An antigravity-based fuzzy Gravitational Search Algorithm for economic dispatch problems

被引:1
|
作者
Yu, Xianrui [1 ]
Zhao, Qiuhong [1 ,2 ,3 ]
Wang, Tongyu [4 ]
Li, Yuanrui [1 ]
机构
[1] Beihang Univ, Sch Econ & Management, Beijing 100191, Peoples R China
[2] Beijing Key Lab Emergency Support Simulat Technol, Beijing 100191, Peoples R China
[3] Beijing Int Sci & Technol Cooperat Base City Safet, Beijing 100191, Peoples R China
[4] Ocean Univ China, Sch Econ, Qingdao 266100, Peoples R China
关键词
Economic dispatch; Optimal economic load; Gravitational search algorithm; Antigravity; Fuzzy system; DIFFERENTIAL EVOLUTION; GLOBAL OPTIMIZATION; SYSTEM;
D O I
10.1016/j.asoc.2023.110630
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents an antigravity-based fuzzy Gravitational Search Algorithm (AFGSA) to solve the economic dispatch problem (EDP) with various constraints. Based on an antigravity mechanism combined with an adaptive fuzzy parameter controller AFGSA is designed. By doing so, it ensures a proper balance between exploration and exploitation of GSA. Furthermore, the simulated annealing (SA) process is introduced to control the application of anti-gravitation forces and guarantee the convergence rate. A fuzzy optimizing system is applied to adaptively control the parameters in GSA. The success of the suggested algorithm is firstly shown in eight various test EDPs including static and dynamic economic load problems as well as hydrothermal scheduling problems by varying the complex constraints. Then, the efficiency of the proposed optimizer is validated through ten CEC2020 test functions. The performance of AFGSA is verified by comparison with numerous state-of-the-art techniques. The experimental results show that AFGSA provides a more competing and robust solution to the EDPs than the compared algorithms. & COPY; 2023 Elsevier B.V. All rights reserved.
引用
收藏
页数:23
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