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© 2020

Data-driven Detection and Diagnosis of Faults in Traction Systems of High-speed Trains

Book

Table of contents

  1. Front Matter
    Pages i-xiii
  2. Background and Basic Methods

    1. Front Matter
      Pages 1-1
    2. Hongtian Chen, Bin Jiang, Ningyun Lu, Wen Chen
      Pages 3-31
    3. Hongtian Chen, Bin Jiang, Ningyun Lu, Wen Chen
      Pages 33-41
    4. Hongtian Chen, Bin Jiang, Ningyun Lu, Wen Chen
      Pages 43-61
  3. Data-Driven Designs Focusing on Multivariate Analysis

    1. Front Matter
      Pages 63-63
    2. Hongtian Chen, Bin Jiang, Ningyun Lu, Wen Chen
      Pages 65-80
    3. Hongtian Chen, Bin Jiang, Ningyun Lu, Wen Chen
      Pages 81-98
    4. Hongtian Chen, Bin Jiang, Ningyun Lu, Wen Chen
      Pages 99-116
  4. Data-Driven Designs Focusing on Test Statistics

    1. Front Matter
      Pages 117-117
    2. Hongtian Chen, Bin Jiang, Ningyun Lu, Wen Chen
      Pages 119-135
    3. Hongtian Chen, Bin Jiang, Ningyun Lu, Wen Chen
      Pages 137-155
  5. Conclusions and Perspectives

    1. Front Matter
      Pages 157-157
    2. Hongtian Chen, Bin Jiang, Ningyun Lu, Wen Chen
      Pages 159-160

About this book

Introduction

This book addresses the needs of researchers and practitioners in the field of high-speed trains, especially those whose work involves safety and reliability issues in traction systems. It will appeal to researchers and graduate students at institutions of higher learning, research labs, and in the industrial R&D sector, catering to a readership from a broad range of disciplines including intelligent transportation, electrical engineering, mechanical engineering, chemical engineering, the biological sciences and engineering, economics, ecology, and the mathematical sciences. 


Keywords

Data-driven Methods Fault Detection and Diagnosis Traction Systems High-speed Trains Principal Component Analysis Fault Injection Test Statistics

Authors and affiliations

  1. 1.College of Automation EngineeringNanjing University of Aeronautics and AstronauticsNanjingChina
  2. 2.College of Automation EngineeringNanjing University of Aeronautics and AstronauticsNanjingChina
  3. 3.College of Automation EngineeringNanjing University of Aeronautics and AstronauticsNanjingChina
  4. 4.Division of Engineering TechnologyWayne State UniversityDetroitUSA

Bibliographic information

  • Book Title Data-driven Detection and Diagnosis of Faults in Traction Systems of High-speed Trains
  • Authors Hongtian Chen
    Bin Jiang
    Ningyun Lu
    Wen Chen
  • Series Title Lecture Notes in Intelligent Transportation and Infrastructure
  • Series Abbreviated Title Lecture Notes in Intelligent Transportation and Infrastructure
  • DOI https://doi.org/10.1007/978-3-030-46263-5
  • Copyright Information The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2020
  • Publisher Name Springer, Cham
  • eBook Packages Engineering Engineering (R0)
  • Hardcover ISBN 978-3-030-46262-8
  • Softcover ISBN 978-3-030-46265-9
  • eBook ISBN 978-3-030-46263-5
  • Series ISSN 2523-3440
  • Series E-ISSN 2523-3459
  • Edition Number 1
  • Number of Pages XIII, 160
  • Number of Illustrations 6 b/w illustrations, 47 illustrations in colour
  • Topics Transportation Technology and Traffic Engineering
    Control and Systems Theory
    Computational Intelligence
  • Buy this book on publisher's site
Industry Sectors
Aerospace
Automotive
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