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
相关论文
共 50 条
  • [21] An Adaptive Differential Evolution Crisscross Optimization Based Dynamic Economic/ Emission Dispatch Considering Wind Power
    Mei, Panpan
    Wu, Lianghong
    Zhang, Hongqiang
    Liu, Zhenzu
    PROCEEDINGS OF THE 2019 31ST CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2019), 2019, : 5228 - 5233
  • [22] A MODIFIED DIFFERENTIAL EVOLUTION BASED SOLUTION TECHNIQUE FOR ECONOMIC DISPATCH PROBLEMS
    Azad, Md Abul Kalam
    Fernandes, Edite M. G. P.
    JOURNAL OF INDUSTRIAL AND MANAGEMENT OPTIMIZATION, 2012, 8 (04) : 1017 - 1038
  • [23] An enhanced multi-objective differential evolution algorithm for dynamic environmental economic dispatch of power system with wind power
    Bai, Yingjie
    Wu, Xuedong
    Xia, Aiming
    ENERGY SCIENCE & ENGINEERING, 2021, 9 (03) : 316 - 329
  • [24] Distributionally robust optimization for virtual power plant clusters considering carbon emission-based dynamic dispatch priority
    Zuo, Juan
    Xu, Chongxin
    Wang, Wenbo
    Ji, Yu
    FRONTIERS IN ENERGY RESEARCH, 2023, 11
  • [25] A Review on Economic Dispatch of Power System Considering Atmospheric Pollutant Emissions
    Wang, Hengzhen
    Xu, Ying
    Yi, Zhongkai
    Xu, Jianing
    Xie, Yilin
    Li, Zhimin
    ENERGIES, 2024, 17 (08)
  • [26] Automated Differential Evolution for Solving Dynamic Economic Dispatch Problems
    Elsayed, Saber
    Zaman, Md Forhad
    Sarker, Ruhul
    INTELLIGENT AND EVOLUTIONARY SYSTEMS, IES 2015, 2016, 5 : 357 - 369
  • [27] Solving economic emission load dispatch problems using hybrid differential evolution
    Bhattacharya, Aniruddha
    Chattopadhyay, Pranab Kumar
    APPLIED SOFT COMPUTING, 2011, 11 (02) : 2526 - 2537
  • [28] Control of virtual power plant in microgrids: a coordinated approach based on photovoltaic systems and controllable loads
    Liu, Yun
    Xin, Huanhai
    Wang, Zhen
    Gan, Deqiang
    IET GENERATION TRANSMISSION & DISTRIBUTION, 2015, 9 (10) : 921 - 928
  • [29] A Robust Distributed Economic Dispatch Strategy of Virtual Power Plant Under Cyber-Attacks
    Li, Peikai
    Liu, Yun
    Xin, Huanhai
    Jiang, Xichen
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2018, 14 (10) : 4343 - 4352
  • [30] Differential evolution with Gaussian mutation for combined heat and power economic dispatch
    Jena, C.
    Basu, M.
    Panigrahi, C. K.
    SOFT COMPUTING, 2016, 20 (02) : 681 - 688