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A New Contactless Fault Diagnosis Approach for Pantograph-Catenary System Using Pattern Recognition and Image Processing MethodsAYDIN, I. , KARAKOSE, M. , AKIN, E.
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pantograph, catenary, arcing faults, edge detection, Hough transform, fault diagnosis, railways
pantograph(15), catenary(8), monitoring(7), detection(7), systems(6), power(5), image(5), contact(5), system(4), railways(4)
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About this article
Date of Publication: 2014-08-31
Volume 14, Issue 3, Year 2014, On page(s): 79 - 88
ISSN: 1582-7445, e-ISSN: 1844-7600
Digital Object Identifier: 10.4316/AECE.2014.03010
Web of Science Accession Number: 000340869800010
SCOPUS ID: 84907314934
Comfort and safety of railway transport has become more important as train speeds continue to increase. In electrified railways, the electrical current of the train is produced by the sliding contact between the pantograph and catenary. The quality of the current depends on the reliability of contact between the pantograph and catenary. So, pantograph inspection is very important task in electrified railways and it is periodically made for preventing dangerous situations. This inspection is operated manually by taking the pantograph to the service for visual anomalies. However, this monitoring is impractical because of time consuming and slowness, as locomotive remains disabled. An innovative method based on image processing and pattern recognition is proposed in this paper for online monitoring of the catenary-pantograph interaction. The images are acquired from a digital line-scan camera. Data are simultaneously processed according to edge detection and Hough transform, and then the obtained features are provided to a D-Markov based state machine, and the pantograph related faults, such as overheating of the pantograph strip, bursts of arcing, and irregular positioning of the contact line are diagnosed. The proposed method is verified by real faulty and healthy pantograph videos.
|References|||||Cited By «-- Click to see who has cited this paper|
| L. G. C. Hamey, T. Watkins, S. W. T. Yen, "Pancam: In-service Inspection of Locomotive Pantographs," In: IEEE Conference on Digital Image Computing Techniques and Applications, Los Alamitos, 2007, pp. 493-499. |
 C. ODonnell, R. Palacin, J. Rosinski, "Pantograph Damage and Wear Monitoring System,", In: IEEE Conference on Railway Condition Monitoring, London, England, 2006, pp. 178-181.
 S. Midya, D. Bormann, T. Schütte, R. Thottappillil, "Pantograph Arcing in Electric RailwaysMechanism and Influence of Various ParametersPart II: With AC Traction Power Supply," IEEE Trans. on Power Delivery, 2009, pp. 1940-1950.
[CrossRef] [Web of Science Times Cited 52]
 W. Zhang, N. Zhou, R. Li, G. Mei, D. Song, "Pantograph and Catenary System with Double Pantographs for High-Speed Trains at 350 Km/H or Higher," Journal of Modern Transportation, vol. 19, pp. 7-11, Mar. 2011.
 P. M. Keen, "Monitoring Overhead Line Equipment," In: IEE Current Collections for High Speed Trains Seminar, London, England, 1998, pp. 3/1-3/3.
 S. Barmada, M. Tucci, "Use of Advanced Signal processing Techniques for Arcing Detection on AC Pantograph Catenary Systems," In: Proc. of Pantograph Catenary Interaction Framework for Intelligent Control, Amiens, France, 2011, pp. 1-7.
 A. Pisano, E. Usai, "Contact Force Regulation in Wire-Actuated Pantographs via Variable Structure Control," In: 46th IEEE Conference on Decision and Control, LA, USA, 2007, pp.1986-1992.
 S. Barmada, M. Raugi, M. Tucci, F. Romano, Arc detection in pantograph-catenary systems by the use of support vector machines-based classification", IET Electr. Syst. Transp.,
 P. Boffi, G. Cattaneo, L. Amoriello, A. Barberis, G. Bucca, M. F. Bocciolone, A. Collina, and M. Martinelli, "Optical Fiber Sensors to Measure Collector Performance in the Pantograph-Catenary Interaction," IEEE Trans. on Sensors, 2009, pp. 635-640.
[CrossRef] [Web of Science Times Cited 29]
 R. Uwe, R. Schneider, "Automated optical inspection of overhead contact line systems," Siemens Efficient Railway Solutions, 2010.
 O. Bruno, A. Landi, M. Papi, L .Sani, "Phototube sensor for monitoring the quality of current collection on overhead electric railways," Proc. Instn Mech. Engrs, Part F: J. Rail and Rapid Transit, vol. 215, pp. 231-241, 2001.
[CrossRef] [Web of Science Times Cited 21]
 A. A. Boguslavskii, S. M. Sokolov, "Detecting Objects in Images in Real-Time Computer Vision Systems Using Structured Geometric Models," Journal of Programming and Software, vol. 32, pp. 177-187, May-June 2006.
[CrossRef] [Web of Science Times Cited 14]
 S. Midya, D. Bormann, T. Schütte, and R. Thottappillil, "Pantograph Arcing in Electri?ed RailwaysMechanism and In?uence of Various ParametersPart I: With DC Traction Power Supply," IEEE Trans. On Power Delivery, 2009, pp. 1931-1939.
[CrossRef] [Web of Science Times Cited 52]
 A. Landi, L. Menconi, L. Sani, "Hough Transform and Thermo-Vision for Monitoring Pantograph-Catenary System," Proceedings of the Institution of Mechanical Engineers Part F: Journal of Rail and Rapid Transit, vol. 220, pp. 435-447, July 2006.
[CrossRef] [Web of Science Times Cited 38]
 S. Ostlund, A. Gustafsson, L. Buhrkall, M. Skoglund, "Condition Monitoring of Pantograph Contact Strip," In: 4th IET IEEE International Conference on Railway Condition Monitoring, Derby, England, 2008, pp. 1-6.
 M. Li, W. Z. Yong, G. X. Rong, W. Li, Y. Kai, "Edge Detection on Pantograph Slide Image," In: 2nd IEEE International Congress on Image and Signal Processing, Tianjin, China, 2009, pp. 1-3.
 Z. X. Heng, G. X. Rong, W. Z. Yong,W. Li, Y. Kai, "Study on the Edge Detection and Extraction Algorithm in the Pantograph Slipper's Abrasion," In: IEEE International Conference on Computational and Information Sciences, Chengdu, China, 2010, pp. 474-477.
 T. Koyama, "A Method to Measure the Contact Force of Pantographs through Image Processing," Railway Technology Avalanche, vol. 37, pp. 219, 2011.
 P. V. Verschraegen, "A Model of the Pantograph Arc Impedance for 50 Hz Catenary Voltage," Master of Science Thesis, Stockholm, Sweden, 2010.
 I. Aydin, M. Karakose, and E. Akin, "A New Contactless Fault Diagnosis Approach for Pantograph-Catenary System," In: 15th IEEE International Conference On Mechatronika, Prague, Czech Republic, 2012, pp. 1-6.
 S. Midya, "Conducted and Radiated Electromagnetic Interference in Modern Electric Railways with Emphasis on Pantograph Arcing," PhD Thesis, Kungliga Tekniska Höghskolan, Stockholm, Sweeden, 2009.
 R. C. Gonzalez, R. E. Woods, "Digital Image Processing," Prentice Hall; 3 edition, pp. 976, 2007.
 J. Canny, "A Computational Approach to Edge Detection," IEEE Trans. Pattern Analysis and Machine Intelligence, 1986, pp. 679-698.
[CrossRef] [Web of Science Times Cited 12556]
 S. Oprisescu, E. Barth, "3D Hand Gesture Recognition using the Hough Transform", Advances in Electrical and Computer Engineering vol. 13, pp. 71-76,
[CrossRef] [Full Text] [Web of Science Times Cited 1]
 X. Ning, Y. Wang, "Object extraction from architecture scenes through 3d local scanned data analysis", Advances in Electrical and Computer Engineering, vol. 12, pp. 73-78,
[CrossRef] [Full Text] [Web of Science Times Cited 2]
 V. Rajagopalan, A. Ray, R. Samsi, J. Mayer, "Pattern Identification in Dynamical Systems via Symbolic Time Series Analysis," Pattern Recognition, vol. 40, pp. 2897-2907, Nov. 2007.
[CrossRef] [Web of Science Times Cited 25]
 R. Samsi, A. Ray, J. Mayer, "Early Detection of Stator Voltage Imbalance in three-phase Induction Motors," Electric Power Systems Research, 2005, pp. 478-483.
[CrossRef] [Web of Science Times Cited 4]
 I. Aydin, M. Karakose, E. Akin, "A new method for early fault detection and diagnosis of broken rotor bars," Energy Conversion and Management, vol. 52, pp. 1790-1799, April 2011.
[CrossRef] [Web of Science Times Cited 49]
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