Lanzhou University of Technology Institutional Repository (LUT_IR)
An Algorithm Based on Monarch Butterfly Optimization with Learning Mechanism and Topological Structure | |
Zhao, Fuqing1; Du, Songlin1; Tang, Jianxin1; Zhang, Yi2; Ma, Weimin3 | |
2021 | |
会议名称 | 24th IEEE International Conference on Computer Supported Cooperative Work in Design (IEEE CSCWD) |
会议录名称 | PROCEEDINGS OF THE 2021 IEEE 24TH INTERNATIONAL CONFERENCE ON COMPUTER SUPPORTED COOPERATIVE WORK IN DESIGN (CSCWD) |
页码 | 85-89 |
会议日期 | MAY 05-07, 2021 |
会议地点 | Dalian, PEOPLES R CHINA |
出版地 | NEW YORK |
出版者 | IEEE |
摘要 | In the past decades, various attention has been paid to the global optimization problems. The Monarch Butterfly Optimization (MBO) algorithm is an effective meta-heuristic algorithm for the global optimization problems. However, in the MBO, the diversity of the population is lost in the late iteration. The MBO is easy to trap into the local optima. In this study, an algorithm based on MBO with learning mechanism and topological structure, named LTMBO, is proposed to enhance the ability of exploration and exploitation on the global optimization problems. The learning mechanism is present for the migration operator to increase the speed of the iteration. The topological structure is proposed for the butterfly adjusting operator to improve the diversity of the population. The experimental results demonstrated that the efficiency and significance of the proposed LTMBO algorithm. |
关键词 | Monarch butterfly optimizatiom Learning mechanism Topological structure |
DOI | 10.1109/CSCWD49262.2021.9437775 |
收录类别 | CPCI-S |
语种 | 英语 |
WOS记录号 | WOS:000716858200015 |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | https://ir.lut.edu.cn/handle/2XXMBERH/150138 |
专题 | 国际合作处(港澳台办) 计算机与通信学院 |
通讯作者 | Zhao, Fuqing |
作者单位 | 1.Lanzhou Univ Technol, Sch Comp & Commun Technol, Lanzhou 730050, Peoples R China; 2.Xijin Univ, Sch Mech Engn, Xian 710123, Peoples R China; 3.Tongji Univ, Sch Econ & Management, Shanghai 200092, Peoples R China |
第一作者单位 | 兰州理工大学 |
通讯作者单位 | 兰州理工大学 |
推荐引用方式 GB/T 7714 | Zhao, Fuqing,Du, Songlin,Tang, Jianxin,et al. An Algorithm Based on Monarch Butterfly Optimization with Learning Mechanism and Topological Structure[C]. NEW YORK:IEEE,2021:85-89. |
条目包含的文件 | 条目无相关文件。 |
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