An Energy Management System for Multi-Microgrid system considering uncertainties using multi-objective multi-verse optimization

被引:0
|
作者
机构
[1] [1,Aeggegn, Dessalegn Bitew
[2] 1,Nyakoe, George Nyauma
[3] 1,Wekesa, Cyrus
关键词
Clean energy;
D O I
10.1016/j.egyr.2024.12.001
中图分类号
学科分类号
摘要
A Multi-Microgrid (MMG) system fosters cooperative interaction among various energy sources, reducing operating costs and carbon emissions while enhancing reliability and supporting the integration of renewable energy. This paper proposes the development of a multi-objective Energy Management System (EMS) for an MMG system comprising four microgrids connected to the main grid. The EMS aims to minimize the cost of energy (COE) and the loss of power supply probability (LPSP) within the MMG system, utilizing a 24-h time horizon for day-ahead scheduling. To address the daily mismatch between DER generation output and load demand, the uncertainties related to distributed energy resources (DER) meteorological data, load demand, and energy price data have been considered. After detailed mathematical modeling and techno-economic analysis, multi-objective multi-verse optimizer (MOMVO) has been proposed which demonstrated speed and robustness, outperforming its counterparts in achieving superior Pareto front solutions. It achieved an optimum COE value of approximately 0.11$/kWh and an LPSP of 0.16%, with an overall execution time that further supports the algorithm's superiority. The daily operating cost has been reduced by 40.32% from the base case system. The results of the proposed system EMS have been compared to those of multi-objective grey wolf optimization (MOGWO) and multi-objective salp swarm algorithm (MSSA) algorithms. Hence, The MOMVO-based EMS outperforms the others by delivering greater cost savings, lower power consumption, optimal utilization of DERs, and achieving zero emissions. The simulation is performed on MATLAB 2022b environment. © 2024
引用
下载
收藏
页码:286 / 302
相关论文
共 50 条
  • [21] Multi-Objective Optimization of a Microgrid Considering Load and Wind Generation Uncertainties
    Xue, Guiting
    Zhang, Yan
    Liu, Yujiao
    INTERNATIONAL REVIEW OF ELECTRICAL ENGINEERING-IREE, 2012, 7 (06): : 6225 - 6234
  • [22] A multi-objective multi-verse optimization algorithm for dynamic load dispatch problems
    Acharya, Srinivasa
    Ganesan, S.
    Kumar, D. Vijaya
    Subramanian, S.
    KNOWLEDGE-BASED SYSTEMS, 2021, 231
  • [23] Multi-Objective Optimization for Microgrid Considering Demand Side Management
    Yaghi, Malak
    Luo, Fei
    El Fouany, Haydar
    Liu Junfeng
    Hu Jiajian
    Zeng Jun
    PROCEEDINGS OF THE 38TH CHINESE CONTROL CONFERENCE (CCC), 2019, : 7398 - 7403
  • [24] Cooperative Multi-Objective Optimization of DC Multi-Microgrid Systems in Distribution Networks
    Xu, Zhiwen
    Chen, Changsong
    Dong, Mingyang
    Zhang, Jingyue
    Han, Dongtong
    Chen, Haowen
    APPLIED SCIENCES-BASEL, 2021, 11 (19):
  • [25] Hierarchical energy optimization management of active distribution network with multi-microgrid system
    Sun Wenzhi
    Zhang, Huijuan
    Tseng, Ming-Lang
    Zhang Weipeng
    Li Xinyang
    JOURNAL OF INDUSTRIAL AND PRODUCTION ENGINEERING, 2022, 39 (03) : 210 - 229
  • [26] Optimal multi-objective sizing of renewable energy sources and battery energy storage systems for formation of a multi-microgrid system considering diverse load patterns
    Ibrahim, Nurul Nadia
    Jamian, Jasrul Jamani
    Rasid, Madihah Md
    ENERGY, 2024, 304
  • [27] Energy management in microgrid and multi-microgrid
    Xing, Xueliang
    Jia, Limin
    IET RENEWABLE POWER GENERATION, 2023,
  • [28] Multi-objective energy storage capacity optimisation considering Microgrid generation uncertainties
    Garmabdari, Rasoul
    Moghimi, Mojtaba
    Yang, Fuwen
    Gray, Evan
    Lu, Junwei
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2020, 119
  • [29] Power management in multi-microgrid system based on energy routers
    Minh-Cong Pham
    Razi, Reza
    Hably, Ahmad
    Bacha, Seddik
    Quoc-Tuan Tran
    Iman-Eini, Hossein
    2020 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY (ICIT), 2020, : 1178 - 1183
  • [30] Distributed Energy Management for the Multi-Microgrid System Based on ADMM
    Liu, Yun
    Gooi, Hoay Beng
    Xin, Huanhai
    2017 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, 2017,