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A Journal of Russian Academy of Sciences
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IssuesArchive of Issues2025-2pp.1157-1172

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Zhang Feng, Chu Guangyuan, Zhang Jiamu, and Jin Peng, "Improving the JAYA Algorithm for High-Cost Computing Applications," Mech. Solids. 60 (2), 1157-1172 (2025)
Year 2025 Volume 60 Number 2 Pages 1157-1172
DOI 10.1134/S0025654424606827
Title Improving the JAYA Algorithm for High-Cost Computing Applications
Author(s) Zhang Feng (School of Aerospace Engineering, Huazhong University of Science and Technology, Wuhan, 430074 China)
Chu Guangyuan (China Academy of Launch Vehicle Technology, Beijing, 100076 China)
Zhang Jiamu (Beijing Institute of Intensity Environment, Beijing, 100076 China)
Jin Peng (School of Aerospace Engineering, Huazhong University of Science and Technology, Wuhan, 430074 China, nwpu-jinpeng@163.com)
Abstract This article presents a novel optimization algorithm, JAYA-HCO (High-Cost Optimization), which combines the strengths of JAYA and SCA algorithms. By incorporating the update mechanism of SCA for global search and JAYA’s rapid search capability, JAYA-HCO improves the utilization of the population in JAYA algorithm and makes it more suitable for high-cost computing. Furthermore, JAYA-HCO uses sine functions to introduce mutations at appropriate times to expand the search space. Initially, a set of benchmark functions, including single and multi-modal functions, were used to compare JAYA-HCO with other algorithms in terms of mean value and computation speed. Then, a numerical example of optimizing the fiber orientation angle of laminated composite plates under unidirectional axial compression was conducted to demonstrate the effectiveness and reliability of the proposed algorithm. The objective was to maximize the critical buckling load of the laminated composite plate by adjusting the fiber orientation angle of each layer. The results show that JAYAHCO algorithm can provide accurate and efficient optimization results, which are validated by comparison with other algorithms and finite element calculations.
Keywords optimization, population-based algorithm, laminated composite buckling, fiber orientation
Received 03 December 2024Revised 05 March 2025Accepted 05 March 2025
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