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

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 combina...

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Main Authors: Sangeetha Shankar, Michael Roth, Lucas Andreas Schubert, Judith Anne Verstegen
Format: Article
Language:English
Published: MDPI AG 2020-01-01
Series:Remote Sensing
Subjects:
Online Access:https://www.mdpi.com/2072-4292/12/3/411
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spelling doaj-b0f1a809289d447b8249185ae8cbeac82020-11-25T01:27:38ZengMDPI AGRemote Sensing2072-42922020-01-0112341110.3390/rs12030411rs12030411Automatic Mapping of Center Line of Railway Tracks using Global Navigation Satellite System, Inertial Measurement Unit and Laser ScannerSangeetha Shankar0Michael Roth1Lucas Andreas Schubert2Judith Anne Verstegen3Institute of Transportation Systems, German Aerospace Center (DLR), 38108 Braunschweig, GermanyInstitute of Transportation Systems, German Aerospace Center (DLR), 38108 Braunschweig, GermanyInstitute of Transportation Systems, German Aerospace Center (DLR), 38108 Braunschweig, GermanyInstitute for Geoinformatics, University of Münster, 48149 Münster, GermanyUp-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.https://www.mdpi.com/2072-4292/12/3/411railway tracksautomated mappingglobal navigation satellite systeminertial measurement unitlaser scannerkalman filter
collection DOAJ
language English
format Article
sources DOAJ
author Sangeetha Shankar
Michael Roth
Lucas Andreas Schubert
Judith Anne Verstegen
spellingShingle Sangeetha Shankar
Michael Roth
Lucas Andreas Schubert
Judith Anne Verstegen
Automatic Mapping of Center Line of Railway Tracks using Global Navigation Satellite System, Inertial Measurement Unit and Laser Scanner
Remote Sensing
railway tracks
automated mapping
global navigation satellite system
inertial measurement unit
laser scanner
kalman filter
author_facet Sangeetha Shankar
Michael Roth
Lucas Andreas Schubert
Judith Anne Verstegen
author_sort Sangeetha Shankar
title Automatic Mapping of Center Line of Railway Tracks using Global Navigation Satellite System, Inertial Measurement Unit and Laser Scanner
title_short Automatic Mapping of Center Line of Railway Tracks using Global Navigation Satellite System, Inertial Measurement Unit and Laser Scanner
title_full Automatic Mapping of Center Line of Railway Tracks using Global Navigation Satellite System, Inertial Measurement Unit and Laser Scanner
title_fullStr Automatic Mapping of Center Line of Railway Tracks using Global Navigation Satellite System, Inertial Measurement Unit and Laser Scanner
title_full_unstemmed Automatic Mapping of Center Line of Railway Tracks using Global Navigation Satellite System, Inertial Measurement Unit and Laser Scanner
title_sort automatic mapping of center line of railway tracks using global navigation satellite system, inertial measurement unit and laser scanner
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2020-01-01
description 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.
topic railway tracks
automated mapping
global navigation satellite system
inertial measurement unit
laser scanner
kalman filter
url https://www.mdpi.com/2072-4292/12/3/411
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AT lucasandreasschubert automaticmappingofcenterlineofrailwaytracksusingglobalnavigationsatellitesysteminertialmeasurementunitandlaserscanner
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