Advancing Distributed AC Optimal Power Flow for Integrated Transmission-Distribution Systems

被引:0
作者
Dai, Xinliang [1 ]
Zhai, Junyi [2 ]
Jiang, Yuning [3 ]
Guo, Yi [4 ]
Jones, Colin N. [3 ]
Hagenmeyer, Veit [1 ]
机构
[1] Karlsruhe Inst Technol, Inst Automat & Appl Informat, D-76131 Karlsruhe, Germany
[2] China Univ Petr East China, Coll New Energy, Qingdao 257099, Peoples R China
[3] Ecole Polytech Fed Lausanne EPFL, Automat Control Lab, CH-1015 Lausanne, Switzerland
[4] Swiss Fed Labs Mat Sci & Technol Empa, Urban Energy Syst Lab, CH-8600 Dubendorf, Switzerland
来源
IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING | 2025年 / 12卷 / 02期
基金
瑞士国家科学基金会;
关键词
Convergence; Network topology; Load flow; Scalability; Computational modeling; Topology; Numerical models; Computational efficiency; Reactive power; Optimization; ITD systems; AC OPF; distributed nonconvex optimization; second-order correction; ALADIN; OPTIMIZATION; ALGORITHM; DISPATCH; IMPLEMENTATION; DECOMPOSITION; COORDINATION; OPF;
D O I
10.1109/TNSE.2025.3526206
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper introduces a distributed operational solution for integrated transmission-distribution (ITD) system management. A fundamental challenge in designing distributed approaches for AC optimal power flow (OPF) problems in ITD systems is the nonconvexity and nonlinearity of the optimization problems for both transmission and distribution systems. To tackle the challenges, our research introduces an enhanced version of the Augmented Lagrangian based Alternating Direction Inexact Newton method (aladin), which incorporates a second-order correction strategy and convexification. The former improves the algorithm's ability to follow curved trajectories effectively with minimal additional computational demand, while the latter simplifies the decoupled subproblems without introducing the combinatory complexity typically associated with additional inequality constraints. The theoretical studies demonstrate that the proposed distributed algorithm operates the ITD systems with a local quadratic convergence guarantee. Extensive simulations on various ITD configurations highlight the superior performance of our distributed approach in terms of convergence speed, computational efficiency, scalability, and adaptability.
引用
收藏
页码:1210 / 1223
页数:14
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