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ArticlePeer ReviewedOpen AccessPlagiarism Passed
Paper ID:10.55041/IJSREM17938

Advancement on Grey Wolf Optimization with Fitness Based Self Adaptive Differential Evolution

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-

Subject:

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Paper ID:

10.55041/IJSREM17938

Volume:

7 |

3 |

Mar 2023

Pages:

Publication Frequency:

Monthly (12 issues per year)

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Not assigned

License:International Journal of Scientific Research in Engineering and Management follows the Creative Commons Attribution 4.0 (CC BY 4.0) License, allowing free use and distribution with proper attribution.

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Authors

SM

Sanjukta Mohanta

HS

Harish Sharma

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Abstract

Hybridization of two or more variants of algorithms is the recent trend of the research field. With the help of a hybridized algorithm we try to find out the better optimal solution and to solve various optimization applications. In this paper, a new approach Advancement on Grey Wolf Optimization with Fitness Based Self Adaptive Differential Evolution (AGWO-FSADE) is proposed. Fitness of populations are calculated using the self adaptive strategy of FSADE and updated by GWO algorithm. FSADE algorithms balance the convergence and diversity capability and due to fine tuning of Crossover Probability CR and Scale Factor F therefore, in large step size very less chance to skip the actual solutions. The performance of AGWO-FSADE is measured by 19 Benchmark functions and compared with classic GWO, ABC and PSOGWO algorithm. The results are more accurate to solve these functions.

KEYWORDS

nature inspired algorithm self adaptive technique grey wolf optimizer fitness based self adaptive differential evolution optimization technique

Cite This Article

Sanjukta Mohanta, Harish Sharma, "Advancement on Grey Wolf Optimization with Fitness Based Self Adaptive Differential Evolution," International Journal of Scientific Research in Engineering and Management, vol. 7, no. 3, Mar 2023. https://doi.org/10.55041/IJSREM17938

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4/2/2023

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