A New Approach for Condition Monitoring and Detection of Rail Components and Rail Track in Railway

被引:26
|
作者
Karakose, Mehmet [1 ]
Yaman, Orhan [1 ]
Murat, Kagan [1 ]
Akin, Erhan [1 ]
机构
[1] Firat Univ, Comp Engn Dept, TR-23119 Elazig, Turkey
关键词
Railway Component Detection; Rail Tract Direction Detection; Image Processing; Condition Monitoring; Decision Trees; INSPECTION; OPTIMIZATION;
D O I
10.2991/ijcis.11.1.63
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Computer vision-based tracking and fault detection methods are increasingly growing method for use on railway systems. These methods make detection of components of the railways and fault detection and condition monitoring process can be performed using data obtained by means of computers. In this study, methods are proposed for fault detection on railway components and condition monitoring. With cameras placed on the bottom and the top of the experimental vehicle the images are taken. The camera at the top, overhead rails are positioned to see a way for war and the camera is fixed to the bottom mounted to see clearly railway components. Images from cameras placed on the bottom, Canny edge extraction and Hough transform methods are applied. The types of the components and faults are determined by using classification algorithm with decision trees using the obtained data. The condition monitoring has done by the camera is positioned on the upper part of the vehicle. By processing the taken images with processing methods, inclination angle of the rails and direction of railways are detected. Thus, during the course of the vehicle is obtained information of the direction of railway. Real images are used in the operation of railways belonging to the experimental environment. On these images, to identify the components of the proposed method using the railways and rail direction determination is made. The results obtained are given at the end of the study. The experimental results are analyzed, it is observed that the proposed method accurate and effective results.
引用
收藏
页码:830 / 845
页数:16
相关论文
共 50 条
  • [41] Modelling rail track performance: an integrated approach
    Zhang, YJ
    Murray, M
    Ferreira, L
    PROCEEDINGS OF THE INSTITUTION OF CIVIL ENGINEERS-TRANSPORT, 2000, 141 (04) : 187 - 194
  • [42] Railway bridge Simmerbach - Monitoring of the composite dowels and the rail fasteners in the VFT-Rail system
    Feldmann, Markus
    Pak, Daniel
    Kopp, Maik
    Schillo, Nicole
    Wirth, Tobias
    Seidl, Guenter
    Mensinger, Martin
    Koch, Eckart
    STAHLBAU, 2012, 81 (10) : 737 - 747
  • [43] Ultrasonic guided wave monitoring of an operational rail track
    Loveday, Philip W.
    Long, Craig S.
    Ramatlo, Dineo A.
    STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL, 2020, 19 (06): : 1666 - 1684
  • [44] IN-SERVICE RAIL TRACK MONITORING AND FAULT REPORTING
    Indhuja, A.
    Ranjani, C.
    2017 INTERNATIONAL CONFERENCE ON INNOVATIONS IN INFORMATION, EMBEDDED AND COMMUNICATION SYSTEMS (ICIIECS), 2017,
  • [45] Characteristic Investigation of Rail Corrugation on New Railway
    Tsou C.-Y.
    Lin C.-C.
    Journal of the Chinese Institute of Civil and Hydraulic Engineering, 2021, 33 (04): : 253 - 261
  • [46] Effect of rail corrugation on vertical dynamics of railway vehicle coupled with a track
    Jin, XS
    Wang, KY
    Wen, ZF
    Zhang, WH
    ACTA MECHANICA SINICA, 2005, 21 (01) : 95 - 102
  • [47] Influence study of rail geometry and track properties on railway rolling noise
    Andres, V. T.
    Martinez-Casas, J.
    Denia, F. D.
    Thompson, D. J.
    JOURNAL OF SOUND AND VIBRATION, 2022, 525
  • [48] Vibration characteristics of track at insulated rail joints of heavy haul railway
    Liu G.
    Xiao H.
    Yang S.
    Zhang Z.
    Xiao, Hong, 2021, Chinese Vibration Engineering Society (40): : 71 - 79
  • [49] INFLUENCES OF RAIL SUPPORT CONDITIONS ON MECHANICAL BEHAVIOR OF RAILWAY TRACK SYSTEM
    Sadeghi, J.
    Hashemi, F.
    TRANSACTIONS OF THE CANADIAN SOCIETY FOR MECHANICAL ENGINEERING, 2008, 32 (3-4) : 561 - 573
  • [50] The Reliability of Critical Systems in Railway Transport Based on the Track Rail Circuit
    Mielnik, Ryszard
    Sulowicz, Maciej
    Ludwinek, Krzysztof
    Jaskiewicz, Marek
    ANALYSIS AND SIMULATION OF ELECTRICAL AND COMPUTER SYSTEMS, 2018, 452 : 377 - 393