Comparative Analysis of Meta-Heuristic Algorithms for Optimal Sizing of Hybrid Renewable Energy System

被引:0
|
作者
Alshammari, Nahar [1 ]
Asumadu, Johnson [1 ]
机构
[1] Western Michigan Univ, Elect & Comp Engn Dept, Kalamazoo, MI 49008 USA
关键词
Hybrid Renewable Energy System (HRES); independent t-test sample; Particle Swarm Optimization (PSO); Harmony Search (HS); Firefly Algorithm (FA); Cultural Algorithm (CA); flower pollination algorithm (FPA); OPTIMIZATION ALGORITHM;
D O I
10.1109/eit48999.2020.9208343
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This study analyzes and evaluates five meta-heuristic algorithms, the Particle Swarm Optimization (PSO), the Harmony Search (HS), the Firefly Algorithm (FA), the Cultural Algorithm (CA), and the flower pollination algorithm (FPA), to address optimal configuration of Hybrid Renewable Energy System (HRES). The proposed hybrid system is comprised of a Photovoltaic (PV), wind turbine, and biomass generator designed to meet the electrical load of a remote village located in Saudi Arabia. The objective of optimizing the system is to identify an optimum system configuration with minimum total net present costs (TNPC). Per each technique, simulations have been made for 30 independent runs to verify the proposed methodology. The results of the five algorithms (minimum TNPC) were examined using an independent t-test sample. The analysis demonstrates that the FPA was the best algorithm followed by the FA.
引用
下载
收藏
页码:648 / 654
页数:7
相关论文
共 50 条
  • [31] A Hybrid Meta-Heuristic for Optimal Load Balancing in Cloud Computing
    Annie Poornima Princess, G.
    Radhamani, A. S.
    JOURNAL OF GRID COMPUTING, 2021, 19 (02)
  • [32] A Hybrid Meta-Heuristic for Optimal Load Balancing in Cloud Computing
    G. Annie Poornima Princess
    A. S. Radhamani
    Journal of Grid Computing, 2021, 19
  • [33] Optimal design of aerospace structures using recent meta-heuristic algorithms
    Korkmaz, Faik Fatih
    Subran, Mert
    Yildiz, Ali Riza
    MATERIALS TESTING, 2021, 63 (11) : 1025 - 1031
  • [34] Heuristic vs. Meta-Heuristic Optimal Energy Design for an Office Building
    Suh, Won-Jun
    Park, Cheol-Soo
    SUSTAINABILITY, 2017, 9 (04)
  • [35] A comparative analysis of meta-heuristic methods for power management of a dual energy storage system for electric vehicles
    Trovao, Joao P.
    Antunes, Carlos Henggeler
    ENERGY CONVERSION AND MANAGEMENT, 2015, 95 : 281 - 296
  • [36] A SIMULATION BASED STUDY ON META-HEURISTIC ALGORITHMS FOR SOLVING MULTILEVEL LOT SIZING PROBLEMS
    Kaku, Ikou
    Xiao, Yiyong
    ICIM 2010: PROCEEDINGS OF THE TENTH INTERNATIONAL CONFERENCE ON INDUSTRIAL MANAGEMENT, 2010, : 71 - +
  • [37] Affine invariance of meta-heuristic algorithms
    Jian, ZhongQuan
    Zhu, GuangYu
    INFORMATION SCIENCES, 2021, 576 : 37 - 53
  • [38] Optimal Sizing of Hybrid Renewable Energy System for Electricity Production for Remote Areas
    Anand, Priyanka
    Rizwan, Mohammad
    Bath, Sarbjeet Kaur
    Perveen, Gulnar
    Kamboj, Vikram Kumar
    IRANIAN JOURNAL OF SCIENCE AND TECHNOLOGY-TRANSACTIONS OF ELECTRICAL ENGINEERING, 2022, 46 (04) : 1149 - 1174
  • [39] Hybrid Meta-Heuristic Algorithms Based Optimal Antenna Selection for Large Scale MIMO in LTE Network
    Patil, Rajashree A.
    Kavipriya, P.
    Patil, B. P.
    JOURNAL OF INTERCONNECTION NETWORKS, 2022, 22 (04)
  • [40] Hybrid meta-heuristic algorithms for independent job scheduling in grid computing
    Younis, Muhanad Tahrir
    Yang, Shengxiang
    APPLIED SOFT COMPUTING, 2018, 72 : 498 - 517