Distributed Real-Time Economic Dispatch in Smart Grids: A State-Based Potential Game Approach

被引:32
作者
Hang, Yile [1 ]
Liu, Feng [1 ]
Mei, Shengwei [1 ]
机构
[1] Tsinghua Univ, Dept Elect Engn & Appl Elect Technol, State Key Lab Power Syst, Beijing 100084, Peoples R China
基金
中国国家自然科学基金;
关键词
State-based potential game; distributed optimization; real-time economic dispatch; smart gird; ENERGY MANAGEMENT; OPTIMIZATION; ALGORITHM;
D O I
10.1109/TSG.2017.2652919
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
In this paper, a distributed optimization algorithm based on state-based potential game (SPC) is proposed for the real-time economic dispatch (RTED) problem in smart grids. Under the DC power flow approximation, we formulate the RTED with coupled operational constraints as a centralized optimization problem (C-RTED). By treating each node in the grid as an agent, we convert the C-RTED into an SPC by augmenting its objective function in the designed game with a local augmented Lagrange-like function, leading to a distributed algorithm for solving the C-RTED problem. We reveal that the stationary-state Nash equilibrium of the SPC exactly identifies the global optimum of the constrained C-RTED problem. The proposed algorithm is capable of handling both equality and inequality constraints in complicated forms, and can he further simplified to entail lower communication burden. Simulations on the IEEE 9-, 39-, and 118-bus systems confirm that the algorithm can quickly converge to the global optimum even under unreliable communication and plug-and-play operations.
引用
收藏
页码:4194 / 4208
页数:15
相关论文
共 27 条
  • [1] [Anonymous], 1999, Athena scientific Belmont
  • [2] [Anonymous], 2012, P IEEE POW EN SOC GE, DOI DOI 10.1109/PESGM.2012.6345156
  • [3] [Anonymous], 2016, P IEEE POW EN SOC GE
  • [4] Distributed Consensus-Based Economic Dispatch With Transmission Losses
    Binetti, Giulio
    Davoudi, Ali
    Lewis, Frank L.
    Naso, David
    Turchiano, Biagio
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 2014, 29 (04) : 1711 - 1720
  • [5] Boyd L., 2004, CONVEX OPTIMIZATION
  • [6] Disfani Vahid Rasouli, 2015, 2015 IEEE Power & Energy Society General Meeting, P1, DOI 10.1109/PESGM.2015.7286528
  • [7] Game-Theoretic Formulation of Power Dispatch With Guaranteed Convergence and Prioritized Best Response
    Du, Liang
    Grijalva, Santiago
    Harley, Ronald G.
    [J]. IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2015, 6 (01) : 51 - 59
  • [8] Large-scale decentralized unit commitment
    Feizollahi, Mohammad Javad
    Costley, Mitch
    Ahmed, Shabbir
    Grijalva, Santiago
    [J]. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2015, 73 : 97 - 106
  • [9] Gopalakrishnan J. R., 2011, Perform. Eval. Rev., V38, P31
  • [10] Distributed State Estimation and Energy Management in Smart Grids: A Consensus plus Innovations Approach
    Kar, Soummya
    Hug, Gabriela
    Mohammadi, Javad
    Moura, Jose M. F.
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2014, 8 (06) : 1022 - 1038