Micro-Energy Grid Energy Utilization Optimization with Electricity and Heat Storage Devices Based on NSGA-III Algorithm

被引:0
|
作者
Yang, Junchao [1 ]
Li, Li [2 ]
机构
[1] Inner Mongolia Univ Finance & Econ, Sch Account, Hohhot 010051, Peoples R China
[2] Beijing Informat Sci & Technol Univ, Sch Econ & Management, Beijing 102206, Peoples R China
关键词
micro-energy grid; power utilization optimization; energy and heat storage devices; NSGA-III; VIRTUAL POWER-PLANT; DEMAND RESPONSE; MULTIOBJECTIVE OPTIMIZATION; HYBRID SYSTEM; FUEL-CELL; GENERATION; MODEL; UNCERTAINTIES; OPERATION; DISPATCH;
D O I
10.3390/en17225563
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
With the implementation of policies to promote renewable energy generation on the supply side, a micro-energy grid, which is composed of different electricity generation categories such as wind power plants (WPPs), photovoltaic power generators (PVs), and energy storage devices, can enable the local consumption of renewable energy. Energy storage devices, which can overcome the challenges of an instantaneous balance of electricity on the supply and demand sides, play an especially key role in making full use of generated renewable energy. Considering both minimizing the operation costs and maximizing the renewable energy usage ratio is important in the micro-energy grid environment. This study built a multi-objective optimization model and used the NSGA-III algorithm to obtain a Pareto solution set. According to a case study and a comparative analysis, NSGA-III was better than NSGA-II at solving the problem, and the results showed that a higher renewable generation ratio means there is less electricity generated by traditional electricity generators like gas turbines, and there is less electricity sold into the electricity market to obtain more benefits; therefore, the cost of the system will increase. Energy storage devices can significantly improve the efficiency of renewable energy usage in micro-energy grids.
引用
收藏
页数:20
相关论文
共 50 条
  • [1] Energy storage capacity optimization research for micro grid including electricity and heat
    Ma, Youjie
    Yang, Peilin
    Zhou, Xuesong
    Gao, Zhiqiang
    PROCEEDINGS OF THE 36TH CHINESE CONTROL CONFERENCE (CCC 2017), 2017, : 2973 - 2977
  • [2] Zinc micro-energy storage devices powering microsystems
    Junbing Zhu
    Wenxi Hu
    Jiangfeng Ni
    Liang Li
    National Science Open, 2024, 3 (05) : 165 - 191
  • [3] Optimized scheduling of integrated community energy stations based on improved NSGA-III algorithm
    Fang, Na
    Ma, Senyuan
    Liao, Xiang
    Ding, Huiqing
    Yu, Jiahao
    JOURNAL OF ENERGY STORAGE, 2024, 99
  • [4] Optimal Dispatch and Control Strategy of Park Micro-Energy Grid in Electricity Market
    Zheng, Qunru
    Yang, Ping
    Wu, Yuhang
    Xu, Zhen
    Zhang, Peng
    SUSTAINABILITY, 2023, 15 (20)
  • [5] Gas-Electricity Demand Response Model for Micro-energy Grid Considering Comprehensive Utilization of Natural Gas Pressure Energy
    Zhang A.
    Feng Y.
    Lin D.
    Li Q.
    Wu J.
    Zhang, An'an (ananzhang@swpu.edu.cn), 1600, Automation of Electric Power Systems Press (44): : 19 - 27
  • [6] An Improved NSGA-III Algorithm Based on Deep Q-Networks for Cloud Storage Optimization of Blockchain
    Zhou, Yu
    Ren, Yanli
    Xu, Mengtian
    Feng, Guorui
    IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2023, 34 (05) : 1406 - 1419
  • [7] Hybrid Flow Shop Scheduling Problem with Energy Utilization using Non-Dominated Sorting Genetic Algorithm-III (NSGA-III) Optimization
    Mutasim, M. A. N.
    Rashid, M. F. F. A.
    INTERNATIONAL JOURNAL OF AUTOMOTIVE AND MECHANICAL ENGINEERING, 2023, 20 (04) : 10862 - 10877
  • [8] Self-Roll-Up Technology for Micro-Energy Storage Devices
    Miao Sheng-Yi
    Wang Xian-Fu
    Yan Cheng-Lin
    ACTA PHYSICO-CHIMICA SINICA, 2017, 33 (01) : 18 - 27
  • [9] Multi objective optimization of hybrid energy storage micro grid based on CMOPSO algorithm
    School of Automation and Electric Engineering, Lanzhou Jiaotong University, Lanzhou
    730070, China
    Taiyangneng Xuebao, 1 (279-286):
  • [10] Optimal Operation Strategy for Micro-Energy Grid Based on the C&CG Algorithm
    Shi, Shuai
    Chen, Jian
    Zhang, Yicheng
    Huang, Guilin
    2020 IEEE STUDENT CONFERENCE ON ELECTRIC MACHINES AND SYSTEMS (SCEMS 2020), 2020, : 1018 - 1024