An adaptive decentralized economic dispatch method for virtual power plant

被引:25
|
作者
Dong, Lianxin [1 ]
Fan, Shuai [1 ]
Wang, Zhihua [2 ]
Xiao, Jucheng [1 ]
Zhou, Huan [1 ]
Li, Zuyi [3 ]
He, Guangyu [1 ]
机构
[1] Shanghai Jiao Tong Univ, Minist Educ, Key Lab Control Power Transmiss & Convers, Shanghai 200240, Peoples R China
[2] Elect Power Dispatching & Commun Ctr State Grid S, Shanghai 200122, Peoples R China
[3] IIT, Dept Elect & Comp Engn, Chicago, IL 60616 USA
基金
中国国家自然科学基金;
关键词
Decentralized economic dispatch; Virtual power plant; Bottom up; Adaptive method; HOME ENERGY MANAGEMENT; ALGORITHM; MODEL; OPTIMIZATION; SYSTEMS; DERS;
D O I
10.1016/j.apenergy.2021.117347
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
This paper introduces a decentralized economic dispatch method and an architecture suitable for the virtual power plant (VPP) aggregating massive distributed energy resources (DERs). The convergence condition is given for quadratic cost functions, and is extended to the case of general increasing function of incremental cost (IC). Further analysis shows that the step of this method is adaptive, which is generated from the bottom up according to the responsiveness of each DER unit (DERU). Combined with the decentralized architecture based on message queue (MQ), the algorithm design considers the hosting mechanism of the coordinator failure, which not only improves the efficiency of calculation and communication without losing privacy-protection, but also makes it more fault-tolerant. The correctness and effectiveness of the method are verified in the case studies. The iterative process can respond and converge quickly when DER units reach capacity limits or devices fail/join. Due to the adaptability of the step, the method has strong robustness to the quantity and parameters randomness of underlying units. Therefore, it can be applied to the VPP with a massive number of DERs in order to get consensus solution by rapid economic dispatch.
引用
收藏
页数:15
相关论文
共 50 条
  • [1] Economic Dispatch of Power Systems with Virtual Power Plant Based Interval Optimization Method
    Huang, Chongxin
    Yue, Dong
    Xie, Jun
    Li, Yaping
    Wang, Ke
    CSEE JOURNAL OF POWER AND ENERGY SYSTEMS, 2016, 2 (01): : 74 - 80
  • [2] Sequence-based differential evolution for solving economic dispatch considering virtual power plant
    Yang, Yude
    Wei, Bori
    Qin, Zhijun
    IET GENERATION TRANSMISSION & DISTRIBUTION, 2019, 13 (15) : 3202 - 3215
  • [3] Optimal Economic Dispatch of Virtual Power Plant based on Bidding
    Zhang, Siqiong
    Kong, Xiangyu
    Shen, Yu
    Hu, Wei
    Ma, Tianqiao
    2020 23RD INTERNATIONAL CONFERENCE ON ELECTRICAL MACHINES AND SYSTEMS (ICEMS), 2020, : 467 - 471
  • [4] Economic Dispatch of Virtual Power Plant Based on Distributed Primal-dual Sub-gradient Method
    Wu Chun
    Cao Chi
    Xie Jun
    Yue Dong
    Xu Shuyang
    Wang Jixiang
    PROCEEDINGS OF THE 36TH CHINESE CONTROL CONFERENCE (CCC 2017), 2017, : 10517 - 10521
  • [5] A fully distributed ADMM-based dispatch approach for virtual power plant problems
    Chen, Guo
    Li, Jueyou
    APPLIED MATHEMATICAL MODELLING, 2018, 58 : 300 - 312
  • [6] Decentralized Economic Dispatch for Power System Based on Alternating Direction Method of Multipliers
    Xia S.
    Zou W.
    Zhang Q.
    Li G.
    Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2019, 43 (06): : 100 - 106
  • [7] Distributed Economic Dispatch of Virtual Power Plant under a Non-Ideal Communication Network
    Cao, Chi
    Xie, Jun
    Yue, Dong
    Huang, Chongxin
    Wang, Jixiang
    Xu, Shuyang
    Chen, Xingying
    ENERGIES, 2017, 10 (02):
  • [8] Economic Dispatch of Virtual Power Plant Based on New Carbon Emission Model
    Wang, Pengcheng
    Ge, Yuan
    Wang, Yang
    Lin, Qiyou
    Chen, Renfeng
    Wang, Jie
    2023 35TH CHINESE CONTROL AND DECISION CONFERENCE, CCDC, 2023, : 4583 - 4588
  • [9] Deep Reinforcement Learning for Economic Dispatch of Virtual Power Plant in Internet of Energy
    Lin, Lin
    Guan, Xin
    Peng, Yu
    Wang, Ning
    Maharjan, Sabita
    Ohtsuki, Tomoaki
    IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (07) : 6288 - 6301
  • [10] A distributed gradient algorithm based economic dispatch strategy for virtual power plant
    Cao Chi
    Xie Jun
    Yue Dong
    Zhao Jingbo
    Xiao Yichen
    Wang Lu
    PROCEEDINGS OF THE 35TH CHINESE CONTROL CONFERENCE 2016, 2016, : 7826 - 7831