|3/2014 - 10|
A New Contactless Fault Diagnosis Approach for Pantograph-Catenary System Using Pattern Recognition and Image Processing MethodsAYDIN, I. , KARAKOSE, M. , AKIN, E.
|Click to see author's profile on SCOPUS, IEEE Xplore, Web of Science|
|Download PDF (1,171 KB) | Citation | Downloads: 529 | Views: 2,971|
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)
Blue keywords are present in both the references section and the paper title.
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. |
[CrossRef] [SCOPUS Times Cited 17]
 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 30] [SCOPUS Times Cited 59]
 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.
[CrossRef] [SCOPUS Times Cited 8]
 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.,
[CrossRef] [SCOPUS Times Cited 15]
 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 17] [SCOPUS Times Cited 31]
 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 13] [SCOPUS Times Cited 27]
 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 8] [SCOPUS Times Cited 13]
 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 30] [SCOPUS Times Cited 59]
 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 18] [SCOPUS Times Cited 34]
 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.
[CrossRef] [SCOPUS Times Cited 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.
[CrossRef] [SCOPUS Times Cited 10]
 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 8305] [SCOPUS Times Cited 14704]
 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 Record] [SCOPUS 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] [SCOPUS Times Cited 3]
 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 18] [SCOPUS Times Cited 22]
 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 36] [SCOPUS Times Cited 39]
Web of Science® Citations for all references: 8,481 TCR
SCOPUS® Citations for all references: 15,045 TCR
Web of Science® Average Citations per reference: 292 ACR
SCOPUS® Average Citations per reference: 519 ACR
TCR = Total Citations for References / ACR = Average Citations per Reference
We introduced in 2010 - for the first time in scientific publishing, the term "References Weight", as a quantitative indication of the quality ... Read more
Citations for references updated on 2018-01-22 04:08 in 125 seconds.
Note1: Web of Science® is a registered trademark of Thomson Reuters.
Note2: SCOPUS® is a registered trademark of Elsevier B.V.
Disclaimer: All queries to the respective databases were made by using the DOI record of every reference (where available). Due to technical problems beyond our control, the information is not always accurate. Please use the CrossRef link to visit the respective publisher site.
Faculty of Electrical Engineering and Computer Science
Stefan cel Mare University of Suceava, Romania
All rights reserved: Advances in Electrical and Computer Engineering is a registered trademark of the Stefan cel Mare University of Suceava. No part of this publication may be reproduced, stored in a retrieval system, photocopied, recorded or archived, without the written permission from the Editor. When authors submit their papers for publication, they agree that the copyright for their article be transferred to the Faculty of Electrical Engineering and Computer Science, Stefan cel Mare University of Suceava, Romania, if and only if the articles are accepted for publication. The copyright covers the exclusive rights to reproduce and distribute the article, including reprints and translations.
Permission for other use: The copyright owner's consent does not extend to copying for general distribution, for promotion, for creating new works, or for resale. Specific written permission must be obtained from the Editor for such copying. Direct linking to files hosted on this website is strictly prohibited.
Disclaimer: Whilst every effort is made by the publishers and editorial board to see that no inaccurate or misleading data, opinions or statements appear in this journal, they wish to make it clear that all information and opinions formulated in the articles, as well as linguistic accuracy, are the sole responsibility of the author.