Alternating Direction Method of Multipliers for Solving Joint Chance Constrained Optimal Power Flow Under Uncertainties

被引:0
|
作者
Qin, James Ciyu [1 ]
Yan, Yifan [2 ]
Jiang, Rujun [2 ]
Mo, Huadong [1 ]
Dong, Daoyi [1 ]
机构
[1] Univ New South Wales, Sch Engn & Informat Technol, Canberra, ACT 2610, Australia
[2] Fudan Univ, Sch Data Sci, Shanghai 200433, Peoples R China
来源
IFAC PAPERSONLINE | 2022年 / 55卷 / 16期
基金
中国国家自然科学基金; 澳大利亚研究理事会;
关键词
Alternating direction method of multipliers; joint chance-constraint; optimal power flow; optimization; uncertainty;
D O I
10.1016/j.ifacol.2022.09.010
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The increasing penetration of renewable energy sources in power systems introduces additional load fluctuations. Lack of awareness of them may lead to a high risk of system failure. Many existing approaches mitigate this issue by considering individual chance constraints (CCs) for the physical limitation of the system. To guarantee that all the operational constraints are satisfied with a predetermined probability, this paper uses joint chance constraints to formulate the optimal power flow (OPF) problem. Additionally, to ensure the scalability, this paper presents an alternating direction method of multipliers (ADMM) with convex optimization subproblems to solve the joint chance-constrained (JCC) OPF, where the computational burden is reduced. At last, to avoid making assumptions about the uncertainties, the CCs are approximated with a sample-based approach. Copyright (C) 2022 The Authors.
引用
收藏
页码:116 / 121
页数:6
相关论文
共 50 条
  • [1] An Alternating Direction Method of Multipliers-Based Distributed Optimization Method for Solving Security-Constrained Alternating Current Optimal Power Flow
    Gholami, Amin
    Sun, Kaizhao
    Zhang, Shixuan
    Sun, Xu Andy
    OPERATIONS RESEARCH, 2023, 71 (06) : 2045 - 2060
  • [2] Decentralized wind uncertainty management: Alternating direction method of multipliers based distributionally-robust chance constrained optimal power flow
    Fang, Xin
    Hodge, Bri-Mathias
    Jiang, Huaiguang
    Zhang, Yingchen
    APPLIED ENERGY, 2019, 239 : 938 - 947
  • [3] An Alternating Direction Method of Multipliers for Constrained Joint Diagonalization by Congruence
    Wang, Lu
    Albera, Laurent
    Senhadji, Lotti
    Pesquet, Jean-Christophe
    2015 IEEE 6TH INTERNATIONAL WORKSHOP ON COMPUTATIONAL ADVANCES IN MULTI-SENSOR ADAPTIVE PROCESSING (CAMSAP), 2015, : 197 - 200
  • [4] A Non-convex Alternating Direction Method of Multipliers Heuristic for Optimal Power Flow
    You, Seungil
    Peng, Qiuyu
    2014 IEEE INTERNATIONAL CONFERENCE ON SMART GRID COMMUNICATIONS (SMARTGRIDCOMM), 2014, : 788 - 793
  • [5] Propagating Uncertainty in Power Flow With the Alternating Direction Method of Multipliers
    Choi, Hyungjin
    Seiler, Peter J.
    Dhople, Sairaj V.
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2018, 33 (04) : 4124 - 4133
  • [6] An Alternating Direction Method of Multipliers for Optimal Control Problems Constrained with Elliptic Equations
    Yang, Jinda
    Zhang, Kai
    Song, Haiming
    Cheng, Ting
    ADVANCES IN APPLIED MATHEMATICS AND MECHANICS, 2020, 12 (02) : 336 - 361
  • [7] A parallel method for solving the DC security constrained optimal power flow with demand uncertainties
    Yang, Linfeng
    Zhang, Chen
    Jian, Jinbao
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2018, 102 : 171 - 178
  • [8] Distributed Convex Optimal Power Flow Model Based on Alternating Direction Method of Multipliers For Power Distribution System
    Biswas, Biswajit Dipan
    Kamalasadan, Sukumar
    2021 IEEE INDUSTRY APPLICATIONS SOCIETY ANNUAL MEETING (IAS), 2021,
  • [9] A Real-Time Alternating Direction Method of Multipliers Algorithm for Nonconvex Optimal Power Flow Problem
    Lu, Xi
    Yin, Hao
    Xia, Shiwei
    Zhang, Dongying
    Shahidehpour, Mohammad
    Zhang, Xian
    Ding, Tao
    IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2021, 57 (01) : 70 - 82
  • [10] ASYNCHRONOUS ALTERNATING DIRECTION METHOD OF MULTIPLIERS APPLIED TO THE DIRECT-CURRENT OPTIMAL POWER FLOW PROBLEM
    Abboud, Azary
    Couillet, Romain
    Debbah, Merouane
    Siguerdidjane, Houria
    2014 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2014,