A Distributed Dynamic Programming-Based Solution for Load Management in Smart Grids

被引:11
作者
Zhang, Wei [1 ]
Xu, Yinliang [2 ]
Li, Sisi [3 ]
Zhou, MengChu [3 ,4 ]
Liu, Wenxin [5 ]
Xu, Ying [6 ]
机构
[1] Harbin Inst Technol, Dept Elect Engn, Harbin 150001, Heilongjiang, Peoples R China
[2] Sun Yat Sen Univ, Sun Yat Sen Univ Carnegie Mellon Univ Joint Inst, Guangzhou 510275, Guangdong, Peoples R China
[3] New Jersey Inst Technol, Dept Elect & Comp Engn, Newark, NJ 07102 USA
[4] King Abdulaziz Univ, Dept Elect & Comp Engn, Jeddah 21589, Saudi Arabia
[5] Lehigh Univ, Dept Elect & Comp Engn, Bethlehem, PA 18015 USA
[6] State Grid Corp, Power Dispatch & Control Ctr, North China Branch, Beijing 100053, Peoples R China
来源
IEEE SYSTEMS JOURNAL | 2018年 / 12卷 / 01期
基金
中国国家自然科学基金;
关键词
Distributed algorithm; dynamic programming (DP); load management (LM); smart grids; ALGORITHM;
D O I
10.1109/JSYST.2016.2536141
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Load management (LM) is being recognized as an important option for active user participation in the energy market. Traditional LM methods usually require a centralized powerful control center and a two-way communication network between the system operators and energy end-users. The increasing user participation in smart grids may limit their applications. In this paper, a distributed solution for LM in emerging smart grids is proposed. The LM problem is formulated as a constrained optimization problem aiming at maximizing the overall utility of users while meeting the requirement for load reduction requested by the system operator, and is solved by using a distributed dynamic programming (DDP) algorithm. The algorithm is implemented via a distributed framework and thus can deliver a highly desired distributed solution. It avoids the required use of a centralized coordinator or control center, and can achieve satisfactory outcomes for LM. Simulation results with various test systems demonstrate its effectiveness.
引用
收藏
页码:402 / 413
页数:12
相关论文
共 50 条
  • [41] A Novel Agent-Based Distributed Power Flow Solver for Smart Grids
    Nguyen, Cuong P.
    Flueck, Alexander J.
    IEEE TRANSACTIONS ON SMART GRID, 2015, 6 (03) : 1261 - 1270
  • [42] Power management of PEV using linear programming with solar panels and wind turbines in smart grids
    Al Essa, Mohammed Jasim M.
    ELECTRICAL ENGINEERING, 2023, 105 (03) : 1761 - 1773
  • [43] Power management of PEV using linear programming with solar panels and wind turbines in smart grids
    Mohammed Jasim M. Al Essa
    Electrical Engineering, 2023, 105 : 1761 - 1773
  • [44] Bidding-Based Dynamic Power Pricing Scheme in Smart Grids
    Ward, Andrew
    Zhou, Zhengyuan
    Bambos, Nicholas
    2019 INTERNATIONAL CONFERENCE ON COMPUTING, NETWORKING AND COMMUNICATIONS (ICNC), 2019, : 729 - 734
  • [45] Simple Cracking of (Noise-Based) Dynamic Watermarking in Smart Grids
    Yildirim, Mehmet
    Kenarangui, Nasir
    Balog, Robert
    Kish, Laszlo B.
    Singh, Chanan
    FLUCTUATION AND NOISE LETTERS, 2024, 23 (06):
  • [46] A Genetic Programming-Based Multi-Objective Optimization Approach to Data Replication Strategies for Distributed Systems
    Bokhari, Syed Mohtashim Abbas
    Theel, Oliver
    2020 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2020,
  • [47] Sequential quadratic programming-based non-cooperative target distributed hybrid processing optimization method
    Song, Xiaocheng
    Wang, Jiangtao
    Wang, Jun
    Sun, Liang
    Feng, Yanghe
    Li, Zhi
    JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2023, 34 (01) : 129 - 140
  • [48] A fog based load forecasting strategy based on multi-ensemble classification for smart grids
    Rabie, Asmaa H.
    Ali, Shereen H.
    Saleh, Ahmed I.
    Ali, Hesham A.
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2020, 11 (01) : 209 - 236
  • [49] An Agent-Based Approach for Energy Management in Smart-Grids
    Klaimi, Joelle
    Rahim-Amoud, Rana
    Merghem-Boulahia, Leila
    Jrad, Akil
    HIGHLIGHTS OF PRACTICAL APPLICATIONS OF AGENTS, MULTI-AGENT SYSTEMS, AND SUSTAINABILITY: THE PAAMS COLLECTION, PAAMS 2015, 2015, 524 : 225 - 236
  • [50] NTL Detection in Smart Grids by means of a Reservoir Computing-based Solution
    Serra Oliver, Adria
    Canals Guinand, Vincent
    Cortes Forteza, Pau Joan
    Ortiz Rodriguez, Alberto
    2024 IEEE 22ND MEDITERRANEAN ELECTROTECHNICAL CONFERENCE, MELECON 2024, 2024, : 168 - 173