Shankar, Sangeetha and Roth, Michael Helmut and Schubert, Lucas Andreas and 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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Abstract
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.
Item URL in elib: | https://elib.dlr.de/130641/ | |||||||||||||||
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Document Type: | Article | |||||||||||||||
Title: | Automatic Mapping of Center Line of Railway Tracks using Global Navigation Satellite System, Inertial Measurement Unit and Laser Scanner | |||||||||||||||
Authors: |
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Date: | 28 January 2020 | |||||||||||||||
Journal or Publication Title: | Remote Sensing | |||||||||||||||
Refereed publication: | Yes | |||||||||||||||
Open Access: | Yes | |||||||||||||||
Gold Open Access: | Yes | |||||||||||||||
In SCOPUS: | Yes | |||||||||||||||
In ISI Web of Science: | Yes | |||||||||||||||
DOI: | 10.3390/rs12030411 | |||||||||||||||
Publisher: | Multidisciplinary Digital Publishing Institute (MDPI) | |||||||||||||||
ISSN: | 2072-4292 | |||||||||||||||
Status: | Published | |||||||||||||||
Keywords: | railway tracks; automated mapping; Global Navigation Satellite System; Inertial Measurement Unit; laser scanner; Kalman filter | |||||||||||||||
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 | |||||||||||||||
Location: | Braunschweig | |||||||||||||||
Institutes and Institutions: | Institute of Transportation Systems Institute of Transportation Systems > Railway System | |||||||||||||||
Deposited By: | Shankar, Sangeetha | |||||||||||||||
Deposited On: | 10 Feb 2020 08:55 | |||||||||||||||
Last Modified: | 12 Jan 2021 13:06 |
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