Configuration Optimization of Mobile Photovoltaic-Diesel-Storage Microgrid System Based on CPS-MOEA

被引:0
|
作者
Li, Tianlong [1 ]
Zhang, Tao [1 ,2 ]
Li, Wenhua [1 ,2 ]
机构
[1] Natl Univ Def Technol, Coll Syst Engn, Changsha 410073, Peoples R China
[2] Hunan Key Lab Multienergy Syst Intelligent Interco, Changsha 410073, Peoples R China
来源
APPLIED SCIENCES-BASEL | 2024年 / 14卷 / 07期
关键词
mobile microgrid system; multi-objective optimization; integrated decision-making; CPS-MOEA;
D O I
10.3390/app14073015
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
This paper presents a two-step approach for optimizing the configuration of a mobile photovoltaic-diesel-storage microgrid system. Initially, we developed a planning configuration model to ensure a balance between the mobility of components and a sustainable power supply. Then, we introduced a method that merges optimization and decision-making. The first phase identifies Pareto optimal solutions (POSs) with a favorable distribution by using a multi-objective evolutionary algorithm with classification-based preselection (CPS-MOEA). In the second phase, we utilize the fuzzy C-means algorithm (FCM) and the grey relational projection (GRP) method for comprehensive decision-making. This aims to select the most suitable and compromise solution from the POSs, closely aligning with the decision-maker's preferences. Beyond addressing the optimal planning and configuration issue, the experimental results show that the method surpasses other widely used multi-objective optimization algorithms, including the Preference Inspired Co-evolution Algorithm (PICEA-g), the Multi-Objective Particle Swarm Optimization Algorithm (MOPSO), and the third stage of Generalized Differential Evolution (GDE3).
引用
收藏
页数:17
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