Intelligent managements of the plug-in electric vehicles and pumped storage power station integrated with the dynamic economic emission dispatch

IF 6.5 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Computers & Industrial Engineering Pub Date : 2025-02-20 DOI:10.1016/j.cie.2025.110969
Dexuan Zou , Lejie Ma , Fan Li , Haibin Ouyang , Yingying Shao
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Abstract

This paper investigates an enhanced version of the dynamic economic emission dispatch with the charging/discharging of PEVs (DEED-PEV). Based on the limited charging stations and rated charging/discharging power for the PEVs, the charging/discharging power of the PEVs should comply with the capacity limits and be formulated as the variables of DEED-PEV. To avoid large fluctuations of power loads and guarantee steady operation of the power system, a load smooth function is formulated for the accumulated loads. In addition, the stored potential energies in the upstream reservoir are formulated as the variables of DEED-PEV to regulate the electricity outputs/inputs of the pumped storage power station. The electricity of the power grid can be utilized in a more efficient way. A NSGA-III method based on triangular distribution (NSGA-III-TD) and a constraint handling strategy (CHS) are proposed to tackle this issue. The former updates solutions according to triangular distribution in crossover, and the latter repairs infeasible solutions by a series of specific steps. Experimental results suggest that CHS can tackle the constraints efficiently and NSGA-III-TD can obtain the Pareto sets with relatively large hypervolumes and coverage rates in comparison with the other four MOEAs for four DEED-PEVs.
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插电式电动汽车和抽水蓄能电站的智能管理与动态经济排放调度相结合
本文研究了带 PEV 充放电的动态经济排放调度(DEED-PEV)的增强版。基于有限的充电站和 PEV 的额定充放电功率,PEV 的充放电功率应符合容量限制,并作为 DEED-PEV 的变量。为避免电力负荷的大幅波动,保证电力系统的稳定运行,对累积负荷制定了负荷平滑函数。此外,上游水库中储存的势能也被作为 DEED-PEV 的变量,用于调节抽水蓄能电站的电力输出/输入。电网的电力可以得到更有效的利用。为解决这一问题,提出了一种基于三角形分布的 NSGA-III 方法(NSGA-III-TD)和一种约束处理策略(CHS)。前者在交叉中根据三角形分布更新解,后者通过一系列特定步骤修复不可行解。实验结果表明,对于四种 DEED-PEV 而言,CHS 可以有效地处理约束条件,NSGA-III-TD 与其他四种 MOEAs 相比,可以获得超体积和覆盖率相对较大的帕累托集。
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来源期刊
Computers & Industrial Engineering
Computers & Industrial Engineering 工程技术-工程:工业
CiteScore
12.70
自引率
12.70%
发文量
794
审稿时长
10.6 months
期刊介绍: Computers & Industrial Engineering (CAIE) is dedicated to researchers, educators, and practitioners in industrial engineering and related fields. Pioneering the integration of computers in research, education, and practice, industrial engineering has evolved to make computers and electronic communication integral to its domain. CAIE publishes original contributions focusing on the development of novel computerized methodologies to address industrial engineering problems. It also highlights the applications of these methodologies to issues within the broader industrial engineering and associated communities. The journal actively encourages submissions that push the boundaries of fundamental theories and concepts in industrial engineering techniques.
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