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基于全局敏感性分析和 Kriging 代理模型的汽车乘员约束系统多参数优化研究

马桃 张维刚 唐婷 张扬

中国机械工程Issue(13):1812-1816,5.
中国机械工程Issue(13):1812-1816,5.DOI:10.3969/j.issn.1004-132X.2014.13.021

基于全局敏感性分析和 Kriging 代理模型的汽车乘员约束系统多参数优化研究

Study on Multi-parameter Optimization of Occupant Restraint SystemBased on Global Sensitivity Analysis and Kriging Model

马桃 1张维刚 1唐婷 1张扬1

作者信息

  • 1. 湖南大学汽车车身先进设计制造国家重点实验室,长沙,410082
  • 折叠

摘要

Abstract

Aiming at the problems of multi-parameter and high nonlinearity in the optimal design of occupant restraint system,a method of parameters global sensitivity analysis based on Kriging mod-el was raised.This method evaluated the sensitivity of each parameter through calculating the contri-bution of design parameters to the variance of response.On the basis of these data,the design parame-ters which were more important to response were chosen as optimization variables,additionally.Multi-island genetic algorithm was used to realize optimal design.The results of optimal design indicate that in contradistinction to initial design values,the value of human injury WIC(weighted injury criterion) is reduced by 1 1.9%,it provides a good reference for actual engineering design.

关键词

全局敏感性分析/Kriging 模型/乘员约束系统/多岛遗传算法/多参数优化

Key words

global sensitivity analysis/Kriging model/occupant restraint system/multi-island ge-netic algorithm/multi-parameter optimization

分类

交通工程

引用本文复制引用

马桃,张维刚,唐婷,张扬..基于全局敏感性分析和 Kriging 代理模型的汽车乘员约束系统多参数优化研究[J].中国机械工程,2014,(13):1812-1816,5.

基金项目

国家自然科学基金资助项目(51275164) (51275164)

中国机械工程

OA北大核心CSCDCSTPCD

1004-132X

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