李洪双

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教授 博士生导师

招生学科专业:
航空宇航科学与技术 -- 【招收博士、硕士研究生】 -- 航空学院
机械 -- 【招收博士、硕士研究生】 -- 航空学院

学历:西北工业大学

学位:工学博士学位

所在单位:航空学院

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Stochastic optimization method based on improved cross entropy

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所属单位:航空学院

发表刊物:Beijing Hangkong Hangtian Daxue Xuebao

摘要:Cross entropy method is an efficient and adaptive stochastic optimization method and has immense potential in complex optimization problems with high dimension and nonlinear constraints. However, the traditional cross entropy method is lack of accuracy. In this study, both the concepts of current elite samples and global elite samples are introduced to extract more useful information from the whole iterative history. Then, a new parameter updating strategy is established based on these two concepts. New adaptive smoothing strategy and mutation operation are also applied to improve its computing performance. The proposed algorithm is illustrated by three numerical examples. The computational results indicate that the improved cross entropy method has higher calculation accuracy and better global search capability. © 2018, Editorial Board of JBUAA. All right reserved.

ISSN号:1001-5965

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发表时间:2018-01-01

合写作者:Ren, Chao,Zhang, Hang

通讯作者:李洪双