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Grey Relational Analysis Coupled with Principal Component Analysis Method For Optimization Design of Novel Crash Box Structure 被引量:1

Grey Relational Analysis Coupled with Principal Component Analysis Method For Optimization Design of Novel Crash Box Structure
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摘要 Crashworthiness and lightweight optimization design of the crash box are studied in this paper. For the initial model, a physical test was performed to verify the model. Then, a parametric model using mesh morphing technology is used to optimize and decrease the maximum collision force (MCF) and increase specific energy absorption (SEA) while ensure mass is not increased. Because MCF and SEA are two conflicting objectives, grey relational analysis (GRA) and principal component analysis (PCA) are employed for design optimization of the crash box. Furthermore, multi-objective analysis can convert to a single objective using the grey relational grade (GRG) simultaneously, hence, the proposed method can obtain the optimal combination of design parameters for the crash box. It can be concluded that the proposed method decreases the MCF and weight to 16.7% and 29.4% respectively, while increasing SEA to 16.4%. Meanwhile, the proposed method in comparison to the conventional NSGA-Ⅱ method, reduces the time cost by 103%. Hence, the proposed method can be properly applied to the optimization of the crash box. Crashworthiness and lightweight optimization design of the crash box are studied in this paper.For the initial model,a physical test was performed to verify the model.Then,a parametric model using mesh morphing technology is used to optimize and decrease the maximum collision force(MCF) and increase specific energy absorption(SEA) while ensure mass is not increased.Because MCF and SEA are two conflicting objectives,grey relational analysis(GRA) and principal component analysis(PCA) are employed for design optimization of the crash box.Furthermore,multi-objective analysis can convert to a single objective using the grey relational grade(GRG) simultaneously,hence,the proposed method can obtain the optimal combination of design parameters for the crash box.It can be concluded that the proposed method decreases the MCF and weight to 16.7%and 29.4% respectively,while increasing SEA to 16.4%.Meanwhile,the proposed method in comparison to the conventional NSGA-II method,reduces the time cost by 103%.Hence,the proposed method can be properly applied to the optimization of the crash box.
出处 《Journal of Beijing Institute of Technology》 EI CAS 2019年第3期577-584,共8页 北京理工大学学报(英文版)
基金 Supported by the National Key Research and Development Project(2016YFB0101601)
关键词 CRASH box optimization maximum COLLISION force (MCF) specific energy absorption (SEA) GREY RELATIONAL ANALYSIS (GRA) principal component ANALYSIS (PCA) crash box optimization maximum collision force(MCF) specific energy absorption(SEA) grey relational analysis(GRA) principal component analysis(PCA)
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