An efficient short-term energy management system for a microgrid with renewable power generation and electric vehicles

被引:31
|
作者
AL-Dhaifallah, Mujahed [1 ]
Ali, Ziad M. [2 ,3 ]
Alanazi, Mohana [4 ]
Dadfar, Sajjad [5 ]
Fazaeli, Mohammad Hosein [6 ]
机构
[1] King Fahd Univ Petr & Minerals, Dept Syst Engn, Dhahran 31261, Saudi Arabia
[2] Prince Sattam Bin Abdulaziz Univ, Coll Engn Wadi Addawaser, Wadi Addawaser 11991, Saudi Arabia
[3] Aswan Univ, Fac Engn, Dept Elect Engn, Aswan, Egypt
[4] Al Jouf Univ, Coll Engn, Dept Elect Engn, Sakaka 42421, Saudi Arabia
[5] Islamic Azad Univ, Dept Elect Engn, Saveh, Iran
[6] Amirkabir Univ Technol, Dept Elect Engn, Tehran, Iran
来源
NEURAL COMPUTING & APPLICATIONS | 2021年 / 33卷 / 23期
关键词
Renewable energy; Microgrid; Electric vehicle; Uncertainty; Scheduling; ALGORITHM;
D O I
10.1007/s00521-021-06247-5
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
According to statistical reports, thermal power plants have long played a critical role in supplying electricity using fossil fuels. However, due to the high investment and operation costs of these power plants and their destructive effects on the environment, renewable energy sources (RESs) in power networks have been considered an effective alternative to traditional power plants. Optimal scheduling of microgrid in smart grids has a significant impact on reducing energy consumption, environmental pollutants and end-user's energy prices. In this paper, the influence of plug-in hybrid electric vehicles (PHEVs) charging on microgrids' optimal operation is evaluated. To assess the behaviour of PHEVs, three various charging patterns consisting of uncontrolled, controlled and smart charging methods are considered. Uncertainties due to forecast error in the PHEVs, loads, prices and renewable source output power are also considered in microgrid modelling energy management. To deal with the optimisation scheduling of microgrid considering uncertainty, a modified harmony search (MHS) algorithm is used. The suggested scheme is validated using simulations and without the PHEV charging effects compared with the conventional methods.
引用
收藏
页码:16095 / 16111
页数:17
相关论文
共 50 条
  • [31] Double-layer microgrid energy management system for strategic short-term operation scheduling
    Znidarec, Matej
    Sljivac, Damir
    Knezevic, Goran
    Pandzic, Hrvoje
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2024, 157
  • [32] Optimal Energy Trading for Building Microgrid with Electric Vehicles and Renewable Energy Resources
    Duong Tung Nguyen
    Le, Long Bao
    2014 IEEE PES INNOVATIVE SMART GRID TECHNOLOGIES CONFERENCE (ISGT), 2014,
  • [33] Short-term forecast of generation of electric energy in photovoltaic systems
    Bugala, A.
    Zaborowicz, M.
    Boniecki, P.
    Janczak, D.
    Koszela, K.
    Czekala, W.
    Lewicki, A.
    RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2018, 81 : 306 - 312
  • [34] Coordinated Energy Dispatching in Microgrid With Wind Power Generation and Plug-in Electric Vehicles
    Wu, Ting
    Yang, Qiang
    Bao, Zhejing
    Yan, Wenjun
    IEEE TRANSACTIONS ON SMART GRID, 2013, 4 (03) : 1453 - 1463
  • [35] Cooperative Optimization of Electric Vehicles and Renewable Energy Sources in Regional Multi-microgrid System
    Chen, Jin
    Chen, Changsong
    Duan, Shanxu
    Cheng, Hua
    Sun, Jieyi
    Cai, Tao
    He, Jian
    2018 IEEE ENERGY CONVERSION CONGRESS AND EXPOSITION (ECCE), 2018, : 3754 - 3759
  • [36] Short-term economic dispatch incorporating renewable power generations with plug-in electric vehicles considering emissions reduction
    Chen, Jiayu
    Liu, Xiangjun
    Karam, Iman
    ENVIRONMENT DEVELOPMENT AND SUSTAINABILITY, 2024,
  • [37] Cooperative Optimization of Electric Vehicles and Renewable Energy Resources in a Regional Multi-Microgrid System
    Chen, Jin
    Chen, Changsong
    Duan, Shanxu
    APPLIED SCIENCES-BASEL, 2019, 9 (11):
  • [38] An intelligent energy management system to use parking lots as energy storage systems in smoothing short-term power fluctuations of renewable resources
    Jannati, Mohsen
    Foroutan, Eisa
    Mousavi, Sayyed Mohammad Sadegh
    Grijalva, Santiago
    JOURNAL OF ENERGY STORAGE, 2020, 32
  • [39] Economic Energy Management of a Microgrid Including Electric Vehicles
    da Costa Mendes, Paulo Renato
    Normey-Rico, Julio Elias
    Bordons Alba, Carlos
    2015 IEEE PES INNOVATIVE SMART GRID TECHNOLOGIES LATIN AMERICA (ISGT LATAM), 2015, : 869 - 874
  • [40] Energy Management of Microgrid Considering Renewable Energy Sources and Electric Vehicles Using the Backtracking Search Optimization Algorithm
    Li, Yong
    Mohammed, Salim Qadir
    Nariman, Goran Saman
    Aljojo, Nahla
    Rezvani, Alireza
    Dadfar, Sajjad
    JOURNAL OF ENERGY RESOURCES TECHNOLOGY-TRANSACTIONS OF THE ASME, 2020, 142 (05):