Enhanced Harris hawk optimizer for hydrothermal generation scheduling with cascaded reservoirs
The paper intends to propose an enhanced Harris hawk optimizer (EHHO) to solve the highly constrained and non-linear multiobjective hydrothermal generation scheduling (MOHGS) optimization problem. Hydrothermal generation scheduling aims to minimize thermal unit fuel costs and environmental consequen...
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| Vydáno v: | Expert systems with applications Ročník 226; s. 120270 |
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| Hlavní autoři: | , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
| Vydáno: |
Elsevier Ltd
15.09.2023
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| Témata: | |
| ISSN: | 0957-4174, 1873-6793 |
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| Abstract | The paper intends to propose an enhanced Harris hawk optimizer (EHHO) to solve the highly constrained and non-linear multiobjective hydrothermal generation scheduling (MOHGS) optimization problem. Hydrothermal generation scheduling aims to minimize thermal unit fuel costs and environmental consequences while utilizing available water during the optimization time horizon. A multi-chain and cascaded hydro system are taken for hydropower generation. A non-linear relationship between water discharge rate and power generation is established for a multichain-linked hydro system. Water movement between linked reservoirs accounts for the time delay. A fuzzy decision-making approach solves the conflicting objectives of the MOHGS problem. The two-step proportional sharing heuristic method handles the complicated constraints imposed on hydrothermal units instead of indirect constraint handling methods. Harris Hawk Optimization (HHO) is a swarm-based optimizer that works on the natural hunting behavior of hawks. Despite having good adaptability, scalability, flexibility, and robustness, it tends to get stuck in the local search region and gives immature convergence for confined engineering optimization problems. The proposed EHHO speeds up the global search phase of the HHO by utilizing opposition-based learning, keeping it out of the stagnated local search region, and avoiding untimely convergence. Compared to the existing heuristic methods, the EHHO gives better results while solving thirteen unconstrained benchmarks, thirteen constrained benchmarks, and minimum cost and emission for three MOHGS problems. The convergence curves, box plots, and Wilcoxon signed-rank test justify the robustness of the EHHO. The results revealed that EHHO supports its efficacy in applications of non-linear, discontinuous, highly constrained optimization problems. |
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| AbstractList | The paper intends to propose an enhanced Harris hawk optimizer (EHHO) to solve the highly constrained and non-linear multiobjective hydrothermal generation scheduling (MOHGS) optimization problem. Hydrothermal generation scheduling aims to minimize thermal unit fuel costs and environmental consequences while utilizing available water during the optimization time horizon. A multi-chain and cascaded hydro system are taken for hydropower generation. A non-linear relationship between water discharge rate and power generation is established for a multichain-linked hydro system. Water movement between linked reservoirs accounts for the time delay. A fuzzy decision-making approach solves the conflicting objectives of the MOHGS problem. The two-step proportional sharing heuristic method handles the complicated constraints imposed on hydrothermal units instead of indirect constraint handling methods. Harris Hawk Optimization (HHO) is a swarm-based optimizer that works on the natural hunting behavior of hawks. Despite having good adaptability, scalability, flexibility, and robustness, it tends to get stuck in the local search region and gives immature convergence for confined engineering optimization problems. The proposed EHHO speeds up the global search phase of the HHO by utilizing opposition-based learning, keeping it out of the stagnated local search region, and avoiding untimely convergence. Compared to the existing heuristic methods, the EHHO gives better results while solving thirteen unconstrained benchmarks, thirteen constrained benchmarks, and minimum cost and emission for three MOHGS problems. The convergence curves, box plots, and Wilcoxon signed-rank test justify the robustness of the EHHO. The results revealed that EHHO supports its efficacy in applications of non-linear, discontinuous, highly constrained optimization problems. |
| ArticleNumber | 120270 |
| Author | Dhillon, J.S. Kumar, Ashok |
| Author_xml | – sequence: 1 givenname: Ashok orcidid: 0000-0001-6076-5134 surname: Kumar fullname: Kumar, Ashok email: thakur.ashok198@gmail.com – sequence: 2 givenname: J.S. surname: Dhillon fullname: Dhillon, J.S. email: jsdhillonp@yahoo.com |
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| Cites_doi | 10.1016/j.ijepes.2021.107419 10.1016/j.enconman.2008.06.017 10.1016/j.ijepes.2014.12.011 10.1016/j.rser.2017.06.111 10.1016/j.enconman.2014.02.053 10.1016/j.epsr.2009.11.004 10.1080/15325000490446692 10.1007/s00366-020-01028-5 10.1016/j.engappai.2022.105721 10.1016/j.ijepes.2012.06.036 10.1016/j.enconman.2007.01.034 10.3390/en10020163 10.1109/TEVC.2009.2033582 10.1016/j.asoc.2018.01.044 10.1016/j.future.2019.02.028 10.1016/j.asoc.2020.106393 10.4018/IJEOE.2021040104 10.1016/j.ijepes.2014.05.017 10.1080/15325008.2012.716497 10.1016/j.epsr.2019.106018 10.1016/j.ijepes.2016.02.051 10.1016/j.eswa.2015.05.017 10.1080/15325008.2021.1970060 10.1016/j.ijepes.2007.06.001 10.1002/int.22602 10.1016/j.asoc.2007.10.006 10.1016/j.ijepes.2013.04.004 10.1109/TPWRS.2011.2165089 10.3390/electronics11121919 10.1016/j.ijepes.2014.09.041 10.1049/iet-gtd.2014.1137 10.1016/j.energy.2020.117822 10.1016/j.ijepes.2013.12.016 10.1016/j.epsr.2019.106027 10.1186/s40854-019-0140-6 10.1016/j.asoc.2010.03.006 10.1016/j.asej.2016.04.002 10.1049/ip-gtd:20050407 10.1016/j.enconman.2008.08.022 10.1016/j.asej.2015.09.003 10.1109/TFUZZ.2018.2818074 10.1109/59.667375 10.1016/j.energy.2012.09.004 10.1016/j.asoc.2017.04.065 10.1016/j.asoc.2018.10.041 10.1016/j.petrol.2018.05.037 10.1016/j.enconman.2010.02.006 10.1016/j.energy.2012.05.026 10.1016/j.ijepes.2013.03.024 10.1016/j.enconman.2008.05.021 10.1016/j.epsr.2009.01.001 10.1016/j.energy.2014.12.036 10.1016/j.asoc.2010.12.005 10.1016/j.eswa.2022.118967 10.1016/j.energy.2017.02.010 10.1016/j.eswa.2009.11.079 10.1016/j.asoc.2017.07.054 10.1016/j.epsr.2008.04.006 10.1007/s00521-021-05720-5 10.1016/j.swevo.2017.09.010 10.1016/j.amc.2014.09.017 10.1109/TPWRS.2002.807053 10.1016/j.ijepes.2006.11.004 |
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| Keywords | Standard benchmark problems Heuristic algorithms Multiobjective hydrothermal electric power system problems Enhanced Harris hawk optimizer Opposition based learning |
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| References | Gouthamkumar, Sharma, Naresh (b0100) 2015; 42 Ganguly (b0085) 2020; 3 Camara, Ribeiro, Tosta (b0035) 2018; 169 Mandal, Chakraborty (b0195) 2009; 50 Zheng, Chen, Wu, Jing (b0355) 2015; 81 Amjady, Soleymanpour (b0010) 2010; 80 Zhang, Wang, Yue (b0340) 2011; 27 Tian, Yuan, Ji, Chen (b0290) 2014; 81 Sinha, Chakrabarti, Chattopadhyay (b0275) 2003; 18 Basu (b0015) 2004; 32 Kaur, Dhillon, Kothari (b0125) 2020; 93 Mahapatra, Dey, Raj (b0165) 2021; 36 Mahdi, Vasant, Kallimani, Watada, Fai, Abdullah-Al-Wadud (b0180) 2018; 81 (1), 237-252. 10.1016/j.energy.2012.09.004. Nadakuditi, Sharma, Naresh (b0210) 2016; 10 Narang, N., Dhillon, J. S., & Kothari, D. P. (2012)b. Multiobjective fixed head hydrothermal scheduling using integrated predator-prey optimization and Powell search method. Orero, Irving (b0240) 1998; 13 Negi, Kumar, Pant, Ram (b0230) 2021; 4 Kong, Skjelbred, Fosso (b0130) 2020; 178 Mahdavi, Rahnamayan, Deb (b0175) 2018; 39 https://al-roomi.org/multimedia/CEC_Database/CEC2015/RealParameterOptimization/ExpensiveOptimization/CEC2015_ExpensiveOptimization_TechnicalReport.pdf. Mandal, Chakraborty (b0190) 2008; 78 Basu (b0030) 2016; 81 Roy (b0255) 2013; 53 Sun, Lu (b0280) 2010; 37 Heidari, Mirjalili, Faris, Aljarah, Mafarja, Chen (b0105) 2019; 97 Hussien, Abualigah, Abu Zitar, Hashim, Amin, Saber, Gandomi (b0115) 2022; 11 Lakshminarasimman, Subramanian (b0140) 2006; 153 Basu (b0025) 2014; 58 Hota, Barisal, Chakrabarti (b0110) 2009; 79 , Rasoulzadeh-Akhijahani, Mohammadi-Ivatloo (b0250) 2015; 67 Kumar, Naresh (b0135) 2007; 29 Mallipeddi, Suganthan (b0185) 2010; 14 Mandal, Chakraborty (b0200) 2011; 11 Yuan, Ji, Chen, Chen (b0320) 2014; 247 Das, Bhattacharya (b0055) 2018; 9 Alabool, Alarabiat, Abualigah, Heidari (b0005) 2021; 33 Lu, Zhou, Qin, Wang, Zhang (b0160) 2010; 51 Yin, Wu, Meng, Lin, Fan, Meng (b0310) 2020; 203 Ghosal, Dey, Chattopadhyay, Datta, Bhattacharyya (b0095) 2021; 4 Dey, Raj, Mahapatra, Márquez (b0065) 2022; 134 Lakshminarasimman, Subramanian (b0145) 2008; 49 Liu, Feng (b0155) 2023; 106504 Shekarappa, Mahapatra, Raj (b0265) 2021; 49 Yu, Yuan, Wang (b0315) 2007; 48 Zhang, Lin, Qiu (b0330) 2015; 65 Roy, Pradhan, Paul (b0260) 2018; 9 Basu (b0020) 2011; 11 Feng, Niu, Zhou, Cheng, Qin, Jiang (b0080) 2017; 10 Thirumal, Sakthivel, Sathya (b0285) 2023; 213 Dasgupta, Roy, Mukherjee (b0060) 2020; 178 Gharib (b0090) 2020; 1 Zhang, Liu, Wang, Chen, Li (b0345) 2021; 37 Yuan, Wang, Yuan (b0325) 2008; 49 Wang, Zhou, Mo, Zhang, Zhang (b0300) 2012; 44 Chiang (b0045) 2007; 29 Singh, Dhillon, Kothari (b0270) 2018; 65 Fang, Zhou, Zhang, Liu, Zhang (b0070) 2014; 62 Nutakki, Mandava (b0235) 2023; 119 Wang, Zhou, Mo, Ouyang, Zhang (b0295) 2012; 43 Kaucic, Moradi, Mirzazadeh (b0120) 2019; 5 Raj, Mahapatra, Shiva, Bhattacharyya (b0245) 2021; 10 Das, Roy, Maity, Kar, Sengupta (b0050) 2022; 5 Mandal, Basu, Chakraborty (b0205) 2008; 8 Feng, Niu, Zhou, Cheng, Zhang (b0075) 2017; 61 Narang (b0215) 2017; 58 Mahapatra, Malik, Raj, Srinivasan (b0170) 2022; 1–14 Chen, Q., Liu, B., Zhang, Q., Liang, J., Suganthan, P., & Qu, B. (2014). Problem definitions and evaluation criteria for CEC 2015 special session on bound constrained single-objective computationally expensive numerical optimization. Zhang, Lin, Liu, Chen, Zhu, Xu (b0335) 2017; 123 Narang, N., Dhillon, J. S., & Kothari, D. P. (2012)a. Multiobjective short-term hydrothermal generation scheduling using predator–prey optimization. Zhang, Pedrycz (b0350) 2018; 26 Liao, Zhou, Ouyang, Zhang, Zhang (b0150) 2013; 53 (15), 1708-1730. 10.1080/15325008.2012.716497. Wu, Wu, Liu (b0305) 2019; 74 Narang (10.1016/j.eswa.2023.120270_b0215) 2017; 58 Wang (10.1016/j.eswa.2023.120270_b0300) 2012; 44 Lu (10.1016/j.eswa.2023.120270_b0160) 2010; 51 Feng (10.1016/j.eswa.2023.120270_b0080) 2017; 10 Tian (10.1016/j.eswa.2023.120270_b0290) 2014; 81 Zhang (10.1016/j.eswa.2023.120270_b0330) 2015; 65 Gouthamkumar (10.1016/j.eswa.2023.120270_b0100) 2015; 42 Mahdi (10.1016/j.eswa.2023.120270_b0180) 2018; 81 Zheng (10.1016/j.eswa.2023.120270_b0355) 2015; 81 Negi (10.1016/j.eswa.2023.120270_b0230) 2021; 4 10.1016/j.eswa.2023.120270_b0040 Thirumal (10.1016/j.eswa.2023.120270_b0285) 2023; 213 Zhang (10.1016/j.eswa.2023.120270_b0335) 2017; 123 Kong (10.1016/j.eswa.2023.120270_b0130) 2020; 178 Mallipeddi (10.1016/j.eswa.2023.120270_b0185) 2010; 14 Hussien (10.1016/j.eswa.2023.120270_b0115) 2022; 11 Ghosal (10.1016/j.eswa.2023.120270_b0095) 2021; 4 Mandal (10.1016/j.eswa.2023.120270_b0190) 2008; 78 Wang (10.1016/j.eswa.2023.120270_b0295) 2012; 43 Roy (10.1016/j.eswa.2023.120270_b0260) 2018; 9 Mahapatra (10.1016/j.eswa.2023.120270_b0170) 2022; 1–14 Kaur (10.1016/j.eswa.2023.120270_b0125) 2020; 93 Yu (10.1016/j.eswa.2023.120270_b0315) 2007; 48 Mahdavi (10.1016/j.eswa.2023.120270_b0175) 2018; 39 Basu (10.1016/j.eswa.2023.120270_b0030) 2016; 81 Nadakuditi (10.1016/j.eswa.2023.120270_b0210) 2016; 10 Mandal (10.1016/j.eswa.2023.120270_b0200) 2011; 11 Wu (10.1016/j.eswa.2023.120270_b0305) 2019; 74 Kumar (10.1016/j.eswa.2023.120270_b0135) 2007; 29 Yuan (10.1016/j.eswa.2023.120270_b0325) 2008; 49 Yin (10.1016/j.eswa.2023.120270_b0310) 2020; 203 Rasoulzadeh-Akhijahani (10.1016/j.eswa.2023.120270_b0250) 2015; 67 Chiang (10.1016/j.eswa.2023.120270_b0045) 2007; 29 Nutakki (10.1016/j.eswa.2023.120270_b0235) 2023; 119 Singh (10.1016/j.eswa.2023.120270_b0270) 2018; 65 Dey (10.1016/j.eswa.2023.120270_b0065) 2022; 134 Basu (10.1016/j.eswa.2023.120270_b0015) 2004; 32 Mandal (10.1016/j.eswa.2023.120270_b0195) 2009; 50 Lakshminarasimman (10.1016/j.eswa.2023.120270_b0145) 2008; 49 Zhang (10.1016/j.eswa.2023.120270_b0345) 2021; 37 Lakshminarasimman (10.1016/j.eswa.2023.120270_b0140) 2006; 153 Feng (10.1016/j.eswa.2023.120270_b0075) 2017; 61 Sinha (10.1016/j.eswa.2023.120270_b0275) 2003; 18 Shekarappa (10.1016/j.eswa.2023.120270_b0265) 2021; 49 Das (10.1016/j.eswa.2023.120270_b0055) 2018; 9 Das (10.1016/j.eswa.2023.120270_b0050) 2022; 5 Alabool (10.1016/j.eswa.2023.120270_b0005) 2021; 33 Ganguly (10.1016/j.eswa.2023.120270_b0085) 2020; 3 Camara (10.1016/j.eswa.2023.120270_b0035) 2018; 169 Mandal (10.1016/j.eswa.2023.120270_b0205) 2008; 8 Kaucic (10.1016/j.eswa.2023.120270_b0120) 2019; 5 Heidari (10.1016/j.eswa.2023.120270_b0105) 2019; 97 Raj (10.1016/j.eswa.2023.120270_b0245) 2021; 10 Roy (10.1016/j.eswa.2023.120270_b0255) 2013; 53 Basu (10.1016/j.eswa.2023.120270_b0020) 2011; 11 10.1016/j.eswa.2023.120270_b0225 Zhang (10.1016/j.eswa.2023.120270_b0350) 2018; 26 Hota (10.1016/j.eswa.2023.120270_b0110) 2009; 79 10.1016/j.eswa.2023.120270_b0220 Gharib (10.1016/j.eswa.2023.120270_b0090) 2020; 1 Amjady (10.1016/j.eswa.2023.120270_b0010) 2010; 80 Liu (10.1016/j.eswa.2023.120270_b0155) 2023; 106504 Sun (10.1016/j.eswa.2023.120270_b0280) 2010; 37 Liao (10.1016/j.eswa.2023.120270_b0150) 2013; 53 Mahapatra (10.1016/j.eswa.2023.120270_b0165) 2021; 36 Yuan (10.1016/j.eswa.2023.120270_b0320) 2014; 247 Basu (10.1016/j.eswa.2023.120270_b0025) 2014; 58 Fang (10.1016/j.eswa.2023.120270_b0070) 2014; 62 Zhang (10.1016/j.eswa.2023.120270_b0340) 2011; 27 Dasgupta (10.1016/j.eswa.2023.120270_b0060) 2020; 178 Orero (10.1016/j.eswa.2023.120270_b0240) 1998; 13 |
| References_xml | – volume: 81 start-page: 324 year: 2016 end-page: 335 ident: b0030 article-title: Quasi-oppositional group search optimization for hydrothermal power system publication-title: International Journal of Electrical Power & Energy Systems – volume: 3 start-page: 30 year: 2020 end-page: 42 ident: b0085 article-title: Multi-objective distributed generation penetration planning with load model using particle swarm optimization publication-title: Decision Making: Applications in Management and Engineering – volume: 247 start-page: 535 year: 2014 end-page: 546 ident: b0320 article-title: A novel approach for economic dispatch of hydrothermal system via gravitational search algorithm publication-title: Applied Mathematics and Computation – reference: . https://al-roomi.org/multimedia/CEC_Database/CEC2015/RealParameterOptimization/ExpensiveOptimization/CEC2015_ExpensiveOptimization_TechnicalReport.pdf. – volume: 42 start-page: 7000 year: 2015 end-page: 7011 ident: b0100 article-title: Disruption based gravitational search algorithm for short term hydrothermal scheduling publication-title: Expert Systems with Applications – volume: 81 start-page: 504 year: 2014 end-page: 519 ident: b0290 article-title: Multiobjective optimization of short-term hydrothermal scheduling using non-dominated sorting gravitational search algorithm with chaotic mutation publication-title: Energy Conversion and Management – volume: 8 start-page: 1392 year: 2008 end-page: 1399 ident: b0205 article-title: Particle swarm optimization technique based short-term hydrothermal scheduling publication-title: Applied soft computing – volume: 49 start-page: 2966 year: 2008 end-page: 2972 ident: b0325 article-title: Application of enhanced PSO approach to optimal scheduling of hydro system publication-title: Energy Conversion and Management – volume: 80 start-page: 723 year: 2010 end-page: 732 ident: b0010 article-title: Daily hydrothermal generation scheduling by a new modified adaptive particle swarm optimization technique publication-title: Electric Power Systems Research – volume: 58 start-page: 207 year: 2017 end-page: 224 ident: b0215 article-title: Short-term hydrothermal generation scheduling using improved predator influenced civilized swarm optimization technique publication-title: Applied Soft Computing – volume: 37 start-page: 3741 year: 2021 end-page: 3770 ident: b0345 article-title: Boosted binary Harris hawks optimizer and feature selection publication-title: Engineering with Computers – volume: 9 start-page: 499 year: 2018 end-page: 516 ident: b0055 article-title: Symbiotic organisms search algorithm for short-term hydrothermal scheduling publication-title: Ain Shams Engineering Journal – volume: 1–14 year: 2022 ident: b0170 article-title: Constrained optimal power flow and optimal TCSC allocation using hybrid cuckoo search and ant lion optimizer publication-title: International Journal of System Assurance Engineering and Management – volume: 11 start-page: 1295 year: 2011 end-page: 1302 ident: b0200 article-title: Short-term combined economic emission scheduling of hydrothermal systems with cascaded reservoirs using particle swarm optimization technique publication-title: Applied soft computing – volume: 61 start-page: 58 year: 2017 end-page: 71 ident: b0075 article-title: Scheduling of short-term hydrothermal energy system by parallel multiobjective differential evolution publication-title: Applied Soft Computing – volume: 50 start-page: 97 year: 2009 end-page: 104 ident: b0195 article-title: Short-term combined economic emission scheduling of hydrothermal power systems with cascaded reservoirs using differential evolution publication-title: Energy Conversion and Management – reference: Narang, N., Dhillon, J. S., & Kothari, D. P. (2012)b. Multiobjective fixed head hydrothermal scheduling using integrated predator-prey optimization and Powell search method. – volume: 97 start-page: 849 year: 2019 end-page: 872 ident: b0105 article-title: Harris hawks optimization: Algorithm and applications publication-title: Future generation computer systems – volume: 79 start-page: 1047 year: 2009 end-page: 1053 ident: b0110 article-title: An improved PSO technique for short-term optimal hydrothermal scheduling publication-title: Electric Power Systems Research – volume: 29 start-page: 462 year: 2007 end-page: 469 ident: b0045 article-title: Optimal economic emission dispatch of hydrothermal power systems publication-title: International Journal of Electrical Power & Energy Systems – volume: 93 year: 2020 ident: b0125 article-title: Crisscross differential evolution algorithm for constrained hydrothermal scheduling publication-title: Applied Soft Computing – volume: 178 year: 2020 ident: b0130 article-title: An overview on formulations and optimization methods for the unit-based short-term hydro scheduling problem publication-title: Electric Power Systems Research – volume: 11 start-page: 1919 year: 2022 ident: b0115 article-title: Recent advances in harris hawks optimization: A comparative study and applications publication-title: Electronics – volume: 43 start-page: 1228 year: 2012 end-page: 1240 ident: b0295 article-title: A clonal real-coded quantum-inspired evolutionary algorithm with Cauchy mutation for short-term hydrothermal generation scheduling publication-title: International Journal of Electrical Power & Energy Systems – volume: 58 start-page: 91 year: 2014 end-page: 100 ident: b0025 article-title: Improved differential evolution for short-term hydrothermal scheduling publication-title: International Journal of Electrical Power & Energy Systems – volume: 26 start-page: 3261 year: 2018 end-page: 3275 ident: b0350 article-title: Goal programming approaches to managing consistency and consensus for intuitionistic multiplicative preference relations in group decision making publication-title: IEEE Transactions on Fuzzy Systems – volume: 32 start-page: 1269 year: 2004 end-page: 1286 ident: b0015 article-title: Goal-attainment method based on simulated annealing technique for economic-environmental-dispatch of hydrothermal power systems with cascaded reservoirs publication-title: Electric Power Components and Systems – volume: 4 start-page: 241 year: 2021 end-page: 256 ident: b0230 article-title: Optimization of complex system reliability using hybrid grey wolf optimizer publication-title: Decision Making: Applications in Management and Engineering – volume: 123 start-page: 538 year: 2017 end-page: 554 ident: b0335 article-title: A small-population based parallel differential evolution algorithm for short-term hydrothermal scheduling problem considering power flow constraints publication-title: Energy – reference: (15), 1708-1730. 10.1080/15325008.2012.716497. – volume: 119 year: 2023 ident: b0235 article-title: Review on optimization techniques and role of Artificial Intelligence in home energy management systems publication-title: Engineering Applications of Artificial Intelligence – volume: 78 start-page: 1972 year: 2008 end-page: 1979 ident: b0190 article-title: Differential evolution technique-based short-term economic generation scheduling of hydrothermal systems publication-title: Electric Power Systems Research – volume: 39 start-page: 1 year: 2018 end-page: 23 ident: b0175 article-title: Opposition based learning: A literature review publication-title: Swarm and evolutionary computation – volume: 14 start-page: 561 year: 2010 end-page: 579 ident: b0185 article-title: Ensemble of constraint handling techniques publication-title: IEEE Transactions on Evolutionary Computation – volume: 81 start-page: 245 year: 2015 end-page: 254 ident: b0355 article-title: Reliability constrained unit commitment with combined hydro and thermal generation embedded using self-learning group search optimizer publication-title: Energy – volume: 134 year: 2022 ident: b0065 article-title: Optimal scheduling of distributed energy resources in microgrid systems based on electricity market pricing strategies by a novel hybrid optimization technique publication-title: International Journal of Electrical Power & Energy Systems – volume: 11 start-page: 3046 year: 2011 end-page: 3055 ident: b0020 article-title: Economic environmental dispatch of fixed head hydrothermal power systems using nondominated sorting genetic algorithm-II publication-title: Applied Soft Computing – volume: 169 start-page: 258 year: 2018 end-page: 268 ident: b0035 article-title: A pareto optimal study for the multiobjective oil platform location problem with NSGA-II publication-title: Journal of Petroleum Science and Engineering – volume: 36 start-page: 7641 year: 2021 end-page: 7681 ident: b0165 article-title: A novel ameliorated Harris hawk optimizer for solving complex engineering optimization problems publication-title: International Journal of Intelligent Systems – volume: 44 start-page: 657 year: 2012 end-page: 671 ident: b0300 article-title: Short-term hydrothermal generation scheduling using differential real-coded quantum-inspired evolutionary algorithm publication-title: Energy – volume: 62 start-page: 617 year: 2014 end-page: 629 ident: b0070 article-title: A hybrid of real coded genetic algorithm and artificial fish swarm algorithm for short-term optimal hydrothermal scheduling publication-title: International Journal of Electrical Power & Energy Systems – volume: 213 year: 2023 ident: b0285 article-title: Solution for short-term generation scheduling of cascaded hydrothermal system with turbulent water flow optimization publication-title: Expert Systems with Applications – volume: 49 start-page: 2513 year: 2008 end-page: 2521 ident: b0145 article-title: A modified hybrid differential evolution for short-term scheduling of hydrothermal power systems with cascaded reservoirs publication-title: Energy Conversion and Management – reference: , – volume: 53 start-page: 10 year: 2013 end-page: 19 ident: b0255 article-title: Teaching learning based optimization for short-term hydrothermal scheduling problem considering valve point effect and prohibited discharge constraint publication-title: International Journal of Electrical Power & Energy Systems – reference: Chen, Q., Liu, B., Zhang, Q., Liang, J., Suganthan, P., & Qu, B. (2014). Problem definitions and evaluation criteria for CEC 2015 special session on bound constrained single-objective computationally expensive numerical optimization. – volume: 9 start-page: 31 year: 2018 end-page: 43 ident: b0260 article-title: Krill herd algorithm applied to short-term hydrothermal scheduling problem publication-title: Ain Shams Engineering Journal – volume: 51 start-page: 1481 year: 2010 end-page: 1490 ident: b0160 article-title: An adaptive chaotic differential evolution for the short-term hydrothermal generation scheduling problem publication-title: Energy Conversion and Management – volume: 65 start-page: 159 year: 2015 end-page: 168 ident: b0330 article-title: A modified chaotic differential evolution algorithm for short-term optimal hydrothermal scheduling publication-title: International Journal of Electrical Power & Energy Systems – volume: 67 start-page: 350 year: 2015 end-page: 367 ident: b0250 article-title: Short-term hydrothermal generation scheduling by a modified dynamic neighborhood learning based particle swarm optimization publication-title: International Journal of Electrical Power & Energy Systems – volume: 153 start-page: 693 year: 2006 end-page: 700 ident: b0140 article-title: Short-term scheduling of hydrothermal power system with cascaded reservoirs by using modified differential evolution publication-title: IEE Proceedings-Generation, Transmission and Distribution – volume: 13 start-page: 501 year: 1998 end-page: 518 ident: b0240 article-title: A genetic algorithm modelling framework and solution technique for short term optimal hydrothermal scheduling publication-title: IEEE Transactions on Power Systems – volume: 10 start-page: 862 year: 2016 end-page: 872 ident: b0210 article-title: Application of non-dominated sorting gravitational search algorithm with disruption operator for stochastic multiobjective short term hydrothermal scheduling publication-title: IET Generation, Transmission & Distribution – volume: 18 start-page: 214 year: 2003 end-page: 220 ident: b0275 article-title: Fast evolutionary programming techniques for short-term hydrothermal scheduling publication-title: IEEE transactions on Power Systems – reference: (1), 237-252. 10.1016/j.energy.2012.09.004. – volume: 178 year: 2020 ident: b0060 article-title: Power flow based hydro-thermal-wind scheduling of hybrid power system using sine cosine algorithm publication-title: Electric Power Systems Research – volume: 1 start-page: 151 year: 2020 end-page: 161 ident: b0090 article-title: Comparison of robust optimal QFT controller with TFC and MFC controller in a multi-input multi-output system. Reports publication-title: Mechanical Engineering – volume: 33 start-page: 8939 year: 2021 end-page: 8980 ident: b0005 article-title: Harris hawks optimization: A comprehensive review of recent variants and applications publication-title: Neural Computing and Applications – volume: 10 start-page: 163 year: 2017 ident: b0080 article-title: Parallel multiobjective genetic algorithm for short-term economic environmental hydrothermal scheduling publication-title: Energies – volume: 81 start-page: 3006 year: 2018 end-page: 3020 ident: b0180 article-title: A holistic review on optimization strategies for combined economic emission dispatch problem publication-title: Renewable and Sustainable Energy Reviews – volume: 10 start-page: 74 year: 2021 end-page: 103 ident: b0245 article-title: Implementation and optimal sizing of TCSC for the solution of reactive power planning problem using quasi-oppositional salp swarm algorithm publication-title: International Journal of Energy Optimization and Engineering (IJEOE) – volume: 27 start-page: 142 year: 2011 end-page: 152 ident: b0340 article-title: Small population-based particle swarm optimization for short-term hydrothermal scheduling publication-title: IEEE Transactions on Power Systems – volume: 65 start-page: 644 year: 2018 end-page: 658 ident: b0270 article-title: Non-interactive approach to solve multiobjective thermal power dispatch problem using composite search algorithm publication-title: Applied Soft Computing – volume: 53 start-page: 34 year: 2013 end-page: 42 ident: b0150 article-title: An adaptive chaotic artificial bee colony algorithm for short-term hydrothermal generation scheduling publication-title: International Journal of Electrical Power & Energy Systems – volume: 106504 year: 2023 ident: b0155 article-title: Promoting renewable energy through national energy legislation publication-title: Energy Economics – volume: 4 start-page: 126 year: 2021 end-page: 139 ident: b0095 article-title: Designing optimized ternary catalytic alloy electrode for efficiency improvement of semiconductor gas sensors using a machine learning approach publication-title: Decision Making: Applications in Management and Engineering – volume: 5 start-page: 329 year: 2022 end-page: 361 ident: b0050 article-title: Solving fuzzy dynamic ship routing and scheduling problem through new genetic algorithm publication-title: Decision Making: Applications in Management and Engineering – reference: Narang, N., Dhillon, J. S., & Kothari, D. P. (2012)a. Multiobjective short-term hydrothermal generation scheduling using predator–prey optimization. – volume: 49 start-page: 421 year: 2021 end-page: 435 ident: b0265 article-title: Voltage constrained reactive power planning problem for reactive loading variation using hybrid harris hawk particle swarm optimizer publication-title: Electric Power Components and Systems – volume: 5 start-page: 1 year: 2019 end-page: 28 ident: b0120 article-title: Portfolio optimization by improved NSGA-II and SPEA 2 based on different risk measures publication-title: Financial Innovation – volume: 37 start-page: 4232 year: 2010 end-page: 4241 ident: b0280 article-title: Short-term combined economic emission hydrothermal scheduling using improved quantum-behaved particle swarm optimization publication-title: Expert Systems with Applications – volume: 74 start-page: 440 year: 2019 end-page: 450 ident: b0305 article-title: Couple-based particle swarm optimization for short-term hydrothermal scheduling publication-title: Applied Soft Computing – volume: 48 start-page: 1902 year: 2007 end-page: 1908 ident: b0315 article-title: Short-term hydro-thermal scheduling using particle swarm optimization method publication-title: Energy conversion and Management – volume: 203 year: 2020 ident: b0310 article-title: Crisscross optimization based short-term hydrothermal generation scheduling with cascaded reservoirs publication-title: Energy – volume: 29 start-page: 738 year: 2007 end-page: 747 ident: b0135 article-title: Efficient real coded genetic algorithm to solve the non-convex hydrothermal scheduling problem publication-title: International Journal of Electrical Power & Energy Systems – volume: 4 start-page: 241 issue: 2 year: 2021 ident: 10.1016/j.eswa.2023.120270_b0230 article-title: Optimization of complex system reliability using hybrid grey wolf optimizer publication-title: Decision Making: Applications in Management and Engineering – volume: 134 year: 2022 ident: 10.1016/j.eswa.2023.120270_b0065 article-title: Optimal scheduling of distributed energy resources in microgrid systems based on electricity market pricing strategies by a novel hybrid optimization technique publication-title: International Journal of Electrical Power & Energy Systems doi: 10.1016/j.ijepes.2021.107419 – volume: 49 start-page: 2966 issue: 11 year: 2008 ident: 10.1016/j.eswa.2023.120270_b0325 article-title: Application of enhanced PSO approach to optimal scheduling of hydro system publication-title: Energy Conversion and Management doi: 10.1016/j.enconman.2008.06.017 – volume: 3 start-page: 30 issue: 1 year: 2020 ident: 10.1016/j.eswa.2023.120270_b0085 article-title: Multi-objective distributed generation penetration planning with load model using particle swarm optimization publication-title: Decision Making: Applications in Management and Engineering – volume: 67 start-page: 350 year: 2015 ident: 10.1016/j.eswa.2023.120270_b0250 article-title: Short-term hydrothermal generation scheduling by a modified dynamic neighborhood learning based particle swarm optimization publication-title: International Journal of Electrical Power & Energy Systems doi: 10.1016/j.ijepes.2014.12.011 – volume: 81 start-page: 3006 year: 2018 ident: 10.1016/j.eswa.2023.120270_b0180 article-title: A holistic review on optimization strategies for combined economic emission dispatch problem publication-title: Renewable and Sustainable Energy Reviews doi: 10.1016/j.rser.2017.06.111 – volume: 81 start-page: 504 year: 2014 ident: 10.1016/j.eswa.2023.120270_b0290 article-title: Multiobjective optimization of short-term hydrothermal scheduling using non-dominated sorting gravitational search algorithm with chaotic mutation publication-title: Energy Conversion and Management doi: 10.1016/j.enconman.2014.02.053 – volume: 80 start-page: 723 issue: 6 year: 2010 ident: 10.1016/j.eswa.2023.120270_b0010 article-title: Daily hydrothermal generation scheduling by a new modified adaptive particle swarm optimization technique publication-title: Electric Power Systems Research doi: 10.1016/j.epsr.2009.11.004 – volume: 32 start-page: 1269 issue: 12 year: 2004 ident: 10.1016/j.eswa.2023.120270_b0015 article-title: Goal-attainment method based on simulated annealing technique for economic-environmental-dispatch of hydrothermal power systems with cascaded reservoirs publication-title: Electric Power Components and Systems doi: 10.1080/15325000490446692 – volume: 37 start-page: 3741 issue: 4 year: 2021 ident: 10.1016/j.eswa.2023.120270_b0345 article-title: Boosted binary Harris hawks optimizer and feature selection publication-title: Engineering with Computers doi: 10.1007/s00366-020-01028-5 – volume: 119 year: 2023 ident: 10.1016/j.eswa.2023.120270_b0235 article-title: Review on optimization techniques and role of Artificial Intelligence in home energy management systems publication-title: Engineering Applications of Artificial Intelligence doi: 10.1016/j.engappai.2022.105721 – volume: 43 start-page: 1228 issue: 1 year: 2012 ident: 10.1016/j.eswa.2023.120270_b0295 article-title: A clonal real-coded quantum-inspired evolutionary algorithm with Cauchy mutation for short-term hydrothermal generation scheduling publication-title: International Journal of Electrical Power & Energy Systems doi: 10.1016/j.ijepes.2012.06.036 – volume: 48 start-page: 1902 issue: 7 year: 2007 ident: 10.1016/j.eswa.2023.120270_b0315 article-title: Short-term hydro-thermal scheduling using particle swarm optimization method publication-title: Energy conversion and Management doi: 10.1016/j.enconman.2007.01.034 – volume: 10 start-page: 163 issue: 2 year: 2017 ident: 10.1016/j.eswa.2023.120270_b0080 article-title: Parallel multiobjective genetic algorithm for short-term economic environmental hydrothermal scheduling publication-title: Energies doi: 10.3390/en10020163 – volume: 14 start-page: 561 issue: 4 year: 2010 ident: 10.1016/j.eswa.2023.120270_b0185 article-title: Ensemble of constraint handling techniques publication-title: IEEE Transactions on Evolutionary Computation doi: 10.1109/TEVC.2009.2033582 – volume: 65 start-page: 644 year: 2018 ident: 10.1016/j.eswa.2023.120270_b0270 article-title: Non-interactive approach to solve multiobjective thermal power dispatch problem using composite search algorithm publication-title: Applied Soft Computing doi: 10.1016/j.asoc.2018.01.044 – volume: 97 start-page: 849 year: 2019 ident: 10.1016/j.eswa.2023.120270_b0105 article-title: Harris hawks optimization: Algorithm and applications publication-title: Future generation computer systems doi: 10.1016/j.future.2019.02.028 – volume: 93 year: 2020 ident: 10.1016/j.eswa.2023.120270_b0125 article-title: Crisscross differential evolution algorithm for constrained hydrothermal scheduling publication-title: Applied Soft Computing doi: 10.1016/j.asoc.2020.106393 – volume: 10 start-page: 74 issue: 2 year: 2021 ident: 10.1016/j.eswa.2023.120270_b0245 article-title: Implementation and optimal sizing of TCSC for the solution of reactive power planning problem using quasi-oppositional salp swarm algorithm publication-title: International Journal of Energy Optimization and Engineering (IJEOE) doi: 10.4018/IJEOE.2021040104 – volume: 62 start-page: 617 year: 2014 ident: 10.1016/j.eswa.2023.120270_b0070 article-title: A hybrid of real coded genetic algorithm and artificial fish swarm algorithm for short-term optimal hydrothermal scheduling publication-title: International Journal of Electrical Power & Energy Systems doi: 10.1016/j.ijepes.2014.05.017 – volume: 1–14 year: 2022 ident: 10.1016/j.eswa.2023.120270_b0170 article-title: Constrained optimal power flow and optimal TCSC allocation using hybrid cuckoo search and ant lion optimizer publication-title: International Journal of System Assurance Engineering and Management – ident: 10.1016/j.eswa.2023.120270_b0220 doi: 10.1080/15325008.2012.716497 – volume: 178 year: 2020 ident: 10.1016/j.eswa.2023.120270_b0060 article-title: Power flow based hydro-thermal-wind scheduling of hybrid power system using sine cosine algorithm publication-title: Electric Power Systems Research doi: 10.1016/j.epsr.2019.106018 – volume: 81 start-page: 324 year: 2016 ident: 10.1016/j.eswa.2023.120270_b0030 article-title: Quasi-oppositional group search optimization for hydrothermal power system publication-title: International Journal of Electrical Power & Energy Systems doi: 10.1016/j.ijepes.2016.02.051 – volume: 42 start-page: 7000 issue: 20 year: 2015 ident: 10.1016/j.eswa.2023.120270_b0100 article-title: Disruption based gravitational search algorithm for short term hydrothermal scheduling publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2015.05.017 – volume: 49 start-page: 421 issue: 4–5 year: 2021 ident: 10.1016/j.eswa.2023.120270_b0265 article-title: Voltage constrained reactive power planning problem for reactive loading variation using hybrid harris hawk particle swarm optimizer publication-title: Electric Power Components and Systems doi: 10.1080/15325008.2021.1970060 – volume: 29 start-page: 738 issue: 10 year: 2007 ident: 10.1016/j.eswa.2023.120270_b0135 article-title: Efficient real coded genetic algorithm to solve the non-convex hydrothermal scheduling problem publication-title: International Journal of Electrical Power & Energy Systems doi: 10.1016/j.ijepes.2007.06.001 – volume: 36 start-page: 7641 issue: 12 year: 2021 ident: 10.1016/j.eswa.2023.120270_b0165 article-title: A novel ameliorated Harris hawk optimizer for solving complex engineering optimization problems publication-title: International Journal of Intelligent Systems doi: 10.1002/int.22602 – ident: 10.1016/j.eswa.2023.120270_b0040 – volume: 8 start-page: 1392 issue: 4 year: 2008 ident: 10.1016/j.eswa.2023.120270_b0205 article-title: Particle swarm optimization technique based short-term hydrothermal scheduling publication-title: Applied soft computing doi: 10.1016/j.asoc.2007.10.006 – volume: 53 start-page: 34 year: 2013 ident: 10.1016/j.eswa.2023.120270_b0150 article-title: An adaptive chaotic artificial bee colony algorithm for short-term hydrothermal generation scheduling publication-title: International Journal of Electrical Power & Energy Systems doi: 10.1016/j.ijepes.2013.04.004 – volume: 27 start-page: 142 issue: 1 year: 2011 ident: 10.1016/j.eswa.2023.120270_b0340 article-title: Small population-based particle swarm optimization for short-term hydrothermal scheduling publication-title: IEEE Transactions on Power Systems doi: 10.1109/TPWRS.2011.2165089 – volume: 11 start-page: 1919 issue: 12 year: 2022 ident: 10.1016/j.eswa.2023.120270_b0115 article-title: Recent advances in harris hawks optimization: A comparative study and applications publication-title: Electronics doi: 10.3390/electronics11121919 – volume: 65 start-page: 159 year: 2015 ident: 10.1016/j.eswa.2023.120270_b0330 article-title: A modified chaotic differential evolution algorithm for short-term optimal hydrothermal scheduling publication-title: International Journal of Electrical Power & Energy Systems doi: 10.1016/j.ijepes.2014.09.041 – volume: 10 start-page: 862 issue: 4 year: 2016 ident: 10.1016/j.eswa.2023.120270_b0210 article-title: Application of non-dominated sorting gravitational search algorithm with disruption operator for stochastic multiobjective short term hydrothermal scheduling publication-title: IET Generation, Transmission & Distribution doi: 10.1049/iet-gtd.2014.1137 – volume: 203 year: 2020 ident: 10.1016/j.eswa.2023.120270_b0310 article-title: Crisscross optimization based short-term hydrothermal generation scheduling with cascaded reservoirs publication-title: Energy doi: 10.1016/j.energy.2020.117822 – volume: 106504 year: 2023 ident: 10.1016/j.eswa.2023.120270_b0155 article-title: Promoting renewable energy through national energy legislation publication-title: Energy Economics – volume: 58 start-page: 91 year: 2014 ident: 10.1016/j.eswa.2023.120270_b0025 article-title: Improved differential evolution for short-term hydrothermal scheduling publication-title: International Journal of Electrical Power & Energy Systems doi: 10.1016/j.ijepes.2013.12.016 – volume: 4 start-page: 126 issue: 2 year: 2021 ident: 10.1016/j.eswa.2023.120270_b0095 article-title: Designing optimized ternary catalytic alloy electrode for efficiency improvement of semiconductor gas sensors using a machine learning approach publication-title: Decision Making: Applications in Management and Engineering – volume: 178 year: 2020 ident: 10.1016/j.eswa.2023.120270_b0130 article-title: An overview on formulations and optimization methods for the unit-based short-term hydro scheduling problem publication-title: Electric Power Systems Research doi: 10.1016/j.epsr.2019.106027 – volume: 5 start-page: 1 issue: 1 year: 2019 ident: 10.1016/j.eswa.2023.120270_b0120 article-title: Portfolio optimization by improved NSGA-II and SPEA 2 based on different risk measures publication-title: Financial Innovation doi: 10.1186/s40854-019-0140-6 – volume: 11 start-page: 1295 issue: 1 year: 2011 ident: 10.1016/j.eswa.2023.120270_b0200 article-title: Short-term combined economic emission scheduling of hydrothermal systems with cascaded reservoirs using particle swarm optimization technique publication-title: Applied soft computing doi: 10.1016/j.asoc.2010.03.006 – volume: 9 start-page: 499 issue: 4 year: 2018 ident: 10.1016/j.eswa.2023.120270_b0055 article-title: Symbiotic organisms search algorithm for short-term hydrothermal scheduling publication-title: Ain Shams Engineering Journal doi: 10.1016/j.asej.2016.04.002 – volume: 153 start-page: 693 issue: 6 year: 2006 ident: 10.1016/j.eswa.2023.120270_b0140 article-title: Short-term scheduling of hydrothermal power system with cascaded reservoirs by using modified differential evolution publication-title: IEE Proceedings-Generation, Transmission and Distribution doi: 10.1049/ip-gtd:20050407 – volume: 50 start-page: 97 issue: 1 year: 2009 ident: 10.1016/j.eswa.2023.120270_b0195 article-title: Short-term combined economic emission scheduling of hydrothermal power systems with cascaded reservoirs using differential evolution publication-title: Energy Conversion and Management doi: 10.1016/j.enconman.2008.08.022 – volume: 9 start-page: 31 issue: 1 year: 2018 ident: 10.1016/j.eswa.2023.120270_b0260 article-title: Krill herd algorithm applied to short-term hydrothermal scheduling problem publication-title: Ain Shams Engineering Journal doi: 10.1016/j.asej.2015.09.003 – volume: 26 start-page: 3261 issue: 6 year: 2018 ident: 10.1016/j.eswa.2023.120270_b0350 article-title: Goal programming approaches to managing consistency and consensus for intuitionistic multiplicative preference relations in group decision making publication-title: IEEE Transactions on Fuzzy Systems doi: 10.1109/TFUZZ.2018.2818074 – volume: 13 start-page: 501 issue: 2 year: 1998 ident: 10.1016/j.eswa.2023.120270_b0240 article-title: A genetic algorithm modelling framework and solution technique for short term optimal hydrothermal scheduling publication-title: IEEE Transactions on Power Systems doi: 10.1109/59.667375 – ident: 10.1016/j.eswa.2023.120270_b0225 doi: 10.1016/j.energy.2012.09.004 – volume: 58 start-page: 207 year: 2017 ident: 10.1016/j.eswa.2023.120270_b0215 article-title: Short-term hydrothermal generation scheduling using improved predator influenced civilized swarm optimization technique publication-title: Applied Soft Computing doi: 10.1016/j.asoc.2017.04.065 – volume: 74 start-page: 440 year: 2019 ident: 10.1016/j.eswa.2023.120270_b0305 article-title: Couple-based particle swarm optimization for short-term hydrothermal scheduling publication-title: Applied Soft Computing doi: 10.1016/j.asoc.2018.10.041 – volume: 169 start-page: 258 year: 2018 ident: 10.1016/j.eswa.2023.120270_b0035 article-title: A pareto optimal study for the multiobjective oil platform location problem with NSGA-II publication-title: Journal of Petroleum Science and Engineering doi: 10.1016/j.petrol.2018.05.037 – volume: 51 start-page: 1481 issue: 7 year: 2010 ident: 10.1016/j.eswa.2023.120270_b0160 article-title: An adaptive chaotic differential evolution for the short-term hydrothermal generation scheduling problem publication-title: Energy Conversion and Management doi: 10.1016/j.enconman.2010.02.006 – volume: 44 start-page: 657 issue: 1 year: 2012 ident: 10.1016/j.eswa.2023.120270_b0300 article-title: Short-term hydrothermal generation scheduling using differential real-coded quantum-inspired evolutionary algorithm publication-title: Energy doi: 10.1016/j.energy.2012.05.026 – volume: 53 start-page: 10 year: 2013 ident: 10.1016/j.eswa.2023.120270_b0255 article-title: Teaching learning based optimization for short-term hydrothermal scheduling problem considering valve point effect and prohibited discharge constraint publication-title: International Journal of Electrical Power & Energy Systems doi: 10.1016/j.ijepes.2013.03.024 – volume: 1 start-page: 151 issue: 1 year: 2020 ident: 10.1016/j.eswa.2023.120270_b0090 article-title: Comparison of robust optimal QFT controller with TFC and MFC controller in a multi-input multi-output system. Reports publication-title: Mechanical Engineering – volume: 49 start-page: 2513 issue: 10 year: 2008 ident: 10.1016/j.eswa.2023.120270_b0145 article-title: A modified hybrid differential evolution for short-term scheduling of hydrothermal power systems with cascaded reservoirs publication-title: Energy Conversion and Management doi: 10.1016/j.enconman.2008.05.021 – volume: 79 start-page: 1047 issue: 7 year: 2009 ident: 10.1016/j.eswa.2023.120270_b0110 article-title: An improved PSO technique for short-term optimal hydrothermal scheduling publication-title: Electric Power Systems Research doi: 10.1016/j.epsr.2009.01.001 – volume: 81 start-page: 245 year: 2015 ident: 10.1016/j.eswa.2023.120270_b0355 article-title: Reliability constrained unit commitment with combined hydro and thermal generation embedded using self-learning group search optimizer publication-title: Energy doi: 10.1016/j.energy.2014.12.036 – volume: 11 start-page: 3046 issue: 3 year: 2011 ident: 10.1016/j.eswa.2023.120270_b0020 article-title: Economic environmental dispatch of fixed head hydrothermal power systems using nondominated sorting genetic algorithm-II publication-title: Applied Soft Computing doi: 10.1016/j.asoc.2010.12.005 – volume: 213 year: 2023 ident: 10.1016/j.eswa.2023.120270_b0285 article-title: Solution for short-term generation scheduling of cascaded hydrothermal system with turbulent water flow optimization publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2022.118967 – volume: 123 start-page: 538 year: 2017 ident: 10.1016/j.eswa.2023.120270_b0335 article-title: A small-population based parallel differential evolution algorithm for short-term hydrothermal scheduling problem considering power flow constraints publication-title: Energy doi: 10.1016/j.energy.2017.02.010 – volume: 37 start-page: 4232 issue: 6 year: 2010 ident: 10.1016/j.eswa.2023.120270_b0280 article-title: Short-term combined economic emission hydrothermal scheduling using improved quantum-behaved particle swarm optimization publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2009.11.079 – volume: 61 start-page: 58 year: 2017 ident: 10.1016/j.eswa.2023.120270_b0075 article-title: Scheduling of short-term hydrothermal energy system by parallel multiobjective differential evolution publication-title: Applied Soft Computing doi: 10.1016/j.asoc.2017.07.054 – volume: 78 start-page: 1972 issue: 11 year: 2008 ident: 10.1016/j.eswa.2023.120270_b0190 article-title: Differential evolution technique-based short-term economic generation scheduling of hydrothermal systems publication-title: Electric Power Systems Research doi: 10.1016/j.epsr.2008.04.006 – volume: 33 start-page: 8939 issue: 15 year: 2021 ident: 10.1016/j.eswa.2023.120270_b0005 article-title: Harris hawks optimization: A comprehensive review of recent variants and applications publication-title: Neural Computing and Applications doi: 10.1007/s00521-021-05720-5 – volume: 39 start-page: 1 year: 2018 ident: 10.1016/j.eswa.2023.120270_b0175 article-title: Opposition based learning: A literature review publication-title: Swarm and evolutionary computation doi: 10.1016/j.swevo.2017.09.010 – volume: 5 start-page: 329 issue: 2 year: 2022 ident: 10.1016/j.eswa.2023.120270_b0050 article-title: Solving fuzzy dynamic ship routing and scheduling problem through new genetic algorithm publication-title: Decision Making: Applications in Management and Engineering – volume: 247 start-page: 535 year: 2014 ident: 10.1016/j.eswa.2023.120270_b0320 article-title: A novel approach for economic dispatch of hydrothermal system via gravitational search algorithm publication-title: Applied Mathematics and Computation doi: 10.1016/j.amc.2014.09.017 – volume: 18 start-page: 214 issue: 1 year: 2003 ident: 10.1016/j.eswa.2023.120270_b0275 article-title: Fast evolutionary programming techniques for short-term hydrothermal scheduling publication-title: IEEE transactions on Power Systems doi: 10.1109/TPWRS.2002.807053 – volume: 29 start-page: 462 issue: 6 year: 2007 ident: 10.1016/j.eswa.2023.120270_b0045 article-title: Optimal economic emission dispatch of hydrothermal power systems publication-title: International Journal of Electrical Power & Energy Systems doi: 10.1016/j.ijepes.2006.11.004 |
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| SubjectTerms | Enhanced Harris hawk optimizer Heuristic algorithms Multiobjective hydrothermal electric power system problems Opposition based learning Standard benchmark problems |
| Title | Enhanced Harris hawk optimizer for hydrothermal generation scheduling with cascaded reservoirs |
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