Quotation Svetinovic, Davor. 2022. Boosted Harris Hawks gravitational force algorithm for global optimization and industrial engineering problems. Journal of Intelligent Manufacturing.


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Abstract

Harris Hawks Optimization (HHO) is a newly proposed metaheuristic algorithm, which primarily works based on the cooperative system and chasing behavior of Harris’ hawks. In this paper, an augmented modification called HHMV is proposed to alleviate the main shortcomings of the conventional HHO that converges tardily and slowly to the optimal solution. Further, it is easy to trap in the local optimum when solving multi-dimensional optimization problems. In the proposed method, the conventional HHO is hybridized with Multi-verse Optimizer to improve its convergence speed, the exploratory searching mechanism through the beginning steps, and the exploitative searching mechanism in the final steps. The effectiveness of the proposed HHMV is deeply analyzed and investigated by using classical and CEC2019 benchmark functions with several dimensions size. Moreover, to prove the ability of the proposed HHMV method in solving real-world problems, five engineering design problems are tested. The experimental results confirmed that the exploration and exploitation search mechanisms of conventional HHO and its convergence speed have been significantly augmented. The HHMV method proposed in this paper is a promising version of HHO, and it obtained better results compared to other state-of-the-art methods published in the literature.

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Publication's profile

Status of publication Published
Affiliation WU
Type of publication Journal article
Journal Journal of Intelligent Manufacturing
Language English
Title Boosted Harris Hawks gravitational force algorithm for global optimization and industrial engineering problems
Year 2022
Reviewed? Y
URL https://doi.org/10.1007/s10845-022-01921-4
DOI http://dx.doi.org/10.1007/s10845-022-01921-4
Open Access N

Associations

People
Svetinovic, Davor (Details)
Organization
Information Systems and Operations Management DP (Details)
Research Institute for Cryptoeconomics FI (Details)
Institute for Distributed Ledgers and Token Economy IN (Details)
Research areas (ÖSTAT Classification 'Statistik Austria')
1121 Operations research (Details)
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