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高技术通讯(英文版)
中国科学技术信息研究所(ISTIC)
高技术通讯(英文版)

中国科学技术信息研究所(ISTIC)

赵志耘

季刊

1006-6748

hitech@istic.ac.cn

010-68514060

100045

北京三里河路54号2143信箱

高技术通讯(英文版)/Journal High Technology LettersEI
查看更多>>本刊供我国高技术研究人员及时发表其研究成果和进行国内、国际学术交流的园地,旨在促进我国高技术研究的发展和扩大其在国内外的影响。内容涉及生物、计算机、电子与光电子技术、现代通讯、自动化、机器人能源、新材料、海洋及其它高技术领域,主要读者对象是科研院所研究人员、科技管理人员、大专院校师生及大中型企业科研人员。
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    Multi-strategy hybrid whale optimization algorithms for complex constrained optimization problems

    WANG Zhenyu(王振宇)WANG Lei
    99-108页
    查看更多>>摘要:A multi-strategy hybrid whale optimization algorithm(MSHWOA)for complex constrained opti-mization problems is proposed to overcome the drawbacks of easily trapping into local optimum,slow convergence speed and low optimization precision.Firstly,the population is initialized by introducing the theory of good point set,which increases the randomness and diversity of the population and lays the foundation for the global optimization of the algorithm.Then,a novel linearly update equation of convergence factor is designed to coordinate the abilities of exploration and exploitation.At the same time,the global exploration and local exploitation capabilities are improved through the siege mecha-nism of Harris Hawks optimization algorithm.Finally,the simulation experiments are conducted on the 6 benchmark functions and Wilcoxon rank sum test to evaluate the optimization performance of the improved algorithm.The experimental results show that the proposed algorithm has more signifi-cant improvement in optimization accuracy,convergence speed and robustness than the comparison algorithm.