Accelerated ADMM-Based Fully Distributed Inverter-Based Volt/Var Control Strategy for Active Distribution Networks

被引:60
|
作者
Xu, Tong [1 ]
Wu, Wenchuan [1 ,2 ]
机构
[1] Tsinghua Berkeley Shenzhen Inst, Shenzhen Environm Sci & New Energy Technol Engn L, Shenzhen 518055, Peoples R China
[2] Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
基金
美国国家科学基金会;
关键词
Voltage control; Optimization; Reactive power; Inverters; Acceleration; Convex functions; Convergence; Active distribution networks (ADNs); alternating direction method of multiplier (ADMM); distributed reactive power optimization; ALTERNATING DIRECTION METHOD; OPTIMIZATION; DISPATCH; SYSTEMS; TIME; FLOW;
D O I
10.1109/TII.2020.2966713
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Voltage and reactive power control via inverter-based distributed generators (DGs) is necessary for distribution networks to mitigate voltage violations. This article presents an accelerated alternating direction method of multiplier (ADMM)-based reactive power optimization algorithm in a fully distributed manner. In the proposed method, each area optimizes its own subproblem with limited boundary information communicating with neighbors to protect information privacy. Based on the distributed quasi-Newton technique, the second-order curvature of the dual function is estimated and applied to improve the convergence property of the ADMM. Simulation results have verified the effectiveness of the proposed method compared with other gradient-based methods, such as ADMM and dual decomposition. The proposed acceleration strategy can also be extended to other gradient-based distributed optimization in power systems.
引用
收藏
页码:7532 / 7543
页数:12
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