一种基于自适应ε-支配多目标粒子群算法的配电网源负荷双层协同规划方法

IF 4.7 3区 工程技术 Q2 ENERGY & FUELS
Zhengping Gao , Anjie Fan , Jun Han , Na Wang , Wenjie Pan , Haofei Chen , Chao Cai
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引用次数: 0

摘要

大规模新能源和多样化灵活可控负荷的接入,间接导致新配电网建设规划的不确定性增加。为此,为实现新型配电网源负荷协同规划,提出了一种基于自适应ε-支配多目标粒子群算法的两层协同规划方法。通过构建新型配电网源负荷规划影响指标体系,分析新型配电网源负荷规划需求,构建了以投资成本、运行成本和可靠性需求为主要目标的新型配电网源负荷多目标双层协同规划模型。创新地应用自适应ε-支配的多目标粒子群算法,将机会约束问题转化为凸优化问题,求解双层模型,实现新型配电网源负荷协同规划。实现新型配电网源负荷双层协同规划。实验结果表明,采用多目标协同规划的设计方法,在系统的每个节点上,损耗值不大于24 kW,最高损耗值仅为17.35 kW,表明设计规划方案产生的线损较小,较好地满足了新配电网的运行可靠性要求。同时,采用该设计方法产生的年综合总成本为8,989,66万元,变电站扩建/新建和线路扩建/新建成本消耗低,购电成本相对平衡。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A novel power source-load bilayer cooperative planning method for distribution networks based on adaptive ε-dominated multi-objective particle swarm algorithm
Access to large-scale new energy sources and diversified flexible and controllable loads indirectly leads to an increase in uncertainty in the planning of new distribution network construction. Therefore, to realize the new distribution grid power source-load cooperative planning, a two-layer cooperative planning method based on an adaptive ε-dominated multi-objective particle swarm algorithm is proposed. By constructing a new distribution network power source-load planning impact index system and analyzing the new distribution network power source-load planning demand, constructing a new distribution network power source-load multi-objective double-layer cooperative planning model with investment cost, operation cost, and reliability demand as the main objectives, it innovatively applies an adaptive ε-dominated multi-objective particle swarm algorithm to transform the opportunity constraint problem into a convex optimization problem, solving the double-layer model, and realizing the new distribution network power source-load cooperative planning. Realize the new distribution network power source-load two-layer cooperative planning. The experimental results show that, using the design method for multi-objective cooperative planning, in each system node, the loss value is no more than 24 kW, and the highest loss value is only 17.35 kW, which indicates that the design planning scheme produces smaller line losses and better meets the operational reliability requirements of the new distribution network. At the same time, the total annual comprehensive cost generated by using the design method is 8,989,660,000 RMB, the substation expansion/new construction and line expansion/new construction cost consumption is low, and the cost of purchasing electricity is relatively balanced.
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来源期刊
Energy Reports
Energy Reports Energy-General Energy
CiteScore
8.20
自引率
13.50%
发文量
2608
审稿时长
38 days
期刊介绍: Energy Reports is a new online multidisciplinary open access journal which focuses on publishing new research in the area of Energy with a rapid review and publication time. Energy Reports will be open to direct submissions and also to submissions from other Elsevier Energy journals, whose Editors have determined that Energy Reports would be a better fit.
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