Sequence-based differential evolution for solving economic dispatch considering virtual power plant

被引:7
作者
Yang, Yude [1 ,2 ]
Wei, Bori [1 ,2 ]
Qin, Zhijun [1 ]
机构
[1] Guangxi Univ, Sch Elect Engn, Nanning, Peoples R China
[2] Guangxi Univ, Guangxi Key Lab Power Syst Optimizat & Energy Tec, Nanning 530004, Guangxi, Peoples R China
基金
中国国家自然科学基金;
关键词
power generation economics; power generation dispatch; evolutionary computation; optimisation; distributed power generation; power generation control; smart power grids; power grids; novel initialisation technique; efficient initialisation technique; sequence-based deterministic initialisation; high-quality initial population; problem-specific control parameters; SDE; optimal power generation share; VPP; case studies; state-of-the-art algorithms; economic dispatch; virtual power plant; distributed energy resources; DERs; important problem; smart grid operation; different frameworks; promising means; smart grids; novel optimisation algorithm entitled sequence-based differential evolution; generation dispatch; PARTICLE SWARM OPTIMIZATION; COMBINED HEAT; ALGORITHM; ENERGY; SYSTEMS; GENERATION; OPERATION; MARKETS; WIND;
D O I
10.1049/iet-gtd.2018.6432
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The economic dispatch (ED) of distributed energy resources (DERs) is an important and challenging problem in smart grid operation. Different frameworks are proposed for solving this issue, among which the virtual power plant (VPP) is considered as a promising means for ED in smart grids with DERs. This study presents a novel optimisation algorithm entitled sequence-based differential evolution (SDE) for solving generation dispatch among several DERs with VPPs. In the proposed method, a novel and efficient initialisation technique, namely sequence-based deterministic initialisation, is used to generate high-quality initial population. Besides, a self-adaptation mechanism is utilised to eliminate the difficulty of tuning the problem-specific control parameters of the algorithm. Subsequently, the SDE is applied for solving the ED model to obtain the optimal power generation share of the VPP. Case studies compare the solutions obtained by the proposed method with several state-of-the-art algorithms in the existing literature. It is validated the proposed method is advantageous for ED with VPPs in better solution accuracy, less computational burden, and faster convergence.
引用
收藏
页码:3202 / 3215
页数:14
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