016; 31
D Dasgupta (3003_CR134) 1994; 141
RT Rockafellar (3003_CR427) 2002; 26
K Hreinsson (3003_CR251) 2015; 72
S Vucetic (3003_CR538) 2001; 16
H Higgs (3003_CR247) 2008; 30
Y Song (3003_CR481) 2015; 25
M Piekutowki (3003_CR403) 1994; 9
GS Lauer (3003_CR286) 1982; PAS–101
J Ostrowski (3003_CR375) 2012; 27
JA Muckstadt (3003_CR352) 1968; PAS–87
3003_CR50
D Sari (3003_CR449) 2016; 19
LL Garver (3003_CR202) 1962; 81
AJ Conejo (3003_CR123) 2002; 17
KP Wong (3003_CR556) 1996; 11
3003_CR59
JA Momoh (3003_CR338) 1999; 14
HB Gooi (3003_CR212) 1999; 14
JV Outrata (3003_CR381) 1990; 34
S Séguin (3003_CR458) 2017; 259
CCA Rajan (3003_CR414) 2003; 150
D Pozo (3003_CR407) 2014; 29
C Bandi (3003_CR41) 2012; 134
J Batut (3003_CR45) 1992; 7
T González Gradón (3003_CR211) 2017; 14
V Guigues (3003_CR223) 2009; 10
S Zymler (3003_CR599) 2013; 137
RE Bellman (3003_CR47) 1962
EM Constantinescu (3003_CR125) 2011; 26
W Ackooij van (3003_CR522) 2014; 24
P Beraldi (3003_CR63) 2008; 35
X Guan (3003_CR219) 1997; 12
V Kaibel (3003_CR269) 2011; 8
H Wu (3003_CR559) 2014; 29
D Bienstock (3003_CR73) 2014; 56
B Wang (3003_CR541) 2016; 31
JF Benders (3003_CR58) 1962; 4
SK Tong (3003_CR497) 1989; 136
D Bertsekas (3003_CR64) 1983; 28
A Løkketangen (3003_CR314) 1996; 2
EC Finardi (3003_CR181) 2016; 136
D Georges (3003_CR206) 1994; 1
Y Feng (3003_CR176) 2016; 1
K Bruninx (3003_CR90) 2017; 32
KA Juste (3003_CR268) 1999; 14
VK Tumuluru (3003_CR503) 2014; 57
MS Salam (3003_CR444) 1991; 138
K Aoki (3003_CR21) 1989; 4
A Marchand (3003_CR330) 2018; 33
T Schulze (3003_CR456) 2016; 101
C Lemaréchal (3003_CR296) 1995; 69
TW Archibald (3003_CR24) 1999; 50
KM Anstreicher (3003_CR20) 2009; 120
R Jiang (3003_CR264) 2013; 28
S Fattahi (3003_CR172) 2017; 134
R Nürnberg (3003_CR369) 2003; 3
SS Oren (3003_CR372) 1997; 5
RA Jabr (3003_CR255) 2005; 20
M Shahidehpour (3003_CR462) 2002
HA Gil (3003_CR207) 2012
N Kazemzadeh (3003_CR272) 2017; To Appear
CK Pang (3003_CR389) 1981; PAS–100
SD Bond (3003_CR81) 1986; 133
A Turgeon (3003_CR505) 1978; 23
Z Ouyang (3003_CR382) 1991; 6
GB Sheble (3003_CR465) 1994; 9
G Demartini (3003_CR141) 1998; 13
GE Alvarez (3003_CR13) 2018; 154
M Aganagic (3003_CR6) 1997; 12
P Rocha (3003_CR424) 2012
A Ben-Tal (3003_CR56) 2000; 88
K Chandrasekaran (3003_CR108) 2012; 5
3003_CR92
RA Jabr (3003_CR260) 2013; 28
3003_CR99
F Leveque (3003_CR300) 2002
3003_CR98
D Dentcheva (3003_CR144) 2009
3003_CR96
H Heitsch (3003_CR236) 2011
RM Slyke van (3003_CR533) 1969; 17
G Morales-España (3003_CR345) 2018; 155
Y Zhang (3003_CR585) 2017; 32
RT Rockafellar (3003_CR425) 1991; 16
Y Nesterov (3003_CR360) 2009; 120
A Ruszczyński (3003_CR437) 2003
J Lavaei (3003_CR287) 2012; 27
C Lemaréchal (3003_CR294) 1975; 3
W Oliveira de (3003_CR138) 2014; 29
S Kuloor (3003_CR282) 1992; 139
KD Le (3003_CR288) 1990; 5
MP Nowak (3003_CR368) 2005; 6
A Borghetti (3003_CR83) 2008; 23
G d’Antonio (3003_CR132) 2009; 20
A Ben-Tal (3003_CR55) 1999; 25
K Hara (3003_CR228) 1966; PAS–85
CCA Rajan (3003_CR415) 2012; 76
AI Cohen (3003_CR118) 1983; 102
X Zhang (3003_CR584) 2016; 31
NJ Redondo (3003_CR420) 1999; 14
R Henrion (3003_CR241) 2012; 37
RH Kerr (3003_CR274) 1966; PAS–85
3003_CR196
T Muche (3003_CR350) 2014; 113
ML Fisher (3003_CR184) 1973; 21
3003_CR192
G Li (3003_CR302) 2010
H Sasaki (3003_CR452) 1992; 7
M Ortega-Vazquez (3003_CR373) 2009; 24
S Cerisola (3003_CR106) 2009; 57
GJ Anders (3003_CR16) 1981; PAS–100
L Bahiense (3003_CR35) 2002; 94
FYK Takigawa (3003_CR490) 2013; 1
R Nayak (3003_CR356) 2000; 26
G Morales-España (3003_CR346) 2017; 191
W Ackooij van (3003_CR510) 2014; 80
A Ruszczyński (3003_CR436) 1995; 20
M Kia (3003_CR276) 2017; 139
W Ackooij van (3003_CR528) 2017; 14
Q Wang (3003_CR548) 2012; 27
Matteo Fischetti (3003_CR182) 2009
P Tseng (3003_CR502) 2001; 109
FN Lee (3003_CR291) 1991; 6
C Gotzes (3003_CR213) 2016; 84
N Gröwe-Kuska (3003_CR215) 2002
R Henrion (3003_CR242) 1999; 84
S Senthil-Kumar (3003_CR460) 2007; 77
EJ Anderson (3003_CR17) 2002; 27
R Jiang (3003_CR265) 2014; 234
A Soroudi (3003_CR482) 2017; 26
JM Lujano-Rojas (3003_CR323) 2016; 78
JJ Shaw (3003_CR464) 1985; PER–5
Andrea Taverna (3003_CR495) 2017
EC Finardi (3003_CR178) 2013; 44
L Yang (3003_CR573) 2017; 187
T Li (3003_CR304) 2005; 20
YW Yu (3003_CR575) 2015; 6
L Bacaud (3003_CR34) 2001; 20
EC Finardi (3003_CR180) 2006; 21
3003_CR299
M Asensio (3003_CR29) 2016; 7
CL Tseng (3003_CR501) 2000; 105
B Saravanan (3003_CR448) 2014; 8
C Triki (3003_CR498) 2005; 32
3003_CR173
V Guigues (3003_CR224) 2013; 10
TS Dillon (3003_CR148) 1978; PAS–97
3003_CR171
J Zhu (3003_CR595) 2009
AI Cohen (3003_CR117) 1987; 2
A Tuohy (3003_CR504) 2009; 24
J Wang (3003_CR546) 2005; 20
RA Jabr (3003_CR259) 2012; 6
R Henrion (3003_CR239) 2008; 4
J Luedtke (3003_CR318) 2014; 146
R Brandenberg (3003_CR88) 2017; 5
KY Huang (3003_CR253) 1998; 13
M Ventosa (3003_CR534) 2005; 33
KP Wong (3003_CR555) 1994; 141
3003_CR168
3003_CR167
3003_CR166
3003_CR165
UA Ozturk (3003_CR384) 2004; 19
H Heitsch (3003_CR234) 2003; 24
C Li (3003_CR301) 1997; 12
J Wang (3003_CR544) 2008; 23
CCA Rajan (3003_CR413) 2004; 19
M Sudhakaran (3003_CR486) 2010; 2
RA Jabr (3003_CR256) 2006; 21
P Carpentier (3003_CR101) 1996; 11
T Dal’Santo (3003_CR128) 2016; 137
EA Bakirtzis (3003_CR37) 2017; 32
Z Wu (3003_CR566) 2016; 31
G Morales-España (3003_CR347) 2014; 29
AJ Conejo (3003_CR124) 2001; 9
F Babonneau (3003_CR33) 2010
I Blanco (3003_CR79) 2017; 32
H Yan (3003_CR569) 1993; 8
JW Chinneck (3003_CR115) 2000; 51
B Lu (3003_CR316) 2005; 20
F Zhuang (3003_CR596) 1988; 3
SJ Wang (3003_CR550) 1995; 10
C Zhao (3003_CR587) 2013; 28
GC Calafiore (3003_CR94) 2006; 130
Q Zheng (3003_CR592) 2013; 210
K Korad (3003_CR280) 2013; 28
A Nemirovski (3003_CR358) 2006; 17
X Guan (3003_CR218) 1994; 9
J-S Yang (3003_CR572) 1989; 4
GB Sheble (3003_CR466) 1996; 18
EB Fisher (3003_CR183) 2008; 23
E Ela (3003_CR162) 2014; 29
W Oliveira de (3003_CR139) 2014; 148
L Wang (3003_CR547) 2007; 181
JPS Catalão (3003_CR104) 2010; 20
PE Gill (3003_CR208) 1982
FJ Nogales (3003_CR365) 2002; 17
RA Jabr (3003_CR258) 2010
RT Rockafellar (3003_CR426) 2000; 2
M Shafie-Khah (3003_CR461) 2011; 52
O Briant (3003_CR89) 2008; 113
AJ Ardakani (3003_CR25) 2013; 28
S Makkonen (3003_CR327) 2006; 171
H Zareipour (3003_CR580) 2012
3003_CR23
DP Bertsekas (3003_CR65) 1999
D Bienstock (3003_CR72) 2013; 93
Christina Büsing (3003_CR91) 2012
O Nilsson (3003_CR364) 1996; 11
L Wu (3003_CR565) 2007; 22
AL Diniz (3003_CR151) 2017; 8
W Römisch (3003_CR431) 1996; 3
A Kalantari (3003_CR270) 2015; 65
JE Kelley (3003_CR273) 1960; 8
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Snippet The Unit Commitment problem in energy management aims at finding the optimal production schedule of a set of generation units, while meeting various...
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SubjectTerms Business and Management
Combinatorics
Energy management
Literature reviews
Mathematical models
Mathematical programming
Methods
Operations research
Operations Research/Decision Theory
Robustness (mathematics)
SI: 4OR Surveys
Studies
Theory of Computation
Uncertainty
Unit commitment
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Title Large-scale unit commitment under uncertainty: an updated literature survey
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