The Application of Fuzzy Neural Network in Fault Self-diagnosis System of Automatic Transmission

According to the design procedure of fault self-diagnosis system and features of automatic transmission system, the list of relation and mapping between fault symptoms and fault causes are made in this paper. Applying the approach of fault self-diagnosis based on fuzzy neural network, fault diagnosis of the automatic transmission electronic control system is realized. The structure of fuzzy neural network and its corresponding learning method and pretreating strategy about the training samples are introduced in this paper. Using MATLAB as simulation platform, this fault diagnosis method is simulated with neural networks toolbox. The simulation results show that this fault diagnosis approach is effective and applied.

[1]  Paul M. Frank,et al.  Fault diagnosis in dynamic systems: theory and application , 1989 .

[2]  Enrico Ferrati,et al.  A GENERAL PURPOSE ELECTRONIC DEVICE FOR FIELD DIAGNOSIS OF AUTOMOTIVE ELECTRONIC CONTROL SYSTEMS , 1985 .

[3]  Alan S. Willsky,et al.  A survey of design methods for failure detection in dynamic systems , 1976, Autom..

[4]  Kenneth A. Loparo,et al.  A neural-network approach to fault detection and diagnosis in industrial processes , 1997, IEEE Trans. Control. Syst. Technol..

[5]  Bernhard Wust,et al.  AN ADVANCED ELECTRONIC CONTROL AND DIAGNOSTIC SYSTEM FOR AUTOMATIC TRANSMISSION , 1994 .

[6]  Rolf Isermann,et al.  Fault detection and diagnosis with neuro-fuzzy-systems , 1996 .

[7]  W. B. Ribbens A Mathematical Model Based Method for Diagnosing Failures in Automotive Electronic Systems , 1991 .

[8]  Shane H. Rachedi,et al.  Development of Diagnostic Tools in Automotive Electronics , 1987 .

[9]  Rolf Isermann,et al.  Supervision, fault-detection and fault-diagnosis methods — An introduction , 1997 .

[10]  Ren C. Luo,et al.  Dynamic multi-sensor data fusion system for intelligent robots , 1988, IEEE J. Robotics Autom..

[11]  Paul M. Frank,et al.  Fault diagnosis in dynamic systems using analytical and knowledge-based redundancy: A survey and some new results , 1990, Autom..

[12]  Takayoshi Nakamizo Fault Diagnosis in Dynamic Systems-Tutorial Review , 1998 .

[13]  Paul M. Frank,et al.  Fault Diagnosis in Dynamic Systems via State Estimation - a Survey , 1987 .