Data-driven detection and diagnosis of faults in traction systems of high-speed trains

• 作者： Chen, Hongtian, author.
• 其他作者：
  • Jiang, Bin, author.
  • Lu, Ningyun, author.
  • Chen, Wen, author.
  • SpringerLink (Online service)
• 其他題名：
  • Lecture notes in intelligent transportation and infrastructure.
• 出版： Cham : Springer International Publishing :Imprint: Springer
• 叢書名： Lecture notes in intelligent transportation and infrastructure,
• 主題： High speed trains. , Fault location (Engineering) , Transportation Technology and Traffic Engineering. , Control and Systems Theory. , Computational Intelligence.
• ISBN： 9783030462635 (electronic bk.) 、 9783030462628 (paper)
• FIND@SFXID: CGU
• 資料類型: 電子書
• 內容註: Introduction -- Traction Systems and Experimental Platforms -- Basics of Data-driven FDD Methods -- Multi-mode PCA-based FDD Methods -- Probability-relevant PCA-based FDD Methods -- Deep PCA-based FDD Methods -- PCA and Kull back-Leibler Divergence-based FDD Methods -- PCA and Hellinger Distance-based FDD Methods -- Conclusions and Further Work.
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• 摘要註: 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.
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