Paper Title:
Artificial Neural Network versus Similarity Method for Tire Model
  Abstract

Traditionally, similarity method is used to predict the tire forces and moments at the tire/road interface. Because of advances in computer science, students have had an alternative method, the artificial neural net works, to the similarity method. Based on data from a set of experimental available data, we compared the prediction of the similarity model and the neural network model by genetic algorithm. The latter showed a slightly (about 9%, 18%) but significantly better performance. The accuracy of both approaches was low at the population level, but both models may be used to estimate longitudinal and lateral tire tread and sidewall deflections during braking, traction and cornering.

  Info
Periodical
Edited by
Long Chen, Yongkang Zhang, Aixing Feng, Zhenying Xu, Boquan Li and Han Shen
Pages
487-491
DOI
10.4028/www.scientific.net/KEM.464.487
Citation
C. Huang, C. Long, H. B. Jiang, "Artificial Neural Network versus Similarity Method for Tire Model", Key Engineering Materials, Vol. 464, pp. 487-491, 2011
Online since
January 2011
Export
Price
$32.00
Share

In order to see related information, you need to Login.

In order to see related information, you need to Login.

Authors: Li Cheng Yang, Li Wei Ning, Jin Xiang Hu, Yi Ping Luo
Abstract:The three dimensional finite element model of the pavement has been built on the basis of elastic-plastic finite element method and the...
1380
Authors: Jun Feng Guan, Xiao Ke Li, Shun Bo Zhao
Abstract:Former approaches for designing reinforced concrete aqueduct with multi-longitudinal beams were mostly based on experience. In this...
335
Authors: Yang Cao, Zhan Shuang Hu, Wei Ping Zhao
Chapter 11: Environmental Protection and Economic Development
Abstract:The PID control is a popularly control method that used in control systems, which is still adopted in many practical application...
1795
Authors: Hong Bing Wang, Zhi Rong Li, Chun Hua Sun, Hai Xu
Chapter 20: Detection and Control Technology
Abstract:A piezoelectric vibrator in ultrasonic EDM processing is designed and fabricated. The structure parameters of the vibrator have a very...
2711
Authors: Kyung Min Yun, Jin Yu Choi, Chin Ok Lee, Nam Hyoung Lim
Chapter 5: Bridge Engineering
Abstract:In order to obtain the interaction behavior between the track and the bridge, the various design codes adopted generally the recommendations...
1988