Optimal sizing of smart hybrid renewable energy system using different optimization algorithms

被引:83
作者
Mahmoud, Fayza S. [1 ]
Diab, Ahmed A. Zaki [1 ]
Ali, Ziad M. [2 ,3 ]
El-Sayed, Abou-Hashema M. [1 ]
Alquthami, Thamer [4 ]
Ahmed, Mahrous [5 ]
Ramadan, Husam A. [1 ]
机构
[1] Minia Univ, Fac Engn, Elect Engn Dept, Al Minya 61111, Egypt
[2] Prince Sattam Bin Abdulaziz Univ, Coll Engn Wadi Addawaser, Wadi Addawaser 11991, Saudi Arabia
[3] Aswan Univ, Aswan Fac Engn, Elect Engn Dept, Aswan 81542, Egypt
[4] King Abdulaziz Univ, Elect & Comp Engn Dept, Jeddah 21589, Saudi Arabia
[5] Taif Univ, Coll Engn, Dept Elect Engn, Taif 21944, Saudi Arabia
关键词
Hybrid renewable energy systems; PV; WT; Meta heuristic algorithms; GWO; POWER-SYSTEM; SOLAR; FEASIBILITY; METHODOLOGY; RECONFIGURATION; DESIGN;
D O I
10.1016/j.egyr.2022.03.197
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
Hybrid renewable energy (HRE) sources have become a popular alternative in isolated and rural locations; because of the increased prices of fossil fuels and their CO2 emissions. This paper investigates the application of recent optimization methods to dedicate the optimal configuration of HRE sources. These HRE sources comprise photovoltaic (PV) panels, wind turbines (WT) with a battery storage system (BSS), and backup diesel generators (DGs). The cost function for the optimization problem has been chosen to be the cost of energy (COE) and the loss of power supply probability of the HRE system. The main function of the optimization algorithms is to minimize this cost function. However, the optimal configuration cannot be accomplished without fulfilling the system reliability and operational constraints. Salp swarm algorithms (SSA), the grey wolf optimizer (GWO), and the improved grey wolf optimizer (IGWO) were employed as optimization techniques. To assess the efficacy of these optimization techniques, they were applied using MATLAB simulation. A comparison of their outcomes was conducted in order to determine which technique was the most effective. Furthermore, a statistical study was carried out to determine the performance stability of each optimization strategy. The results revealed the optimal variables, including the number of PVs, WTs, battery banks (BBs) and the capacity of DGs. Over the course of a year, the optimized configuration was put to the test against a study of its capital and fuel expenses. IGWO showed the best performance among the three techniques, while the statistical results prove the robustness of the SSA algorithm. (C) 2022 The Author(s). Published by Elsevier Ltd.
引用
收藏
页码:4935 / 4956
页数:22
相关论文
共 45 条
[1]   Training Neural Networks Using Salp Swarm Algorithm for Pattern Classification [J].
Abusnaina, Ahmed A. ;
Ahmad, Sobhi ;
Jarrar, Radi ;
Mafarja, Majdi .
ICFNDS'18: PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON FUTURE NETWORKS AND DISTRIBUTED SYSTEMS, 2018,
[2]  
Ahmed A.Z.D., 2019, IJACSA IJACSA INT J, V10
[3]   An Improved Optimal Sizing Methodology for Future Autonomous Residential Smart Power Systems [J].
Akram, Umer ;
Khalid, Muhammad ;
Shafiq, Salfullah .
IEEE ACCESS, 2018, 6 :5986-6000
[4]   A review on recent size optimization methodologies for standalone solar and wind hybrid renewable energy system [J].
Al-Falahi, Monaaf D. A. ;
Jayasinghe, S. D. G. ;
Enshaei, H. .
ENERGY CONVERSION AND MANAGEMENT, 2017, 143 :252-274
[5]   COMMUNICATION BETWEEN INDIVIDUALS IN SALP CHAINS .2. PHYSIOLOGY [J].
ANDERSON, PAV ;
BONE, Q .
PROCEEDINGS OF THE ROYAL SOCIETY SERIES B-BIOLOGICAL SCIENCES, 1980, 210 (1181) :559-574
[6]   Stochastic Performance Assessment and Sizing for a Hybrid Power System of Solar/Wind/Energy Storage [J].
Arabali, Amirsaman ;
Ghofrani, Mahmoud ;
Etezadi-Amoli, Mehdi ;
Fadali, Mohammed Sami .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2014, 5 (02) :363-371
[7]  
Arabali M., IEEE T SUSTAIN ENERG, V5, P363
[8]   Study of the Influence of load profile variation on the optimal sizing of a standalone hybrid PV/Wind/Battery/Diesel system [J].
Bilal, B. Ould ;
Sambou, V. ;
Ndiaye, P. A. ;
Kebe, C. M. F. ;
Ndongo, M. .
TERRAGREEN 13 INTERNATIONAL CONFERENCE 2013 - ADVANCEMENTS IN RENEWABLE ENERGY AND CLEAN ENVIRONMENT, 2013, 36 :1265-1275
[9]   Case study feasibility analysis of renewable energy supply options for small to medium-sized tourist accommodations [J].
Dalton, G. J. ;
Lockington, D. A. ;
Baldock, T. E. .
RENEWABLE ENERGY, 2009, 34 (04) :1134-1144
[10]   Optimal sizing of hybrid solar/wind/hydroelectric pumped storage energy system in Egypt based on different meta-heuristic techniques [J].
Diab, Ahmed A. Zaki ;
Sultan, Hamdy M. ;
Kuznetsov, Oleg N. .
ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH, 2020, 27 (26) :32318-32340