Distributed Optimal Economic Environmental Dispatch for Microgrids Over Time-Varying Directed Communication Graph

被引:50
|
作者
Liu, Li-Ning [1 ]
Yang, Guang-Hong [1 ,2 ]
机构
[1] Northeastern Univ, Coll Informat Sci & Engn, Shenyang 110819, Peoples R China
[2] Northeastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110819, Peoples R China
基金
中国国家自然科学基金;
关键词
Microgrids; Generators; Economics; Heuristic algorithms; Energy storage; Communication networks; Time-varying systems; Distributed multi-objective optimization; economic dispatch; directed time-varying graph; cyber-physical system; OPTIMAL ENERGY MANAGEMENT; RESOURCE-MANAGEMENT; OPTIMIZATION; ALGORITHM; CONSENSUS; CONVERGENCE; NETWORKS;
D O I
10.1109/TNSE.2021.3076526
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper investigates the combined economic environmental dispatch problem of Microgrids in a distributed manner. In order to optimize the competing agminated operation cost and environmental impact objectives simultaneously, a distributed method which combines the distributed consensus based algorithm with dynamic weights is proposed to assign the energy among generation units, energy storage units, and load units. By this method, each unit only needs to share its local information among neighbours, thus it offers better flexibility, robustness and privacy. Besides, different from existing distributed optimization algorithms, the proposed algorithm can solve the multi-objective problem over time-varying directed communication graph with a fixed step-size. Furthermore, it is proved that the proposed algorithm can converge to the optimal solution if the step-size does not exceed some upper bound. The simulation results show that the proposed method can simultaneously coordinate the two conflicting goals of the economic and environmental aspects of Microgrids, and obtain the entire Pareto front, effectively reducing operating costs and pollutant emissions. The advantage of convergence speed is also shown compared with some distributed algorithms.
引用
收藏
页码:1913 / 1924
页数:12
相关论文
共 50 条
  • [1] A Distributed Algorithm for Economic Dispatch Over Time-Varying Directed Networks With Delays
    Yang, Tao
    Lu, Jie
    Wu, Di
    Wu, Junfeng
    Shi, Guodong
    Meng, Ziyang
    Johansson, Karl Henrik
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2017, 64 (06) : 5095 - 5106
  • [2] Distributed Privacy Preserving Algorithm for Economic Dispatch Over Time-Varying Communication
    Zhao, Duqiao
    Liu, Ding
    Liu, Linxiong
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2024, 39 (01) : 643 - 657
  • [3] Fully Distributed Optimal Economic Dispatch for Microgrids under Directed Communication Networks Considering Time Delays
    Zhang, Yuhang
    Ni, Ming
    [J]. ENERGIES, 2023, 16 (23)
  • [4] A Privacy Preserving Distributed Optimization Algorithm for Economic Dispatch Over Time-Varying Directed Networks
    Mao, Shuai
    Tang, Yang
    Dong, Ziwei
    Meng, Ke
    Dong, Zhao Yang
    Qian, Feng
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 17 (03) : 1689 - 1701
  • [5] Distributed Optimal Economic Dispatch for Microgrids Considering Communication Delays
    Huang, Bonan
    Liu, Lining
    Zhang, Huaguang
    Li, Yushuai
    Sun, Qiuye
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2019, 49 (08): : 1634 - 1642
  • [6] Distributed Optimal Energy Management for Microgrids in the Presence of Time-Varying Communication Delays
    Huang, Bonan
    Liu, Lining
    Li, Yushuai
    Zhang, Huaguang
    [J]. IEEE ACCESS, 2019, 7 : 83702 - 83712
  • [7] Push-Based Distributed Economic Dispatch in Smart Grids Over Time-Varying Unbalanced Directed Graphs
    Wang, Zhu
    Wang, Dong
    Wen, Changyun
    Guo, Fanghong
    Wang, Wei
    [J]. IEEE TRANSACTIONS ON SMART GRID, 2021, 12 (04) : 3185 - 3199
  • [8] A distributed consensus based algorithm for economic dispatch over time-varying digraphs
    Xu, Keng
    Guo, Fanghong
    Yan, Gangfeng
    [J]. IET CONTROL THEORY AND APPLICATIONS, 2023, 17 (18): : 2441 - 2457
  • [9] Distributed predefined-time optimal economic dispatch for microgrids
    Zhang, Yu
    Wang, Yan-Wu
    Xiao, Jiang-Wen
    Liu, Xiao-Kang
    [J]. AUTOMATICA, 2024, 169
  • [10] Distributed Energy Resource Coordination Over Time-Varying Directed Communication Networks
    Yang, Tao
    Wu, Di
    Fang, Huazhen
    Ren, Wei
    Wang, Hong
    Hong, Yiguang
    Johansson, Karl Henrik
    [J]. IEEE TRANSACTIONS ON CONTROL OF NETWORK SYSTEMS, 2019, 6 (03): : 1124 - 1134