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A comparison of homotopic path planning algorithms for robotic applications
- Source :
- © Robotics and Autonomous Systems, 2015, vol. 64, p. 44-58, Articles publicats (D-ATC), DUGiDocs – Universitat de Girona, instname
- Publication Year :
- 2015
- Publisher :
- Elsevier, 2015.
-
Abstract
- This paper addresses the path planning problem for robotic applications using homotopy classes. These classes provide a topological description of how paths avoid obstacles, which is an added value to the path planning problem. Homotopy classes are generated and sorted according to a lower bound heuristic estimator using a method we developed. Then, the classes are used to constrain and guide path planning algorithms. Three different path planners are presented and compared: a graph-search algorithm called Homotopic A? (HA?), a probabilistic sample-based algorithm called Homotopic RRT (HRRT), and a bug-based algorithm called Homotopic Bug (HBug). Our method has been tested in simulation and in an underwater bathymetric map to compute the trajectory of an Autonomous Underwater Vehicle (AUV). A comparison with well-known path planning algorithms has also been included. Results show that our homotopic path planners improve the quality of the solutions of their respective non-homotopic versions with similar computation time while keeping the topological constraints. We present three path planners to generate solutions that follow homotopy classes.Homotopy classes provide an added value to the path planning problem.Our method generates paths with the topology of the optimal solution much faster.We show extensive results in synthetic scenarios and on a bathymetric map.
- Subjects :
- Mathematical optimization
Vehicles submergibles
Computer science
Heuristic
General Mathematics
Computation
Homotopy
Robots -- Motion
Homotopia, Teoria d'
Probabilistic logic
Any-angle path planning
Computer Science Applications
Computer Science::Robotics
Robots -- Moviment
Submersibles
Control and Systems Engineering
Homotopy theory
Path (graph theory)
Trajectory
Motion planning
Algorithm
Software
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- © Robotics and Autonomous Systems, 2015, vol. 64, p. 44-58, Articles publicats (D-ATC), DUGiDocs – Universitat de Girona, instname
- Accession number :
- edsair.doi.dedup.....a0c7c9586d53c975766a6f594f356a0b