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On the Development of a New Design Methodology for Vehicle Crashworthiness based on Data Mining Theory
Technical Paper
2016-01-1524
ISSN: 0148-7191, e-ISSN: 2688-3627
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English
Abstract
This paper represents the development of a new design methodology based on data mining theory for decision making in vehicle crashworthy components (or parts) development. The new methodology allows exploring the big crash simulation dataset to discover the underlying complicated relationships between vehicle crash responses and design variables at multi-levels, and deriving design rules based on the whole vehicle safety requirements to make decisions towards the component and sub-component level design. The method to be developed will resolve the issue of existing design approaches for vehicle crashworthiness, i.e. limited information exploring capability from big datasets, which may hamper the decision making and lead to a nonoptimal design. A preliminary design case study is presented to demonstrate the performance of the new method. This method will have direct impacts on improving vehicle safety design and can readily be applied to other complex systems.
Authors
Citation
Zhu, F., Jiang, B., and Chou, C., "On the Development of a New Design Methodology for Vehicle Crashworthiness based on Data Mining Theory," SAE Technical Paper 2016-01-1524, 2016, https://doi.org/10.4271/2016-01-1524.Also In
References
- DuBois , P. , Chou , C.C. , Fileta , B.B. et al. Vehicle Crashworthiness and Occupant Protection American Iron and Steel Institute Southfield, Michigan 2004
- Kamal , M. Analysis and Simulation of Vehicle to Barrier Impact SAE Technical Paper 700414 1970 10.4271/700414
- Liao , X. , Li , Q. , Yang , X. et al. A two-stage multi-objective optimization of vehicle crashworthiness under frontal impact International Journal of Crashworthiness 2008 13 3 279 288
- Sobieszczanski-Sobieski , J. , Kodiyalam , S. and Yang , R.Y. Optimization of car body under constraints of noise, vibration and harness (NVH), and crash Industrial Applications and Design Case Study 2001 22 295 306
- Fang , H. , Solanki , K. and Horstemeyer , M.F. Numerical simulations of multiple vehicle crashes and multidisciplinary crashworthiness optimization International of Crashworthiness 2004 10 2 161 171
- Papalambros , P.Y. and Wilde , D. Principles of Optimal Design: Modeling and Computation Second 2000 Cambridge University Press New York, NY
- Tille , Y. Sampling Algorithms, Springer Series in Statistics 2002 Springer Berlin, Germany
- Simpson , T.W. , Peplinski , J.D. , Koch , P.N. et al. Metamodels for computer-based engineering design: Survey and recommendations, Engineering with Computers 2001 17 129 150
- Queipo , N.V. , Haftka , R.T. , Shyy , W. et al. Surrogate-based analysis and optimization Progress in Aerospace Sciences 2005 41 1 28
- Kantardzic , M. Data Mining: Concepts, Models, Methods, and Algorithms 2003 IEEE Press Hoboken, NJ
- Han , J. and Kamber , M. Data Mining: Concepts and Techniques (2nd Edition) 2006 Morgan Kaufmann San Francisco, CA
- Witten , I.H. and Frank , E. Data Mining: Practical Machine Learning Tools and Techniques Third 2011 Morgan Kaufmann Burlington, MA
- Mosavi , A. Data mining for decision making in engineering optimal design Journal of AI and Data Mining 2014 2 1 7 14
- Kim , P. and Ding , Y. Optimal engineering system design guided by data-mining methods Technometrics 2015 47 3 336 348
- Burrows , S ,, Stein , B. , Frochte , J. et al. Simulation data mining for supporting bridge design Proceedings of the 9th Australasian Data Mining Conference (AusDM’11) 2011 Ballarat, Australia
- Tao , J. , Wu , Q.M. , Sun , C. Optimal structural design of complicated mechanical products based on data mining Journal of Shanghai Jiaotong University 2009 14 6 720 724
- Bai , Z. , Liu , J. , Zhu , F. , Wang , F. and Jing , B. Optimal design of a crashworthy octagonal thin-walled sandwich tube under oblique loading International Journal of Crashworthiness 2015 20 4 401 411
- Lu , G. and Yu , T.X. Energy Absorption of Structures and Materials 2003 Woodhead Publishing Cambridge, UK