Distributed power system coordination via parametric optimization and ADMM

IF 4.8 2区 工程技术 Q2 ENERGY & FUELS Sustainable Energy Grids & Networks Pub Date : 2024-06-21 DOI:10.1016/j.segan.2024.101456
Branimir Novoselnik, Mato Baotić
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Abstract

In this paper we present an efficient model predictive control algorithm for distributed coordination of an electrical power system comprising many spatially distributed controllable units. The coordination problem is formulated using parametric solutions of local optimization problems corresponding to individual subsystems leading to favorable problem structure which can be split across all subsystems and nodes in the network. The structure of the obtained coordination problem is exploited to develop a very efficient solution algorithm based on an ADMM technique. The key features of the overall approach are: (i) private data of individual subsystems are protected, (ii) simple and efficient on-line computations, (iii) parallelization of computation across all subsystems and all nodes in the network. Efficiency of the proposed control strategy is demonstrated on a number of numerical case studies of varying size.

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通过参数优化和 ADMM 实现分布式电力系统协调
本文提出了一种高效的模型预测控制算法,用于由多个空间分布式可控单元组成的电力系统的分布式协调。协调问题是利用与单个子系统相对应的局部优化问题的参数化解决方案来解决的,从而形成了可在网络中的所有子系统和节点之间拆分的有利问题结构。利用所获得的协调问题结构,开发了一种基于 ADMM 技术的高效求解算法。整个方法的主要特点是(i) 单个子系统的私人数据受到保护,(ii) 简单高效的在线计算,(iii) 所有子系统和网络中所有节点的并行计算。我们通过大量不同规模的数值案例研究证明了拟议控制策略的效率。
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来源期刊
Sustainable Energy Grids & Networks
Sustainable Energy Grids & Networks Energy-Energy Engineering and Power Technology
CiteScore
7.90
自引率
13.00%
发文量
206
审稿时长
49 days
期刊介绍: Sustainable Energy, Grids and Networks (SEGAN)is an international peer-reviewed publication for theoretical and applied research dealing with energy, information grids and power networks, including smart grids from super to micro grid scales. SEGAN welcomes papers describing fundamental advances in mathematical, statistical or computational methods with application to power and energy systems, as well as papers on applications, computation and modeling in the areas of electrical and energy systems with coupled information and communication technologies.
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