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TYRE DYNAMICS MODELLING OF VEHICLE BASED ON SUPPORT VECTOR MACHINES 被引量:2
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作者 ZHENG Shuibo TANG Houjun +1 位作者 HAN Zhengzhi ZHANG Yong 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2006年第4期558-565,共8页
Various methods of tyre modelling are implemented from pure theoretical to empirical or semi-empirical models based on experimental results. A new way of representing tyre data obtained from measurements is presented ... Various methods of tyre modelling are implemented from pure theoretical to empirical or semi-empirical models based on experimental results. A new way of representing tyre data obtained from measurements is presented via support vector machines (SVMs). The feasibility of applying SVMs to steady-state tyre modelling is investigated by comparison with three-layer backpropagation (BP) neural network at pure slip and combined slip. The results indicate SVMs outperform the BP neural network in modelling the tyre characteristics with better generalization performance. The SVMsqyre is implemented in 8-DOF vehicle model for vehicle dynamics simulation by means of the PAC 2002 Magic Formula as reference. The SVMs-tyre can be a competitive and accurate method to model a tyre for vehicle dynamics simuLation. 展开更多
关键词 Support vector machines(SVMs) Backpropagation(BP) neural network Tyre model Regression estimation Magic formula
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On criterion of modal adiabaticity 被引量:4
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作者 王宁 《Science China Mathematics》 SCIE 2001年第11期1469-1476,共8页
Two new criterions of adiabaticity and two estimation formulas for backward scattering strength are derived in this paper. Numerical simulation shows that the estimations given here are better than the usual one.
关键词 criterion of adiabaticity scattering strength estimation formula
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Mixed eigenvalues of discrete p-Laplacian 被引量:3
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作者 Mu-Fa CHEN Lingdi WANG Yuhui ZHANG 《Frontiers of Mathematics in China》 SCIE CSCD 2014年第6期1261-1292,共32页
This paper deals with the principal eigenvalue of discrete p-Laplacian on the set of nonnegative integers. Alternatively, it is studying the optimal constant of a class of weighted Hardy inequalities. The main goal is... This paper deals with the principal eigenvalue of discrete p-Laplacian on the set of nonnegative integers. Alternatively, it is studying the optimal constant of a class of weighted Hardy inequalities. The main goal is the quantitative estimates of the eigenvalue. The paper begins with the case having reflecting boundary at origin and absorbing boundary at infinity. Several variational formulas are presented in different formulation: the difference form, the single summation form, and the double summation form. As their applications, some explicit lower and upper estimates, a criterion for positivity (which was known years ago), as well as an approximating procedure for the eigenvalue are obtained. Similarly, the dual case having absorbing boundary at origin and reflecting boundary at presented at the end of Section 2 to infinity is also studied. Two examples are illustrate the value of the investigation. 展开更多
关键词 Discrete p-Laplacian mixed eigenvalue variational formula explicit estimate positivity criterion approximating procedure
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