Distributed Energy Resource Coordination Over Time-Varying Directed Communication Networks

被引:46
|
作者
Yang, Tao [1 ]
Wu, Di [2 ]
Fang, Huazhen [3 ]
Ren, Wei [4 ]
Wang, Hong [5 ]
Hong, Yiguang [6 ]
Johansson, Karl Henrik [7 ]
机构
[1] Univ North Texas, Dept Elect Engn, Denton, TX 76203 USA
[2] Pacific Northwest Natl Lab, Richland, WA 99352 USA
[3] Univ Kansas, Dept Mech Engn, Lawrence, KS 66045 USA
[4] Univ Calif Riverside, Dept Elect Engn, Riverside, CA 92521 USA
[5] Oak Ridge Natl Lab, Oak Ridge, TN 37932 USA
[6] Chinese Acad Sci, Inst Syst Sci, Key Lab Syst & Control, Beijing 100190, Peoples R China
[7] KTH Royal Inst Technol, ACCESS Linnaeus Ctr, Sch Elect Engn, S-10044 Stockholm, Sweden
来源
基金
瑞典研究理事会; 中国国家自然科学基金; 美国国家科学基金会;
关键词
Distributed coordination; energy storage (ES); multiagent systems; multistep optimization; push-sum and gradient method; smart grid; ECONOMIC-DISPATCH; AVERAGE CONSENSUS; OPTIMIZATION; CONVERGENCE; ALGORITHM; INITIALIZATION; SYSTEMS; ALLOCATION; STORAGE;
D O I
10.1109/TCNS.2019.2921284
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we consider the optimal coordination problem for distributed energy resources (DERs), including distributed generators and energy storages. We first propose an algorithm based on the push-sum and gradient method to solve the optimal DER coordination problem in a distributed manner. In the proposed algorithm, each DER only maintains a set of variables and updates them through information exchange with a few neighboring DERs over a time-varying directed communication network. We show that the proposed distributed algorithm with appropriately chosen diminishing step sizes solves the optimal DER coordination problem if the time-varying directed communication network is uniformly jointly strongly connected. Moreover, in order to improve the convergence speed and to reduce the communication burden, we propose an accelerated distributed algorithm with a fixed step size. We show that the new proposed algorithm exponentially solves the optimal DER coordination problem if the cost functions satisfy an additional assumption and the selected step size is less than a certain critical value. Both proposed distributed algorithms are validated and evaluated using the IEEE 39-bus system.
引用
收藏
页码:1124 / 1134
页数:11
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