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Differential gradient evolution plus algorithm for constraint optimization problems: A hybrid approach.

Authors :
Tabassum, Muhammad Farhan
Akram, Sana
Hassan, Saadia
Karim, Rabia
Naik, Parvaiz Ahmad
Farman, Muhammad
Yavuz, Mehmet
Naik, Mehraj-ud-din
Ahmad, Hijaz
Source :
International Journal of Optimization & Control: Theories & Applications. 2021, Vol. 11 Issue 2, p158-177. 20p.
Publication Year :
2021

Abstract

Optimization for all disciplines is very important and applicable. Optimization has played a key role in practical engineering problems. A novel hybrid meta-heuristic optimization algorithm that is based on Differential Evolution (DE), Gradient Evolution (GE) and Jumping Technique named Differential Gradient Evolution Plus (DGE+) are presented in this paper. The proposed algorithm hybridizes the above-mentioned algorithms with the help of an improvised dynamic probability distribution, additionally provides a new shake off method to avoid premature convergence towards local minima. To evaluate the efficiency, robustness, and reliability of DGE+ it has been applied on seven benchmark constraint problems, the results of comparison revealed that the proposed algorithm can provide very compact, competitive and promising performance. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
21460957
Volume :
11
Issue :
2
Database :
Academic Search Index
Journal :
International Journal of Optimization & Control: Theories & Applications
Publication Type :
Academic Journal
Accession number :
151988367
Full Text :
https://doi.org/10.11121/ijocta.01.2021.001077