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An unsupervised machine learning approach to extract wheel and track health status indicators from train-borne accelerometer data

Baasch, Benjamin and Roth, Michael Helmut and Schulz, Sebastian and Groos, Jörn Christoffer (2020) An unsupervised machine learning approach to extract wheel and track health status indicators from train-borne accelerometer data. In: 30th European Safety and Reliability Conference, ESREL 2020 and 15th Probabilistic Safety Assessment and Management Conference, PSAM15 2020. ESREL2020 PSAM15, 01. – 05. Nov. 2020, Venedig, Italien. doi: 10.3850/978-981-14-8593-0_3898-cd. ISBN 978-981148593-0.

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Official URL: https://www.rpsonline.com.sg/proceedings/esrel2020/html/3898.xml


Item URL in elib:https://elib.dlr.de/134005/
Document Type:Conference or Workshop Item (Speech)
Title:An unsupervised machine learning approach to extract wheel and track health status indicators from train-borne accelerometer data
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Baasch, BenjaminUNSPECIFIEDhttps://orcid.org/0000-0003-1970-3964UNSPECIFIED
Roth, Michael HelmutUNSPECIFIEDhttps://orcid.org/0000-0002-4812-346XUNSPECIFIED
Schulz, SebastianUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Groos, Jörn ChristofferUNSPECIFIEDhttps://orcid.org/0000-0003-3871-0756UNSPECIFIED
Date:November 2020
Journal or Publication Title:30th European Safety and Reliability Conference, ESREL 2020 and 15th Probabilistic Safety Assessment and Management Conference, PSAM15 2020
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:Yes
In ISI Web of Science:No
DOI:10.3850/978-981-14-8593-0_3898-cd
ISBN:978-981148593-0
Status:Published
Keywords:Machine Learning, Dimensionality Reduction, Blind Signal Separation, Condition Monitoring, Condition-Based Maintenance, Axle-Box Acceleration
Event Title:ESREL2020 PSAM15
Event Location:Venedig, Italien
Event Type:international Conference
Event Dates:01. – 05. Nov. 2020
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Transport
HGF - Program Themes:Rail Transport
DLR - Research area:Transport
DLR - Program:V SC Schienenverkehr
DLR - Research theme (Project):V - Digitalisierung und Automatisierung des Bahnsystems (old)
Location: Berlin-Adlershof , Braunschweig
Institutes and Institutions:Institute of Transportation Systems
Institute of Transportation Systems > Data Management and Knowledge Discovery
Deposited By: Baasch, Dr. Benjamin
Deposited On:16 Nov 2020 10:23
Last Modified:18 Jul 2023 12:40

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