Topological Path Planning in GPS Trajectory Data

This paper proposes a novel solution to the problem of computing a set of topologically inequivalent paths between two points in a space given a set of samples drawn from that space. Specifically, these paths are homotopy inequivalent where homotopy is a topological equivalence relation. This is ach...

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Main Author: Padraig Corcoran
Format: Article
Language:English
Published: MDPI AG 2016-12-01
Series:Sensors
Subjects:
Online Access:http://www.mdpi.com/1424-8220/16/12/2203
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author Padraig Corcoran
author_facet Padraig Corcoran
author_sort Padraig Corcoran
collection DOAJ
description This paper proposes a novel solution to the problem of computing a set of topologically inequivalent paths between two points in a space given a set of samples drawn from that space. Specifically, these paths are homotopy inequivalent where homotopy is a topological equivalence relation. This is achieved by computing a basis for the group of homology inequivalent loops in the space. An additional distinct element is then computed where this element corresponds to a loop which passes through the points in question. The set of paths is subsequently obtained by taking the orbit of this element acted on by the group of homology inequivalent loops. Using a number of spaces, including a street network where the samples are GPS trajectories, the proposed method is demonstrated to accurately compute a set of homotopy inequivalent paths. The applications of this method include path and coverage planning.
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spelling doaj.art-e5368f99048a40eba826a28fd6a5d4892022-12-22T02:18:50ZengMDPI AGSensors1424-82202016-12-011612220310.3390/s16122203s16122203Topological Path Planning in GPS Trajectory DataPadraig Corcoran0School of Computer Science & Informatics, Cardiff University, Queen’s Buildings, 5 The Parade, Roath, Cardiff CF24 3AA, UKThis paper proposes a novel solution to the problem of computing a set of topologically inequivalent paths between two points in a space given a set of samples drawn from that space. Specifically, these paths are homotopy inequivalent where homotopy is a topological equivalence relation. This is achieved by computing a basis for the group of homology inequivalent loops in the space. An additional distinct element is then computed where this element corresponds to a loop which passes through the points in question. The set of paths is subsequently obtained by taking the orbit of this element acted on by the group of homology inequivalent loops. Using a number of spaces, including a street network where the samples are GPS trajectories, the proposed method is demonstrated to accurately compute a set of homotopy inequivalent paths. The applications of this method include path and coverage planning.http://www.mdpi.com/1424-8220/16/12/2203path planningGPS trajectorytopology
spellingShingle Padraig Corcoran
Topological Path Planning in GPS Trajectory Data
Sensors
path planning
GPS trajectory
topology
title Topological Path Planning in GPS Trajectory Data
title_full Topological Path Planning in GPS Trajectory Data
title_fullStr Topological Path Planning in GPS Trajectory Data
title_full_unstemmed Topological Path Planning in GPS Trajectory Data
title_short Topological Path Planning in GPS Trajectory Data
title_sort topological path planning in gps trajectory data
topic path planning
GPS trajectory
topology
url http://www.mdpi.com/1424-8220/16/12/2203
work_keys_str_mv AT padraigcorcoran topologicalpathplanningingpstrajectorydata