Metaheuristic;
Optimal reactive power dispatch;
Gaussian bare-bones water cycle algorithm;
Power system;
PARTICLE SWARM OPTIMIZATION;
DIFFERENTIAL EVOLUTION;
EVAPORATION RATE;
VOLTAGE CONTROL;
FLOW;
STABILITY;
STRATEGY;
NONSMOOTH;
D O I:
10.1016/j.asoc.2017.04.048
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
Water cycle algorithm (WCA) is one of the efficient metaheuristic optimization algorithms inspired by hydrological cycle in nature. WCA can outperform several robust and efficient metaheuristics in solving optimization problems. Like other metaheuristics, premature convergence and stagnation in local optima can still occur in WCA. In order to mitigate this problem, in this paper, a Gaussian bare-bones WCA (NGBWCA) is proposed and utilized to tackle optimal reactive power dispatch (ORPD) problem in electric power systems. Resistive losses and voltage deviations are the objectives to be minimised. The efficiency of the proposed NGBWCA optimizer is investigated and compared to other well-established metaheuristic optimisation algorithms on IEEE 30, 57 and 118 bus power systems. The experimental results and statistical tests vividly demonstrate the efficiency of the NGBWCA algorithm in solving ORPD problem. (C) 2017 Elsevier B.V. All rights reserved.
机构:
Korea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South KoreaKorea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South Korea
Sadollah, Ali
;
Eskandar, Hadi
论文数: 0引用数: 0
h-index: 0
机构:
Semnan Univ, Fac Engn, Semnan, IranKorea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South Korea
Eskandar, Hadi
;
Bahreininejad, Ardeshir
论文数: 0引用数: 0
h-index: 0
机构:
Inst Teknol Brunei, Fac Engn, Bandar Seri Begawan, BruneiKorea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South Korea
Bahreininejad, Ardeshir
;
Kim, Joong Hoon
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h-index: 0
机构:
Korea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South KoreaKorea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South Korea
机构:
Korea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South KoreaKorea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South Korea
Sadollah, Ali
;
Eskandar, Hadi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Semnan, Fac Mech Engn, Semnan, IranKorea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South Korea
Eskandar, Hadi
;
Kim, Joong Hoon
论文数: 0引用数: 0
h-index: 0
机构:
Korea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South KoreaKorea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South Korea
机构:
Univ Malaysia Pahang, Fac Elect & Elect Engn, Pekan 26600, Pahang, MalaysiaUniv Malaysia Pahang, Fac Elect & Elect Engn, Pekan 26600, Pahang, Malaysia
Sulaiman, Mohd Herwan
;
Mustaffa, Zuriani
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaysia Pahang, Fac Comp Syst & Software Engn, Gambang 26300, Pahang, MalaysiaUniv Malaysia Pahang, Fac Elect & Elect Engn, Pekan 26600, Pahang, Malaysia
Mustaffa, Zuriani
;
Mohamed, Mohd Rusllim
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h-index: 0
机构:
Univ Malaysia Pahang, Fac Elect & Elect Engn, Pekan 26600, Pahang, MalaysiaUniv Malaysia Pahang, Fac Elect & Elect Engn, Pekan 26600, Pahang, Malaysia
Mohamed, Mohd Rusllim
;
Aliman, Omar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaysia Pahang, Fac Elect & Elect Engn, Pekan 26600, Pahang, MalaysiaUniv Malaysia Pahang, Fac Elect & Elect Engn, Pekan 26600, Pahang, Malaysia
机构:
Korea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South KoreaKorea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South Korea
Sadollah, Ali
;
Eskandar, Hadi
论文数: 0引用数: 0
h-index: 0
机构:
Semnan Univ, Fac Engn, Semnan, IranKorea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South Korea
Eskandar, Hadi
;
Bahreininejad, Ardeshir
论文数: 0引用数: 0
h-index: 0
机构:
Inst Teknol Brunei, Fac Engn, Bandar Seri Begawan, BruneiKorea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South Korea
Bahreininejad, Ardeshir
;
Kim, Joong Hoon
论文数: 0引用数: 0
h-index: 0
机构:
Korea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South KoreaKorea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South Korea
机构:
Korea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South KoreaKorea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South Korea
Sadollah, Ali
;
Eskandar, Hadi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Semnan, Fac Mech Engn, Semnan, IranKorea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South Korea
Eskandar, Hadi
;
Kim, Joong Hoon
论文数: 0引用数: 0
h-index: 0
机构:
Korea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South KoreaKorea Univ, Sch Civil Environm & Architectural Engn, Seoul 136713, South Korea
机构:
Univ Malaysia Pahang, Fac Elect & Elect Engn, Pekan 26600, Pahang, MalaysiaUniv Malaysia Pahang, Fac Elect & Elect Engn, Pekan 26600, Pahang, Malaysia
Sulaiman, Mohd Herwan
;
Mustaffa, Zuriani
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaysia Pahang, Fac Comp Syst & Software Engn, Gambang 26300, Pahang, MalaysiaUniv Malaysia Pahang, Fac Elect & Elect Engn, Pekan 26600, Pahang, Malaysia
Mustaffa, Zuriani
;
Mohamed, Mohd Rusllim
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaysia Pahang, Fac Elect & Elect Engn, Pekan 26600, Pahang, MalaysiaUniv Malaysia Pahang, Fac Elect & Elect Engn, Pekan 26600, Pahang, Malaysia
Mohamed, Mohd Rusllim
;
Aliman, Omar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaysia Pahang, Fac Elect & Elect Engn, Pekan 26600, Pahang, MalaysiaUniv Malaysia Pahang, Fac Elect & Elect Engn, Pekan 26600, Pahang, Malaysia