Open Access

Machine Vision Based Missing Fastener Detection in Rail Track Images Using SVM Classifier


Cite

E. Stella, P. Mazzeo, M. Nitti, G. Cicirelli, A. Distante, and T. DOrazio, “Visual recognition of missing fastening elements for railroad maintenance,” in Proceedings of the 5th InternationalConference on Intelligent Transportation Systems, pp. 94–99, Singapore, September 2002. Search in Google Scholar

P. L. Mazzeo, M. Nitti, E. Stella, and A. Distante, “Visual recognition of fastening bolts for railroad maintenance,” Pattern Recognition Letters, vol. 25, no. 6, pp. 669–677, 2004.10.1016/j.patrec.2004.01.008 Search in Google Scholar

Y. Xia, F. Xie, and Z. Jiang, “Broken railway fastener detection based on adaboost algorithm,” in Proceedings of the International Conference on Optoelectronics and Image Processing (ICOIP ‘10), pp. 313—316, Haiko, China, November 2010.10.1109/ICOIP.2010.303 Search in Google Scholar

M. Singh, S. Singh, J. Jaiswal, and J. Hempshall, “Autonomous rail track inspection using vision based system,” in Proceedings of the IEEE International Conference on Computational Intelligence for Homeland Security and Personal Safety (CIHSPS ‘06), pp. 56—59, Alexandria, VA, USA, October 2006.10.1109/CIHSPS.2006.313313 Search in Google Scholar

Jiajia Liu, Bailin Li, Ying Xiong, Biao He, and Li, “Integrating the Symmetry Image and Improved Sparse Representation for Railway Fastener Classification and Defect Recognition”, Hindawi Publishing Corporation, Mathematical Problems in Engineering Volume 2015, Article ID 462528, 11 pages.10.1155/2015/462528 Search in Google Scholar

Rubel Biswas , Rubayat Ahmed Khan , Samiul Islam , Jia Uddin, “A Novel Approach to Detect and Classify the Defective of Missing Rail Anchors in Real-time”, International Journal of Emerging Technology and Advanced Engineering, Volume 6, Issue 12, December 2016. Search in Google Scholar

ENSCO, Track Inspection Vehicles and Systems: http://www.ensco.com. Accessed in April 2015. Search in Google Scholar

MERMEC Group, Diagnostic Solutions: http://www.mermecgroup.com, Accessed in April 2015. Search in Google Scholar

Hao Feng, Zhiguo Jiang, Fengying Xie, Ping Yang, Jun Shi, and Long Chen. Automatic Fastener Classification and Defect Detection In Vision-Based Railway Inspection Systems. IEEE Transactions on Instrumentation and Measurement, Vol. 63, No. 4, April 2014.10.1109/TIM.2013.2283741 Search in Google Scholar

Ashraf Afifi and E.A.Zanaty, Said Ghoniemy, “Improving the classification accuracy using Support Vector Machines (SVMS) with new kernel”, Journal of Global Research in Computer Science, 12(3), 2015. Search in Google Scholar

Aizat Azmi, Ahmad Amsyar Azman, Sallehuddin Ibrahim, and Mohd Amri Md Yunus, “Techniques In Advancing The Capabilities Of Various Nitrate Detection Methods: A Review”, International Journal on Smart Sensing and Intelligent Systems., VOL. 10, NO. 2, June 2017, pp. 223-261.10.21307/ijssis-2017-210 Search in Google Scholar

Tsugunosuke Sakai, Haruya Tamaki, Yosuke Ota, Ryohei Egusa, Shigenori Inagaki, Fusako Kusunoki, Masanori Sugimoto, Hiroshi Mizoguchi, “Eda-Based Estimation Of Visual Attention By Observation Of Eye Blink Frequency”, International Journal on Smart Sensing and Intelligent Systems., VOL. 10, NO. 2, June 2017, pp. 296-307.10.21307/ijssis-2017-212 Search in Google Scholar

Ismail Ben Abdallah, Yassine Bouteraa, and Chokri Rekik , “Design And Development Of 3d Printed Myoelctric Robotic Exoskeleton For Hand Rehabilitation”, International Journal on Smart Sensing and Intelligent Systems., VOL. 10, NO. 2, June 2017, pp. 341-366.10.21307/ijssis-2017-215 Search in Google Scholar

S. H. Teay, C. Batunlu and A. Albarbar, “Smart Sensing System For Enhanceing The Reliability Of Power Electronic Devices Used In Wind Turbines”, International Journal on Smart Sensing and Intelligent Systems., VOL. 10, NO. 2, June 2017, pp. 407-42410.21307/ijssis-2017-218 Search in Google Scholar

SCihan Gercek, Djilali Kourtiche, Mustapha Nadi, Isabelle Magne, Pierre Schmitt, Martine Souques and Patrice Roth, “An In Vitro Cost-Effective Test Bench For Active Cardiac Implants, Reproducing Human Exposure To Electric Fields 50/60 Hz”, International Journal on Smart Sensing and Intelligent Systems., VOL. 10, NO. 1, March 2017, pp. 1-1710.21307/ijssis-2017-200 Search in Google Scholar

P. Visconti, P. Primiceri, R. de Fazio and A. Lay Ekuakille, “A Solar-Powered White Led-Based Uv-Vis Spectrophotometric System Managed By Pc For Air Pollution Detection In Faraway And Unfriendly Locations”, International Journal on Smart Sensing and Intelligent Systems., VOL. 10, NO. 1, March 2017, pp. 18-4910.21307/ijssis-2017-201 Search in Google Scholar

Samarendra Nath Sur, Rabindranath Bera and Bansibadan Maji, “Feedback Equalizer For Vehicular Channel”, International Journal on Smart Sensing and Intelligent Systems., VOL. 10, NO. 1, March 2017, pp. 50-6810.21307/ijssis-2017-202 Search in Google Scholar

Yen-Hong A. Chen, Kai-Jan Lin and Yu-Chu M. Li, “Assessment To Effectiveness Of The New Early Streamer Emission Lightning Protection System”, International Journal on Smart Sensing and Intelligent Systems., VOL. 10, NO. 1, March 2017, pp. 108-12310.21307/ijssis-2017-205 Search in Google Scholar

Iman Heidarpour Shahrezaei, Morteza Kazerooni and Mohsen Fallah, “A Total Quality Assessment Solution For Synthetic Aperture Radar Nlfm Waveform Generation And Evaluation In A Complex Random Media”, International Journal on Smart Sensing and Intelligent Systems., VOL. 10, NO. 1, March 2017, pp. 174-19810.21307/ijssis-2017-208 Search in Google Scholar

P. Visconti ,R.Ferri, M.Pucciarelli and E.Venere, “Development And Characterization Of A Solar-Based Energy Harvesting And Power Management System For A Wsn Node Applied To Optimized Goods Transport And Storage”, International Journal on Smart Sensing and Intelligent Systems., VOL. 9, NO. 4, December 2016 , pp. 1637-166710.21307/ijssis-2017-933 Search in Google Scholar

YoumeiSong,Jianbo Li, Chenglong Li, Fushu Wang, “Social Popularity Based Routing In Delay Tolerant Networks”, International Journal on Smart Sensing and Intelligent Systems., VOL. 9, NO. 4, December 2016 , pp. 1687-170910.21307/ijssis-2017-935 Search in Google Scholar

Seifeddine Ben Warrad and OlfaBoubaker, “Full Order Unknown Inputs Observer For Multiple Time-Delay Systems”, International Journal on Smart Sensing and Intelligent Systems., VOL. 9, NO. 4, December 2016 , pp. 1750-177510.21307/ijssis-2017-938 Search in Google Scholar

Rajesh, M., and J. M. Gnanasekar. “Path observation-based physical routing protocol for wireless ad hoc networks.” International Journal of Wireless and Mobile Computing 11.3 (2016): 244-257.10.1504/IJWMC.2016.081164 Search in Google Scholar

Rajesh, M., and J. M. Gnanasekar. “Path Observation Based Physical Routing Protocol for Wireless Ad Hoc Networks.” Wireless Personal Communications: 1-23. Search in Google Scholar

M. Rajesh., Traditional Courses into Online Moving Strategy. The Online Journal of Distance Education and e-Learning 4 (4), 19-63. Search in Google Scholar

Rajesh M and Gnanasekar J.M. Error-Lenient Algorithms for Connectivity Reinstallation in Wireless Adhoc Networks. International Journal of Advanced Engineering Technology; 7(1), pp 270-278, 2016. Search in Google Scholar

M. Rajesh and J.M. Gnanasekar., GCC over Heterogeneous Wireless Ad hoc Networks. Journal of Chemical and Pharmaceutical Sciences, 195-200. Search in Google Scholar

Rajesh, M and J.M. Gnanasekar., “Congestion Controls Using AODV Protocol Scheme For Wireless Ad-Hoc Network.” Advances in Computer Science and Engineering 16 (1-2), 19.10.17654/CS016120019 Search in Google Scholar

Rajesh M, Gnanasekar J. M. Sector Routing Protocol (SRP) in Ad-hoc Networks, Control Network and Complex Systems 5 (7), 1-4, 2015. Search in Google Scholar

Rajesh M, Gnanasekar J. M. Routing and Broadcast Development for Minimizing Transmission Interruption in Multi rate Wireless Mesh Networks using Directional Antennas, Innovative Systems Design and Engineering 6 (7), 30-42. Search in Google Scholar

eISSN:
1178-5608
Language:
English
Publication timeframe:
Volume Open
Journal Subjects:
Engineering, Introductions and Overviews, other