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Automatic Mapping of Center Line of Railway Tracks using Global Navigation Satellite System, Inertial Measurement Unit and Laser Scanner

Shankar, Sangeetha und Roth, Michael Helmut und Schubert, Lucas Andreas und Verstegen, Judith Anne (2020) Automatic Mapping of Center Line of Railway Tracks using Global Navigation Satellite System, Inertial Measurement Unit and Laser Scanner. Remote Sensing. Multidisciplinary Digital Publishing Institute (MDPI). doi: 10.3390/rs12030411. ISSN 2072-4292.

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Kurzfassung

Up-to-date geodatasets on railway infrastructure are valuable resources for the field of transportation. This paper investigates three methods for mapping the center lines of railway tracks using heterogeneous sensor data: (i) conditional selection of satellite navigation (GNSS) data, (ii) a combination of inertial measurements (IMU data) and GNSS data in a Kalman filtering and smoothing framework and (iii) extraction of center lines from laser scanner data. Several combinations of the methods are compared with a focus on mapping in tree-covered areas. The center lines of the railway tracks are extracted by applying these methods to a test dataset collected by a road-rail vehicle. The guard rails in the test area were also extracted during the center line detection process. The combination of methods (i) and (ii) gave the best result for the track on which the measurement vehicle had moved, mapping almost 100% of the track. The combination of methods (ii) and (iii) and the combination of all three methods gave the best result for the other parallel tracks, mapping between 25% and 80%. The mean perpendicular distance of the mapped center lines from the reference data was 1.49 meters.

elib-URL des Eintrags:https://elib.dlr.de/130641/
Dokumentart:Zeitschriftenbeitrag
Titel:Automatic Mapping of Center Line of Railway Tracks using Global Navigation Satellite System, Inertial Measurement Unit and Laser Scanner
Autoren:
AutorenInstitution oder E-Mail-AdresseAutoren-ORCID-iDORCID Put Code
Shankar, SangeethaSangeetha.Shankar (at) dlr.dehttps://orcid.org/0000-0003-0387-7740136192291
Roth, Michael HelmutM.Roth (at) dlr.dehttps://orcid.org/0000-0002-4812-346XNICHT SPEZIFIZIERT
Schubert, Lucas AndreasLucas.Schubert (at) dlr.dehttps://orcid.org/0000-0002-5516-5326NICHT SPEZIFIZIERT
Verstegen, Judith Annej.a.verstegen (at) uni-muenster.dehttps://orcid.org/0000-0002-9082-4323NICHT SPEZIFIZIERT
Datum:28 Januar 2020
Erschienen in:Remote Sensing
Referierte Publikation:Ja
Open Access:Ja
Gold Open Access:Ja
In SCOPUS:Ja
In ISI Web of Science:Ja
DOI:10.3390/rs12030411
Verlag:Multidisciplinary Digital Publishing Institute (MDPI)
ISSN:2072-4292
Status:veröffentlicht
Stichwörter:railway tracks; automated mapping; Global Navigation Satellite System; Inertial Measurement Unit; laser scanner; Kalman filter
HGF - Forschungsbereich:Luftfahrt, Raumfahrt und Verkehr
HGF - Programm:Verkehr
HGF - Programmthema:Schienenverkehr
DLR - Schwerpunkt:Verkehr
DLR - Forschungsgebiet:V SC Schienenverkehr
DLR - Teilgebiet (Projekt, Vorhaben):V - Digitalisierung und Automatisierung des Bahnsystems (alt)
Standort: Braunschweig
Institute & Einrichtungen:Institut für Verkehrssystemtechnik
Institut für Verkehrssystemtechnik > Bahnsysteme
Hinterlegt von: Shankar, Sangeetha
Hinterlegt am:10 Feb 2020 08:55
Letzte Änderung:25 Okt 2023 08:28

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