Wing-body optimization based on multifidelity surrogate model

Huang Likeng, Gao Zhenghong

科研成果: 书/报告/会议事项章节会议稿件同行评审

6 引用 (Scopus)

摘要

This paper focuses upon the efficient surrogate model algorithm for expensive simulation-based design optimization problems. Co-kriging method is used to develop a multi-fidelity surrogate model using two independent datasets. To achieve this objective, wing-body problem is taken as an example of application for highdimensional complex design problem. In addition, a simple sampling analysis is used to demonstrate the characteristics of co-kriging multi-fidelity surrogate model based on the defined criteria. A drag reduction optimization is carried on using genetic algorithm based on the co-kriging surrogate model. The results are compared with kriging model based optimization. It is shown that the integration of multi-fidelity surrogate model into evolution algorithm provides an efficient framework for design and analysis of expensive simulationbased design optimization problems.

源语言英语
主期刊名28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012
633-640
页数8
出版状态已出版 - 2012
活动28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012 - Brisbane, 澳大利亚
期限: 23 9月 201228 9月 2012

出版系列

姓名28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012
1

会议

会议28th Congress of the International Council of the Aeronautical Sciences 2012, ICAS 2012
国家/地区澳大利亚
Brisbane
时期23/09/1228/09/12

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