Economic dispatch;
Adaptive charged system search (ACSS);
Power generation;
Ramp rate limits;
Valve point load effects;
Engineering cost optimization;
PARTICLE SWARM OPTIMIZATION;
CHEMICAL-REACTION OPTIMIZATION;
LOAD DISPATCH;
OPTIMAL-DESIGN;
HYBRID;
D O I:
10.1016/j.asoc.2018.09.008
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
In this article, an adaptive charged system search (ACSS) algorithm is developed for the solution of the economic dispatch problems. The proposed ACSS is based on the charged system search (CSS) which is a meta-heuristic algorithm utilizing the governing Coulomb law from electrostatics and the Newtonian laws of mechanics. Here, two effective strategies are considered to present the new ACSS. The first one is an improved initialization based on opposite based learning and subspacing techniques. The second one is Levy flight random walk for enriching updating process of the algorithm. Many types of economic dispatch cases comprising 6, 13, 15, 40, 160 and 640 units generation systems are testified as benchmarks ranging from small to large scale problems. These problems entail different constraints consisting of power balance, ramp rate limits, prohibited operating zones and valve point load effects. Additionally, multiple fuel options and transmission losses are included for some test cases. Moreover, simple constraint handling functions are developed in terms of penalty approach which can readily be incorporated into any other meta-heuristic algorithm. Results indicate that the ACSS either outperform or perform well in comparison to the CSS and other optimizers in finding optimized fuel costs. (C) 2018 Elsevier B.V. All rights reserved.
机构:
Shandong Univ, Sch Control Sci & Engn, Jinan 250061, Shandong, Peoples R ChinaShandong Univ, Sch Control Sci & Engn, Jinan 250061, Shandong, Peoples R China
Liang, Huijun
Liu, Yungang
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机构:
Shandong Univ, Sch Control Sci & Engn, Jinan 250061, Shandong, Peoples R ChinaShandong Univ, Sch Control Sci & Engn, Jinan 250061, Shandong, Peoples R China
Liu, Yungang
Shen, Yanjun
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机构:
China Three Gorges Univ, Coll Elect Engn & New Energy, Yichang 443002, Peoples R ChinaShandong Univ, Sch Control Sci & Engn, Jinan 250061, Shandong, Peoples R China
Shen, Yanjun
Li, Fengzhong
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机构:
Shandong Univ, Sch Control Sci & Engn, Jinan 250061, Shandong, Peoples R ChinaShandong Univ, Sch Control Sci & Engn, Jinan 250061, Shandong, Peoples R China
Li, Fengzhong
Man, Yongchao
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机构:
Shandong Univ, Sch Control Sci & Engn, Jinan 250061, Shandong, Peoples R ChinaShandong Univ, Sch Control Sci & Engn, Jinan 250061, Shandong, Peoples R China
机构:
KCG Coll Technol, Dept Elect & Elect Engn, Chennai 600097, Tamil Nadu, IndiaKCG Coll Technol, Dept Elect & Elect Engn, Chennai 600097, Tamil Nadu, India
Ramachandran, Murugan
Mirjalili, Seyedali
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机构:
Torrens Univ Australia, Ctr Artificial Intelligence Res & Optimizat, Brisbane, Qld, Australia
Yonsei Univ, Yonsei Frontier Lab, Seoul, South KoreaKCG Coll Technol, Dept Elect & Elect Engn, Chennai 600097, Tamil Nadu, India
Mirjalili, Seyedali
Ramalingam, Mohan Malli
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机构:
Meenakshi Coll Engn, Dept Elect & Elect Engn, Chennai 600078, Tamil Nadu, IndiaKCG Coll Technol, Dept Elect & Elect Engn, Chennai 600097, Tamil Nadu, India
Ramalingam, Mohan Malli
Gnanakkan, Christober Asir Rajan Charles
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机构:
Pondicherry Engn Coll, Dept Elect & Elect Engn, Pondicherry 605014, IndiaKCG Coll Technol, Dept Elect & Elect Engn, Chennai 600097, Tamil Nadu, India
Gnanakkan, Christober Asir Rajan Charles
Parvathysankar, Deiva Sundari
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机构:
KCG Coll Technol, Dept Elect & Elect Engn, Chennai 600097, Tamil Nadu, IndiaKCG Coll Technol, Dept Elect & Elect Engn, Chennai 600097, Tamil Nadu, India
Parvathysankar, Deiva Sundari
Sundaram, Arunachalam
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机构:
Jubail Ind Coll, Dept Elect & Elect Engn Technol, Al Jubail 31961, Jubail Ind City 31961, Saudi ArabiaKCG Coll Technol, Dept Elect & Elect Engn, Chennai 600097, Tamil Nadu, India
机构:
Wisma R&D Univ Malaya, UM Power Energy Dedicated Adv Ctr UMPEDAC, Level 4, Kuala Lumpur 59990, Malaysia
Univ Malaya, Fac Engn, Dept Elect Engn, Kuala Lumpur 50603, MalaysiaWisma R&D Univ Malaya, UM Power Energy Dedicated Adv Ctr UMPEDAC, Level 4, Kuala Lumpur 59990, Malaysia
Modiri-Delshad, Mostafa
Abd Rahim, Nasrudin
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机构:
Wisma R&D Univ Malaya, UM Power Energy Dedicated Adv Ctr UMPEDAC, Level 4, Kuala Lumpur 59990, Malaysia
King Abdulaziz Univ, Renewable Energy Res Grp, Jeddah 21589, Saudi ArabiaWisma R&D Univ Malaya, UM Power Energy Dedicated Adv Ctr UMPEDAC, Level 4, Kuala Lumpur 59990, Malaysia