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Vehicle Dynamic Simulation Using the Neural Network Bushing Model  

손정현 (부경대학교 기계공학부)
강태호 (부경대학교 대학)
백운경 (부경대학교 기계공학부)
Publication Information
Transactions of the Korean Society of Automotive Engineers / v.12, no.4, 2004 , pp. 110-118 More about this Journal
Abstract
In this paper, a blackbox approach is carried out to model the nonlinear dynamic bushing model. One-axis durability test is performed to describe the mechanical behavior of typical vehicle elastomeric components. The results of the tests are used to develop an empirical bushing model with an artificial neural network. The back propagation algorithm is used to obtain the weighting factor of the neural network. Since the output for a dynamic system depends on the histories of inputs and outputs, Narendra's algorithm of ‘NARMAX’ form is employed in the neural network bushing module. A numerical example is carried out to verify the developed bushing model.
Keywords
Bushing; Artificial neural network; Vehicle dynamics; Durability test; Computer simulation;
Citations & Related Records
Times Cited By KSCI : 2  (Citation Analysis)
연도 인용수 순위
1 Empirical Bushing Model using Artificial Neural Network /
[ J.H.Sohn;W.S.Yoo;D.W.Park ] / Transactions of KSAE   과학기술학회마을
2 Empirical Closed Loop Modeling of a Suspension System Using Neural Network /
[ I.Y.Kim;K.T.Chong;T.S.No;D.P.Hong ] / KSPE   과학기술학회마을
3 /
[ M.D.I. ] / ADAMS Version 8.0 User's Guide
4 Testing and Characterization of Elastomeric Bushings for Large Deflection Behavior /
[ E.Y.Kuo ] / SAE 970099
5 /
[ R.C.Dorf ] / Control Analysis and MATLAB and Simulink Application
6 Development of CAE Tools for Vehicle Suspension Design (I) - Development of a Bushing Module /
[ Y.C.Choi;K.S.Kim;W.S.Yoo;O.J.Kim ] / Transactions of KSAE
7 /
[ CADSI ] / DADS Revision 8.0 User's Manual
8 Modeling of Shock Absorber Behavior using Artificial Neural Networks /
[ J.W.Fash ] / SAE 940248
9 Identification and Control of Dynamic System Using Neural Networks /
[ K.S.Narendra;K.Pathasarathy ] / IEEE Transactions on Neural Networks   DOI   ScienceOn
10 A Model for Nonlinear Viscoelastic Coupled Mode Response of an Elastomeric Bushings /
[ S.B.Lee;A.Wineman ] / Int. J. of Non-Linear Mechanics   DOI
11 Accurate Models for Complex Vehicle Components using Empirical Methods /
[ A.J.Barber ] / SAE 2000-01-1625