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Grasshopper Optimisation Algorithm: Theory and application.

Authors :
Saremi, Shahrzad
Mirjalili, Seyedali
Lewis, Andrew
Source :
Advances in Engineering Software (1992). Mar2017, Vol. 105, p30-47. 18p.
Publication Year :
2017

Abstract

This paper proposes an optimisation algorithm called Grasshopper Optimisation Algorithm (GOA) and applies it to challenging problems in structural optimisation. The proposed algorithm mathematically models and mimics the behaviour of grasshopper swarms in nature for solving optimisation problems. The GOA algorithm is first benchmarked on a set of test problems including CEC2005 to test and verify its performance qualitatively and quantitatively. It is then employed to find the optimal shape for a 52-bar truss, 3-bar truss, and cantilever beam to demonstrate its applicability. The results show that the proposed algorithm is able to provide superior results compared to well-known and recent algorithms in the literature. The results of the real applications also prove the merits of GOA in solving real problems with unknown search spaces. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
09659978
Volume :
105
Database :
Academic Search Index
Journal :
Advances in Engineering Software (1992)
Publication Type :
Academic Journal
Accession number :
121133137
Full Text :
https://doi.org/10.1016/j.advengsoft.2017.01.004