Paper
14 October 2022 Application of improved whale optimization algorithm in engineering optimization problems
Chengtian Ouyang, Yongkang Gong
Author Affiliations +
Proceedings Volume 12343, 2nd International Conference on Laser, Optics and Optoelectronic Technology (LOPET 2022); 123432O (2022) https://doi.org/10.1117/12.2649099
Event: 2nd International Conference on Laser, Optics and Optoelectronic Technology (LOPET 2022), 2022, Qingdao, China
Abstract
For the problem that the basic whale optimization algorithm is easy to fall into local optimization in the later stage, resulting in insufficient solution accuracy, at the same time, in order to improve the solution efficiency of whale optimization algorithm to optimize engineering problems, an adaptive weight whale optimization algorithm is proposed. The improved algorithm introduces weight factor to reduce the problem that it is difficult to jump out of local optimization in the later stage of the algorithm. Balancing the global search ability and local search ability of the algorithm enhances the global search ability in the later stage of the algorithm, and improves the optimization ability and solution accuracy of the algorithm. The improved algorithm and several comparison algorithms are applied to the classical engineering optimization problems. The experimental results show that the improved algorithm has good practicability and universality in solving accuracy, optimization ability and engineering project optimization.
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Chengtian Ouyang and Yongkang Gong "Application of improved whale optimization algorithm in engineering optimization problems", Proc. SPIE 12343, 2nd International Conference on Laser, Optics and Optoelectronic Technology (LOPET 2022), 123432O (14 October 2022); https://doi.org/10.1117/12.2649099
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KEYWORDS
Optimization (mathematics)

Mathematical modeling

Biomimetics

Head

Strategic intelligence

Manufacturing

Operating systems

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