Journal of Robotics, Networking and Artificial Life

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Volume 5, Issue 3, December 2018, Pages 165 - 168

Integrated Optimization of Differential Evolution with Grasshopper Optimization Algorithm

Authors
Duangjai Jitkongchuen*, Udomlux Ampant
College of Innovative Technology and Engineering, Dhurakij Pundit University, Thailand
*Corresponding author. Email: duangjai.jit@dpu.ac.th
Corresponding Author
Duangjai Jitkongchuen
Received 24 March 2018, Accepted 6 June 2018, Available Online 1 December 2018.
DOI
10.2991/jrnal.2018.5.3.5How to use a DOI?
Keywords
Meta-heuristic; differential evolution algorithm; grasshopper optimization algorithm; optimization
Abstract

This paper proposes a scheme to improve the differential evolution (DE) algorithm performance with integrated the grasshopper optimization algorithm (GOA). The grasshopper optimization algorithm mimics the behavior of grasshopper. The characteristic of grasshoppers is slow movement in the larval stage but sudden movement in the adulthood which seem as exploration and exploitation. The grasshopper optimization algorithm concept is added to DE to guide the search process for potential solutions. The efficiency of the DE/GOA is validated by testing on unimodal and multimodal benchmarks optimization problems. The results prove that the DE/GOA algorithm is competitive compared to the other meta-heuristic algorithms.

Copyright
© 2018 The Authors. Published by Atlantis Press SARL.
Open Access
This is an open access article under the CC BY-NC license (http://creativecommons.org/licences/by-nc/4.0/).

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<Previous Article In Issue
Next Article In Issue>
Journal
Journal of Robotics, Networking and Artificial Life
Volume-Issue
5 - 3
Pages
165 - 168
Publication Date
2018/12/01
ISSN (Online)
2352-6386
ISSN (Print)
2405-9021
DOI
10.2991/jrnal.2018.5.3.5How to use a DOI?
Copyright
© 2018 The Authors. Published by Atlantis Press SARL.
Open Access
This is an open access article under the CC BY-NC license (http://creativecommons.org/licences/by-nc/4.0/).

Cite this article

risenwbib
TY  - JOUR
AU  - Duangjai Jitkongchuen
AU  - Udomlux Ampant
PY  - 2018
DA  - 2018/12/01
TI  - Integrated Optimization of Differential Evolution with Grasshopper Optimization Algorithm
JO  - Journal of Robotics, Networking and Artificial Life
SP  - 165
EP  - 168
VL  - 5
IS  - 3
SN  - 2352-6386
UR  - https://doi.org/10.2991/jrnal.2018.5.3.5
DO  - 10.2991/jrnal.2018.5.3.5
ID  - Jitkongchuen2018
ER  -