Distributed optimization approaches for emerging power systems operation: A review

被引:88
|
作者
Wang, Yamin [1 ]
Wang, Shouxiang [2 ]
Wu, Lei [1 ]
机构
[1] Clarkson Univ, ECE Dept, Potsdam, NY 13699 USA
[2] Tianjin Univ, Minist Educ, Key Lab Smart Grid, Tianjin 300072, Peoples R China
基金
美国国家科学基金会;
关键词
Distributed optimization; Distributed economic dispatch; Distributed optimal power flow; Distributed unit commitment; CONSTRAINED UNIT COMMITMENT; ALTERNATING DIRECTION METHOD; ECONOMIC-DISPATCH; LAGRANGIAN-RELAXATION; CONTINGENCY ANALYSIS; CONSENSUS ALGORITHM; GENETIC ALGORITHM; FLOW PROBLEM; DC-OPF; PARALLEL;
D O I
10.1016/j.epsr.2016.11.025
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
Independent system operators (ISO) and regional transmission organizations (RTO) adopt centralized optimization approaches for the optimal operation of power systems, which collect all required information and perform centralized operation decisions at the central controller. As the size of power systems expends and more flexible and distributed resources from the demand side are being involved in power systems, such a centralized framework raises computation and communication concerns. Distributed optimization, as an alternative approach to solve challenges of the centralized optimization mechanism, has attracted increasing attention recently. This paper reviews existing works on distributed optimization for power systems operation. We first discuss various distributed optimization algorithms that have been studied for power systems operation, followed by a detailed literature review on adopting such distributed algorithms for major power systems operation applications including distributed economic dispatch (ED), distributed AC-optimal power flow (OPF), distributed Unit commitment (UC), and other distributed applications. The advantages and barriers of applying each distributed algorithm in practice are discussed. Since the applications of distributed algorithms in practical cases largely rely on the high performance computing (HPC) platform, the application of HPC techniques on power system operation problems is also reviewed. Future research needs for effectively and efficiently promoting the practical deployment of such distributed optimization approaches in emerging power systems are identified. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:127 / 135
页数:9
相关论文
共 50 条
  • [2] An Overview of Optimization Approaches for Operation of Hybrid Distributed Energy Systems with Photovoltaic and Diesel Turbine Generator
    Alzahrani, Abdullah M.
    Zohdy, Mohamed
    Yan, Bing
    [J]. ELECTRIC POWER SYSTEMS RESEARCH, 2021, 191
  • [3] MILP Approaches to Optimal Design and Operation of Distributed Energy Systems
    Yokoyama, Ryohei
    Shinano, Yuji
    [J]. OPTIMIZATION IN THE REAL WORLD: TOWARD SOLVING REAL-WORLD OPTIMIZATION PROBLEMS, 2016, 13 : 157 - 176
  • [4] Operation and Control Problems of Power Systems with Distributed Generation
    Voropai, N. I.
    Efimov, D. N.
    [J]. 2009 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, VOLS 1-8, 2009, : 110 - +
  • [5] A review on tidal power utilization and operation optimization
    Wang, Z. J.
    Wang, Z. W.
    [J]. 29TH IAHR SYMPOSIUM ON HYDRAULIC MACHINERY AND SYSTEMS, 2019, 240
  • [6] Review and Prospects of Planning and Operation Optimization for Electrical Power Systems Considering Frequency Security
    Zhang, Chengming
    Liu, Lu
    Cheng, Haozhong
    Lu, Jianzhong
    Zhang, Jianping
    Li, Gang
    [J]. Dianwang Jishu/Power System Technology, 2022, 46 (01): : 250 - 264
  • [7] Network partition for distributed reactive power optimization in power systems
    Li, Zhongxu
    Liu, Yutian
    Liu, Rushui
    Niu, Xinsheng
    [J]. PROCEEDINGS OF 2008 IEEE INTERNATIONAL CONFERENCE ON NETWORKING, SENSING AND CONTROL, VOLS 1 AND 2, 2008, : 385 - +
  • [8] Optimization methods of distributed hybrid power systems with battery storage system: A systematic review
    Barbosa, Aglaucibelly Maciel
    Rotella Junior, Paulo
    Rocha, Luiz Celio Souza
    Barbosa, Anrafel de Souza
    Bolis, Ivan
    [J]. JOURNAL OF ENERGY STORAGE, 2024, 97
  • [9] A review of distributed power systems part II: High frequency AC distributed power systems
    Luo, Sihguo
    Batarseh, Issa
    [J]. IEEE AEROSPACE AND ELECTRONIC SYSTEMS MAGAZINE, 2006, 21 (06) : 5 - 14
  • [10] Guest editorial - Emerging approaches to integrating distributed, heterogeneous, and complex systems
    Qiu, RG
    Zhou, MC
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2006, 36 (01): : 2 - 4