This manuscript presents a unique method for stochastic management of renewable energy sources using Micro Grid (MG). This method is based on the demand reduction function to provide a demand side reserve to supply electricity to consumers. To reduce peak demand and energy costs, a typical MG for distributed generation (DG) is used to schedule 24-hour power. The optimal generation scheduling problem is solved as both single-objective and multi-objective optimization problems. Differential Evolution and Multi-Objective Differential Evolution are used to minimize operating costs and environmental emissions, which consider equality and inequality constraints to find the best way to allocate power among the many units connected to MG. Power allocation using DE is shown to be more cost effective and environmentally friendly compared to Particle Swarm Optimization (PSO) and Genetic Algorithm (GA) based technique.
机构:
Qiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Key Lab Complex Syst & Intelligent Optimizat Guizh, Duyun 558000, Guizhou, Peoples R China
Univ Teknol MARA, Inst Big Data Analyt & Artificial Intelligence IBD, Shah Alam 40450, Selangor, MalaysiaQiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Hai, Tao
;
Zhou, Jincheng
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机构:
Qiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Key Lab Complex Syst & Intelligent Optimizat Guizh, Duyun 558000, Guizhou, Peoples R ChinaQiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Zhou, Jincheng
;
Muranaka, Kengo
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机构:
Solar Energy & Power Elect Co Ltd, Tokyo, JapanQiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
机构:
Qiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Key Lab Complex Syst & Intelligent Optimizat Guizh, Duyun 558000, Guizhou, Peoples R China
Univ Teknol MARA, Inst Big Data Analyt & Artificial Intelligence IBD, Shah Alam 40450, Selangor, MalaysiaQiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Hai, Tao
;
Zhou, Jincheng
论文数: 0引用数: 0
h-index: 0
机构:
Qiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Key Lab Complex Syst & Intelligent Optimizat Guizh, Duyun 558000, Guizhou, Peoples R ChinaQiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
Zhou, Jincheng
;
Muranaka, Kengo
论文数: 0引用数: 0
h-index: 0
机构:
Solar Energy & Power Elect Co Ltd, Tokyo, JapanQiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China