An alternating direction method of multipliers-based approach to solve mixed-integer nonlinear volt/var optimization problems in distribution systems

被引:3
|
作者
Alburidy, Abdullah [1 ,2 ]
Fan, Lingling [1 ]
机构
[1] Univ S Florida, Dept Elect Engn, Tampa, FL 33620 USA
[2] Qassim Univ, Dept Elect Engn, Coll Engn, Buraydah, Saudi Arabia
关键词
distribution systems; load tap changer; mixed-integer ADMM; volt-var optimization; VVO; RADIAL-DISTRIBUTION NETWORKS; FLOW MODEL RELAXATIONS; OPTIMAL POWER-FLOW; AC OPF; ALGORITHM; BRANCH; CONVEXIFICATION; CONVERGENCE;
D O I
10.1002/2050-7038.12795
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
This paper presents a tailored version of the alternating direction method of multipliers to achieve a centralized voltage and VAR optimization (VVO) in the electric distribution system. The adopted VVO model is a mixed-integer nonlinear optimization problem derived from the generic optimal power flow problem. A novel generalized and decomposable version of the VVO model is developed first to establish the proposed approach. The approach accounts for load tap-changers and switchable capacitor banks for illustration. However, it can be expanded to a broad range of controllable VVO equipment with discrete/integer settings. The approach performance is validated on different distribution networks. Results are compared with current leading heuristic approaches used to solve nonconvex mixed-integer nonlinear problems such as the Branch-and-Bound method. Furthermore, a comparison vs the branch flow model-based mixed integer second-order conic programming model is conducted to illustrate the proposed model's advantages. Moreover, to benchmark the proposed approach optimality, a direct search scheme is developed to capture guaranteed globally optimal results. Experiments show the superiority of the proposed approach with noteworthy convergence rates and promising optimal solution allocation.
引用
收藏
页数:23
相关论文
共 37 条
  • [1] Alternating direction method of multipliers as a simple effective heuristic for mixed-integer nonlinear optimization
    Yoshihiro Kanno
    Satoshi Kitayama
    Structural and Multidisciplinary Optimization, 2018, 58 : 1291 - 1295
  • [2] Alternating direction method of multipliers as a simple effective heuristic for mixed-integer nonlinear optimization
    Kanno, Yoshihiro
    Kitayama, Satoshi
    STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2018, 58 (03) : 1291 - 1295
  • [3] An Enhanced Alternating Direction Method of Multipliers-Based Interior Point Method for Linear and Conic Optimization
    Deng, Qi
    Feng, Qing
    Gao, Wenzhi
    Ge, Dongdong
    Jiang, Bo
    Jiang, Yuntian
    Liu, Jingsong
    Liu, Tianhao
    Xue, Chenyu
    Ye, Yinyu
    Zhang, Chuwen
    INFORMS JOURNAL ON COMPUTING, 2024,
  • [4] Mixed-Integer Linear optimization algorithm for Volt/Var Control on a distribution grid with renewable penetration
    Massucco, S.
    Pongiglione, P.
    Saviozzi, M.
    Silvestro, F.
    Rahimi, S.
    2017 6TH INTERNATIONAL CONFERENCE ON CLEAN ELECTRICAL POWER (ICCEP): RENEWABLE ENERGY IMPACT, 2017, : 255 - 261
  • [5] Mixed-integer LP model for volt/var control and energy losses minimization in distribution systems
    Resener, Mariana
    Haffner, Sergio
    Pereira, Luis A.
    Pardalos, Panos M.
    ELECTRIC POWER SYSTEMS RESEARCH, 2016, 140 : 895 - 905
  • [6] Surrogate-based optimization for mixed-integer nonlinear problems
    Kim, Sun Hye
    Boukouvala, Fani
    COMPUTERS & CHEMICAL ENGINEERING, 2020, 140 (140)
  • [7] The Proximal Alternating Direction Method of Multipliers for a Class of Nonlinear Constrained Optimization Problems
    Luo, Ruiling
    Yu, Zhensheng
    MATHEMATICS, 2025, 13 (03)
  • [8] A Consensus-Based Alternating Direction Method for Mixed-Integer and PDE-Constrained Gas Transport Problems
    Krug, Richard
    Leugering, Gunter
    Martin, Alexander
    Schmidt, Martin
    Weninger, Dieter
    INFORMS JOURNAL ON COMPUTING, 2024, 36 (02) : 397 - 416
  • [9] Solving policy design problems: Alternating direction method of multipliers-based methods for structured inverse variational inequalities
    Jiang, Yaning
    Cai, Xingju
    Han, Deren
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2020, 280 (02) : 417 - 427
  • [10] 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