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Hybrid Meta-Model Based Design Space Differentiation Method for Expensive Problems
  • ISSN号:0894-9166
  • 期刊名称:《固体力学学报:英文版》
  • 时间:0
  • 分类:TP301.6[自动化与计算机技术—计算机系统结构;自动化与计算机技术—计算机科学与技术] TB21[一般工业技术—工程设计测绘]
  • 作者机构:State Key Laboratory of Advanced Design and Manufacture for Vehicle Body, Hunan University, Changsha 410082, China
  • 相关基金:Project supported by the Plan for the growth of young teachers,the National Natural Science Foundation of China(No.51505138); the National 973 Program of China(No.2010CB328005); Outstanding Youth Foundation of NSFC(No.50625519); Program for Changjiang Scholars.
中文摘要:

In this work,a hybrid meta-model based design space differentiation(HMDSD)method is proposed for practical problems.In the proposed method,an iteratively reduced promising region is constructed using the expensive points,with two different search strategies respectively applied inside and outside the promising region.Besides,the hybrid meta-model strategy applied in the search process makes it possible to solve the complex practical problems.Tested upon a serial of benchmark math functions,the HMDSD method shows great efficiency and search accuracy.On top of that,a practical lightweight design demonstrates its superior performance.

英文摘要:

In this work,a hybrid meta-model based design space differentiation(HMDSD)method is proposed for practical problems.In the proposed method,an iteratively reduced promising region is constructed using the expensive points,with two different search strategies respectively applied inside and outside the promising region.Besides,the hybrid meta-model strategy applied in the search process makes it possible to solve the complex practical problems.Tested upon a serial of benchmark math functions,the HMDSD method shows great efficiency and search accuracy.On top of that,a practical lightweight design demonstrates its superior performance.

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期刊信息
  • 《固体力学学报:英文版》
  • 主管单位:
  • 主办单位:中国力学学会
  • 主编:郑泉水
  • 地址:武汉市珞喻路1037号华中科技大学南一楼西北508室
  • 邮编:430074
  • 邮箱:amss@mail.hust.edu.cn
  • 电话:027-87543737
  • 国际标准刊号:ISSN:0894-9166
  • 国内统一刊号:ISSN:42-1121/O3
  • 邮发代号:
  • 获奖情况:
  • 国内外数据库收录:
  • 被引量:133