An Improved Differential Evolution for Optimization of Chemical Process
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An Improved Differential Evolution for Optimization of Chemical Process
An Improved Differential Evolution for Optimization of Chemical Process
中国化学工程学报(英文版)2008年16卷第2期 页码:228-234
Affiliations:
1. State Key Laboratory of Industrial Control Technology, Zhejiang University,Hangzhou,China,310027
2. Department of Automation, Anhui University,Hefei,China,230039
Author bio:
Funds:
the National Natural Science Foundation of China(60736021);the National High Technology Research and Development Program of China(2006AA04Z184,2007AA041406);the Key Technologies R&D Program of Zhejiang Province(2006C11066,2006C31051)
DOI:
中图分类号:
纸质出版:2008
Accepted:
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吴燕玲, 卢建刚, 孙优贤. An Improved Differential Evolution for Optimization of Chemical Process[J]. 中国化学工程学报(英文版), 2008,16(2):228-234.
WU Yanling, LU Jiangang, SUN Youxian. An Improved Differential Evolution for Optimization of Chemical Process[J]. , 2008, 16(2): 228-234.
吴燕玲, 卢建刚, 孙优贤. An Improved Differential Evolution for Optimization of Chemical Process[J]. 中国化学工程学报(英文版), 2008,16(2):228-234.DOI:
WU Yanling, LU Jiangang, SUN Youxian. An Improved Differential Evolution for Optimization of Chemical Process[J]. , 2008, 16(2): 228-234.DOI:
An Improved Differential Evolution for Optimization of Chemical Process
Differential evolution(DE)is an evolutionary optimization method
which has been successfully used in many practical cases.However
DE involves large computation time
especially
when used to optimize the computationally expensive objective function.To overcome this difficulty
the concept of immunity based on vaccination is used to help proliferate excellent schemata and to restrain the degenerate phenomenon.To improve the effectiveness of vaccines
a new vaccine autonomous obtaining method
and a method of deciding the probability of vaccination are proposed.In addition
a method for modifying the search space dynamically is proposed to enhance the possibility of converging to the true global optimum.Experiments showed that the improved DE performs better than the classical DE significantly.
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Gu Leqi
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Xia Li
Xiang Shuguang
相关机构
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UTM-QUST Satellite Lab, Faculty of Chemical Engineering, Universiti Teknologi Malaysia