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Optimization Method of Automotive Door Sealing System with Bar Structure Based on Neural Networks |
ZHU Wenfeng1,WANG Jie1,XIA Guoyong2,LIN Peijian1 |
(1.College of Mechanical Engineering, Tongji University, Shanghai 201804, China; 2.HuayuCooper Standard Sealing Systems Co, Ltd., Shanghai 201712, China) |
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Abstract In this paper, the first-seal cross-section with bar structure of a typical automotive door was analyzed. The sponge tube of the weatherstrip, which produces most of the compressive load, was divided into five sub-areas whose thicknesses and angles were selected as optimization variables, considering the compression space of the door sheet metal and nonlinear deformation process of the sealing system. Based on the engineering practice, an optimization objective function using the demanded compression load deflection (CLD) criterion was established. The nonlinear mapping between cross-section parameters and compression load was built by BP neural network and the parallel intelligent optimization was realized for ideal cross-section structure parameter. The engineering application proved that 15% of cycle time can be reduced using this computer-aided design method.
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Received: 01 July 2013
Published: 28 March 2014
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