A Survey on Automatic Inspections of Overhead Contact Lines by Computer Vision
- 15 October 2021
- journal article
- research article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Intelligent Transportation Systems
- Vol. 23 (8) , 10104-10125
Abstract
Automatic inspections of overhead contact lines (OCLs) are developed to implement anomaly detection during normal operation. It is an essential prerequisite for efficient maintenance of railway electrification system. This paper presents a comprehensive survey on the inspections of OCLs with an emphasis on computer vision technology, which has developed rapidly due to its ability to understand images. Our survey begins with a brief introduction on anomalies in OCL inspections and generic procedures of computer vision inspection for anomaly detection. Subsequently, for detecting deviations of parameters and defective components during OCL inspections, the existing techniques involving stereo vision and object vision, especially convolution neural networks are described in detail from two aspects: measurement of OCL parameters and identification of OCL conditions. Some interference factors in OCL inspection are analyzed. Actual cases of the inspections are also briefly shown. Challenges and suggestions for further research on OCL inspection are drawn toward the end of the paper.Keywords
Funding Information
- National Natural Science Foundation of China (52177115)
- National Key Research and Development Plan of China (2017YFB1201202)
This publication has 106 references indexed in Scilit:
- Anomaly detectionACM Computing Surveys, 2009
- State-of-The-Art and Applications of 3D Imaging Sensors in Industry, Cultural Heritage, Medicine, and Criminal InvestigationSensors, 2009
- Development of Contact-Loss Measuring System Using Ultraviolet Ray DetectionQuarterly Report of RTRI, 2009
- Development of method for assessing the current collection performance of the overhead conductor rail systems used in electric railwaysProceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit, 2008
- A new calibration model of camera lens distortionPattern Recognition, 2008
- Impact of overhead line irregularity on current collection and diagnostics based on the measurement of pantograph dynamicsProceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit, 2007
- Hough transform and thermo-vision for monitoring pantograph-catenary systemProceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit, 2006
- Wavelet multiresolution analysis for monitoring the occurrence of arcing on overhead electrified railwaysProceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit, 2003
- MEDES: Contact wire wear measuring system used by the Spanish National Railway (RENFE)Proceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit, 2003
- Phototube sensor for monitoring the quality of current collection on overhead electrified railwaysProceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit, 2001