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
  • [41] Short-term Energy Storage for Power Quality Improvement in Weak MV Grids with Distributed Renewable Generation
    Diaz-Gonzalez, Francisco
    Del-Rosario-Calaf, Gerard
    Girbau-Llistuella, Francesc
    Gomis-Bellmunt, Oriol
    2016 IEEE PES INNOVATIVE SMART GRID TECHNOLOGIES CONFERENCE EUROPE (ISGT-EUROPE), 2016,
  • [42] Backup Capacity Planning Considering Short-Term Variability of Renewable Energy Resources in a Power System
    Lee, Deukyoung
    Lee, Dongjun
    Jang, Hanhwi
    Joo, Sung-Kwan
    ELECTRONICS, 2021, 10 (06) : 1 - 14
  • [43] Efficient Energy Management Based on Convolutional Long Short-Term Memory Network for Smart Power Distribution System
    Mohammad, Faisal
    Ahmed, Mohamed A.
    Kim, Young-Chon
    ENERGIES, 2021, 14 (19)
  • [44] Costs and carbon emissions of shared autonomous electric vehicles in a Virtual Power Plant and Microgrid with renewable energy
    Iacobucci, Riccardo
    McLellan, Benjamin
    Tezuka, Tetsuo
    5TH INTERNATIONAL CONFERENCE ON POWER AND ENERGY SYSTEMS ENGINEERING (CPESE 2018), 2019, 156 : 401 - 405
  • [45] Energy Economic Management of Hybrid Energy System Based on Short-term Generation and Demand Response
    Chamandoust, Heydar
    Peyvand, Neda
    ENVIRONMENTAL AND CLIMATE TECHNOLOGIES, 2020, 24 (01) : 653 - 668
  • [46] Short-Term Wind Power Predictions for the Romanian Electric Power System
    Razusi, Petre-Cristian
    Eremia, Mircea
    2011 7TH INTERNATIONAL SYMPOSIUM ON ADVANCED TOPICS IN ELECTRICAL ENGINEERING (ATEE), 2011,
  • [47] Integrated scheduling of renewable generation and electric vehicles parking lot in a smart microgrid
    Honarmand, Masoud
    Zakariazadeh, Alireza
    Jadid, Shahram
    ENERGY CONVERSION AND MANAGEMENT, 2014, 86 : 745 - 755
  • [48] An efficient optimal power flow management based microgrid in hybrid renewable energy system using hybrid technique
    Annapandi, P.
    Banumathi, R.
    Pratheeba, N. S.
    Manuela, A. Amala
    TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 2021, 43 (01) : 248 - 264
  • [49] Short-term load forecasting for microgrid energy management system using hybrid SPM-LSTM
    Jahani, Arezoo
    Zare, Kazem
    Khanli, Leyli Mohammad
    SUSTAINABLE CITIES AND SOCIETY, 2023, 98
  • [50] Energy management of microgrid based on day-ahead and short-term optimisation
    Wang X.
    Zheng Y.
    International Journal of Simulation and Process Modelling, 2020, 15 (04) : 311 - 321