Statistical analysis of vehicles' vibration due to road roughness using radial basis artificial neural network

被引:10
作者
Yildirim, S [1 ]
Uzmay, I [1 ]
机构
[1] Erciyes Univ, Fac Engn, Dept Mech Engn, Machine Dynam & Theory Res Lab, TR-38090 Kayseri, Turkey
关键词
D O I
10.1080/08839510151087356
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This article investigates the variation of vertical vibrations of vehicles using a Radial Basis Neural Network (RBNN). The RBNN is employed to predict desired values of amplitude of acceleration for different road conditions such as concrete, waved stone block paved and country roads. The proposed neural system is also tested for different natural frequencies and the ratios of damping. This method is conceptually straightforward, and it is also applicable to other type vehicles such as trucks.
引用
收藏
页码:419 / 427
页数:9
相关论文
共 7 条
[1]  
Dinca F., 1973, Nonlinear and Random Vibration
[2]   VEHICLE VIBRATION REDUCTION BY TRANSFER-FUNCTION PHASE-CONTROL ON HYDRAULIC ENGINE MOUNTS [J].
ISHIHAMA, M ;
SATOH, S ;
SETO, K ;
NAGAMATSU, A .
JSME INTERNATIONAL JOURNAL SERIES C-DYNAMICS CONTROL ROBOTICS DESIGN AND MANUFACTURING, 1994, 37 (03) :536-541
[3]   Learning systems in intelligent control: An appraisal of fuzzy, neural and genetic algorithm control applications [J].
Linkens, DA ;
Nyongesa, HO .
IEE PROCEEDINGS-CONTROL THEORY AND APPLICATIONS, 1996, 143 (04) :367-386
[4]  
MEIROVITCH L, 1977, ELEMENTS VIBRATION A
[5]  
OKAMOTO S, 1994, T JAP SOC MECH ENG, P1534
[6]  
UZMAY I, 1986, 2 NAT MACH DES PROD, P159
[7]  
YILDIRIM S, 1999, P 16 IAARC IFAC IEEE, V2, P429