Optimal Control of Microgrids - Algorithms and Field Implementation

被引:0
|
作者
Biyik, Emrah [1 ]
Chandra, Ramu [1 ]
机构
[1] GE Global Res, Niskayuna, NY USA
关键词
POWER-FLOW LITERATURE;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A microgrid is a collection of distributed generation assets, storage devices and electrical and/or thermal loads connected to each other. In this paper, a generic model-predictive control algorithm for microgrids is presented. The algorithm has been implemented at Bella Coola, a remote community in British Columbia, Canada. The approach comprises two parts: unit commitment to decide the optimal set of distributed generators that must be switched on to meet predicted load requirements, and convex optimal control to minimize operational costs once the commitment is known. The unit commitment problem is recast as a 0-1 Knapsack problem and is solved via dynamic programming, while the optimal dispatch problem is posed as a sparse linear programming problem and solved via off-the-shelf software. Worst-case complexity and scalability considerations, and not optimality, often drive algorithm choice in industrial control settings; therefore, the solution proposed in this paper is efficient and can be rigorously bounded in terms of memory and run-time. Simulation results using real field data, practical considerations, and details of the implementation at Bella Coola are provided.
引用
收藏
页码:5003 / 5009
页数:7
相关论文
共 50 条
  • [21] Distributed optimal control for distribution systems with microgrids
    Ospina-Quiroga, Melissa
    Mojica-Nava, Eduardo
    REVISTA FACULTAD DE INGENIERIA-UNIVERSIDAD DE ANTIOQUIA, 2022, (105): : 98 - 110
  • [22] Decentralized Optimal Frequency Control in Autonomous Microgrids
    Khayat, Yousef
    Naderi, Mobin
    Shafiee, Qobad
    Batmani, Yazdan
    Fathi, Mohammad
    Guerrero, Josep M.
    Bevrani, Hassan
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2019, 34 (03) : 2345 - 2353
  • [23] A Bilevel Approach for the Optimal Control of Interconnected Microgrids
    Minciardi, R.
    Robba, M.
    2014 IEEE 53RD ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2014, : 2499 - 2504
  • [24] Distributed optimal voltage control in islanded microgrids
    Mobashsher, Mohammad Mehdi
    Keypour, Reza
    Savaghebi, Mehdi
    INTERNATIONAL TRANSACTIONS ON ELECTRICAL ENERGY SYSTEMS, 2021, 31 (11)
  • [25] Nonlinear optimal control for DC industrial microgrids
    Rigatos G.
    Zervos N.
    Siano P.
    Abbaszadeh M.
    Wira P.
    Onose B.
    Cyber-Physical Systems, 2019, 5 (04) : 231 - 253
  • [26] Using modern heuristic algorithms for optimal control of a gas lifted field
    Mahdiani, Mohammad Reza
    Khamehchi, Ehsan
    Suratgar, Amir Abolfazl
    JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING, 2019, 183
  • [27] Optimal Real-time implementation of fuzzy logic control strategy for performance enhancement of autonomous microgrids
    Maged, Nourhan A.
    Hasanien, Hany M.
    Ebrahim, Essamudin A.
    Tostado-V, Marcos
    Turky, Rania A.
    Jurado, Francisco
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2023, 151
  • [28] Enhanced Validation of Intelligent Control Algorithms in AC Microgrids
    Abhishek, Goturu Sai
    Injeti, Satish Kumar
    Pullaguram, Deepak Reddy
    IEEE CANADIAN JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING, 2024, 47 (03): : 148 - 157
  • [29] Parallel implementation of control algorithms
    Ramos-Hernandez, DN
    Tokhi, MO
    Bass, JM
    Browne, AR
    ALGORITHMS AND ARCHITECTURES FOR REAL-TIME CONTROL 1998 (AARTC'98), 1998, : 167 - 172
  • [30] IMPLEMENTATION OF FUZZY ALGORITHMS FOR CONTROL
    RUTHERFORD, DA
    BLOORE, GC
    PROCEEDINGS OF THE IEEE, 1976, 64 (04) : 572 - 573