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A Multi-Restart Dynamic Harris Hawk Optimization Algorithm for the Economic Load Dispatch Problem

Authors :
Tan Nhat Pham
Ly Van Tran
Son Vu Truong Dao
Source :
IEEE Access, Vol 9, Pp 122180-122206 (2021)
Publication Year :
2021
Publisher :
IEEE, 2021.

Abstract

In this study, we propose an algorithm based on a recently proposed metaheuristic called the Harris Hawk Optimization (HHO). We utilized a dynamic control strategy to enhance the exploration capability. To further avoid trapping in local optima, we incorporate opposition-based learning (OLB) and a multi-restart strategy. The proposed algorithm is used to solve economic load dispatch (ELD) problems with non-smooth cost functions. The ELD problems have a very large search space and therefore it is difficult to find global optimum using analytical methods. The results of the proposed approach are very competitive compared with notable results from previous research.

Details

Language :
English
ISSN :
21693536
Volume :
9
Database :
Directory of Open Access Journals
Journal :
IEEE Access
Publication Type :
Academic Journal
Accession number :
edsdoj.7e2902d8edbd47cd9b4a857983f1c55f
Document Type :
article
Full Text :
https://doi.org/10.1109/ACCESS.2021.3109575