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Grasshopper Optimisation Algorithm: Theory and application

delete2017-03-01
delete2.0K
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S
Seyedali Mirjalili *
A
Andrew Lewis
DOI:10.1016/j.advengsoft.2017.01.004delete
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Abstract

Abstract

En 中文
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-knowri 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. (C) 2017 Elsevier Ltd. All rights reserved.
Keywords:
Optimization
Optimization techniques
Heuristic algorithm
Metaheuristics
Constrained optimization
Benchmark
Algorithm
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Journal

Advances in Engineering Software cover
Advances in Engineering Software
IF:
5.7
Papers:
3.3K
Citations:
1.2W

Organization

G
Griffith University
Scholars:
1.5W
Papers: 1.6W
Citations: 2.5W
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