02902oam 22005295 450 991039274050332120231127203444.03-030-46263-310.1007/978-3-030-46263-5(OCoLC)1153088583(CKB)4100000011208415(MiAaPQ)EBC6183866(DE-He213)978-3-030-46263-5(PPN)243762941(EXLCZ)99410000001120841520200425d2020 uy 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierData-driven detection and diagnosis of faults in traction systems of high-speed trains /Hongtian Chen, Bin Jiang, Ningyun Lu, Wen Chen1st ed. 2020.Cham :Springer International Publishing :Imprint: Springer,2020.1 online resource (xiii, 160 pages) illustrationsLecture Notes in Intelligent Transportation and Infrastructure,2523-34403-030-46262-5 Includes bibliographical references.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.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.Lecture Notes in Intelligent Transportation and Infrastructure,2523-3440Fault location (Engineering)High speed trainsFault location (Engineering)High speed trains.385.22Chen Hongtianauthttp://id.loc.gov/vocabulary/relators/aut1063057Jiang Bin1966-authttp://id.loc.gov/vocabulary/relators/autLu Ningyunauthttp://id.loc.gov/vocabulary/relators/autChen Wenauthttp://id.loc.gov/vocabulary/relators/autMiAaPQMiAaPQMiAaPQBOOK9910392740503321Data-driven Detection and Diagnosis of Faults in Traction Systems of High-speed Trains2529882UNINA