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Deep Learning-Based Detection of Catenary Support Component Defect and Fault in High-Speed Railways

This book focuses on the deep learning technologies and their applications in the catenary detection of high-speed railways. As the only source of power for high-speed trains, the catenary's service performance directly affects the safe operation of high-speed railways. This book systematically...

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Bibliographic Details
Main Authors: Liu, Zhigang, Liu, Wenqiang (Author), Zhong, Junping (Author)
Format: eBook
Language:English
Published: Singapore Springer Nature Singapore 2023, 2023
Edition:1st ed. 2023
Series:Advances in High-speed Rail Technology
Subjects:
Transportation Engineering
Machine Learning
Data Analysis And Big Data
Traffic Engineering
Artificial Intelligence
Quantitative Research
Railroad Engineering
Signal, Speech And Image Processing
Transportation Technology And Traffic Engineering
Signal Processing
Rail Vehicles
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
Table of Contents:
  • Overview of Catenary Detection of Electrified Railways
  • Advance of Deep Learning
  • Catenary Support Components and their Characteristics in High-speed Railways
  • Preprocessing of Catenary Support Components’ Images
  • Positioning of Catenary Support Components
  • Detection of Catenary Support Component Defect and Fault
  • Detection of The parameters of Catenary Support Devices based on 3D Point Clouds

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