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An enhanced social group optimization algorithm for multi-unit production planning.

Authors :
Kalananda, Vamsi Krishna Reddy Aala
Komanapalli, Venkata Lakshmi Narayana
Hampannavar, Santoshkumar
Source :
AIP Conference Proceedings. 3/27/2024, Vol. 2966 Issue 1, p1-8. 8p.
Publication Year :
2024

Abstract

The multi-unit production planning problem is one of the most challenging optimization tasks with 270 decision variables and multiple constraints. An enhanced social group optimization (ESGO) algorithm to enhance the population diversity of the improving phase and extend of the global scope of exploration through a novel emulation phase in addition to the acquiring phase is developed. ESGO is compared with the original SGO, three of its recent variants and ten modern swarm-intelligent meta-heuristics and delivered better optimality with greater robustness and lower computational times for all the eight cases tested against. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
0094243X
Volume :
2966
Issue :
1
Database :
Academic Search Index
Journal :
AIP Conference Proceedings
Publication Type :
Conference
Accession number :
176251479
Full Text :
https://doi.org/10.1063/5.0189804