Parallel Computing Based Solution for Reliability-constrained Distribution Network Planning

IF 5.7 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Journal of Modern Power Systems and Clean Energy Pub Date : 2024-03-20 DOI:10.35833/MPCE.2023.000760
Yaqi Sun;Wenchuan Wu;Yi Lin;Hai Huang;Hao Chen
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Abstract

The main goal of distribution network (DN) expansion planning is essentially to achieve minimal investment constrained by specified reliability requirements. The reliability-constrained distribution network planning (RcDNP) problem can be cast as an instance of mixed-integer linear programming (MILP) which involves ultra-heavy computation burden especially for large-scale DNs. In this paper, we propose a parallel computing based solution method for the RcDNP problem. The RcDNP is decomposed into a backbone grid and several lateral grid problems with coordination. Then, a parallelizable augmented Lagrangian algorithm with acceleration method is developed to solve the coordination planning problems. The lateral grid problems are solved in parallel through coordinating with the backbone grid planning problem. Gauss-Seidel iteration is adopted on the subset of the convex hull of the feasible region constructed by decomposition. Under mild conditions, the optimality and convergence of the proposed method are proven. Numerical tests show that the proposed method can significantly reduce the solution time and make the RcDNP applicable for real-world problems.
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基于并行计算的可靠性受限配电网络规划解决方案
配电网(DN)扩建规划的主要目标是在特定可靠性要求的约束下实现最小投资。可靠性约束配电网规划(RcDNP)问题可以看作是混合整数线性规划(MILP)的一个实例,它涉及超重的计算负担,尤其是对于大规模配电网而言。本文提出了一种基于并行计算的 RcDNP 问题求解方法。RcDNP 问题被分解为一个主干网格问题和多个横向网格问题。然后,开发了一种带有加速方法的可并行增强拉格朗日算法来解决协调规划问题。横向网格问题通过与主干网格规划问题的协调并行求解。采用高斯-赛德尔迭代法对分解后的可行区域凸壳子集进行迭代。在温和条件下,证明了所提方法的最优性和收敛性。数值测试表明,所提方法能显著缩短求解时间,并使 RcDNP 适用于实际问题。
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来源期刊
Journal of Modern Power Systems and Clean Energy
Journal of Modern Power Systems and Clean Energy ENGINEERING, ELECTRICAL & ELECTRONIC-
CiteScore
12.30
自引率
14.30%
发文量
97
审稿时长
13 weeks
期刊介绍: Journal of Modern Power Systems and Clean Energy (MPCE), commencing from June, 2013, is a newly established, peer-reviewed and quarterly published journal in English. It is the first international power engineering journal originated in mainland China. MPCE publishes original papers, short letters and review articles in the field of modern power systems with focus on smart grid technology and renewable energy integration, etc.
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