Fault detection and diagnosis for railway track circuits using neuro-fuzzy systems

被引:96
作者
Chen, J. [1 ]
Roberts, C. [1 ]
Weston, P. [1 ]
机构
[1] Univ Birmingham, Dept Elect Elect & Comp Engn, Birmingham B15 2TT, W Midlands, England
关键词
fault detection; fault diagnosis; railways; neural networks; fuzzy systems;
D O I
10.1016/j.conengprac.2007.06.007
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Railways are expected to operate with ever increasing levels of availability, reliability, safety and security. One way of ensuring high levels of dependability is through the use of condition monitoring systems. This paper presents the results of research on fault detection and diagnosis methods for railway track Circuits. The proposed method uses a hybrid quantitative/qualitative technique known as a neuro-fuzzy system. Such a hybrid fault detection and diagnosis system combines the benefits of both fuzzy logic and neural networks, i.e. the ability to deal with system imprecision and to learn by neural network training processes. It is shown that the proposed method correctly detects and diagnoses the most commonly occurring track circuit failures ill a laboratory test rig of one type of audio frequency jointless track circuit. (c) 2007 Elsevier Ltd. All rights reserved.
引用
收藏
页码:585 / 596
页数:12
相关论文
共 17 条
[1]  
[Anonymous], 1992, Introduction to linear Regression Analysis
[2]   Neuro-fuzzy systems for diagnosis [J].
Ayoubi, M ;
Isermann, R .
FUZZY SETS AND SYSTEMS, 1997, 89 (03) :289-307
[3]   Introduction to the DAMADICS actuator FDI benchmark study [J].
Bartys, M ;
Patton, R ;
Syfert, M ;
de Las Heras, S ;
Quevedo, J .
CONTROL ENGINEERING PRACTICE, 2006, 14 (06) :577-596
[4]  
BEROVA ML, 1997, THESIS U BATH
[5]  
CHALLIS WH, 1957, BRIT PRACTICE, V9
[6]  
Chen J., 2012, Robust model-based fault diagnosis for dynamic systems, VVol. 3
[7]   An architecture for system-wide fault detection and isolation [J].
Dassanayake, HPB ;
Roberts, C ;
Goodman, CJ .
PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART I-JOURNAL OF SYSTEMS AND CONTROL ENGINEERING, 2001, 215 (I1) :37-46
[8]   FAULT-DIAGNOSIS IN DYNAMIC-SYSTEMS USING ANALYTICAL AND KNOWLEDGE-BASED REDUNDANCY - A SURVEY AND SOME NEW RESULTS [J].
FRANK, PM .
AUTOMATICA, 1990, 26 (03) :459-474
[9]  
Hill R. J., 1989, IEEE ASME JOINT RAIL, P55
[10]   RAIL TRACK DISTRIBUTED TRANSMISSION-LINE IMPEDANCE AND ADMITTANCE - THEORETICAL MODELING AND EXPERIMENTAL RESULTS [J].
HILL, RJ ;
CARPENTER, DC .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 1993, 42 (02) :225-241