FORMI: A Fast Holonomic Path Planning and Obstacle Representation Method Based on Interval Analysis

Pekka Mäenpää, Mohammad M. Aref, Jouni Mattila

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

3 Citations (Scopus)
16 Downloads (Pure)

Abstract

This paper presents a path planning approach for mobile robots in 2D spaces. The algorithm uses a quadtree decomposition where the discretization precision is improved until a path to the goal is found if one exists. The algorithm uses interval analysis-based methods to categorize the quadtree decomposition to occupied, free and partly occupied cells. The proposed algorithm is compared against other concurrent path planning algorithms, A on an ordinary quadtree, A for shortest path on a binary occupancy grid, and a Dijkstra's algorithm for lowest collision probability in a continuous-valued occupancy grid, in five different scenarios.Compared to the other methods, the main advantage of our method is achieving a compromise between driving distance, safety, and computation time. The proposed algorithm was found to require significantly fewer collision checks in all scenarios while providing sub-optimum results, based on the obstacle distance and path length criteria. The algorithm is suitable for further extension to include non-euclidean measures and for higher dimensions of configuration spaces. The proposed algorithm will be publicly available on GitHub repository.

Original languageEnglish
Title of host publicationProceedings of the IEEE 2019 9th International Conference on Cybernetics and Intelligent Systems and Robotics, Automation and Mechatronics, CIS and RAM 2019
PublisherIEEE
Pages398-403
Number of pages6
ISBN (Electronic)9781728134581
ISBN (Print)978-1-7281-3459-8
DOIs
Publication statusPublished - 1 Nov 2019
Publication typeA4 Article in conference proceedings
EventIEEE International Conference on Cybernetics and Intelligent Systems and Robotics, Automation and Mechatronics - Bangkok, Thailand
Duration: 18 Nov 201920 Nov 2019

Publication series

NameIEEE International Conference on Cybernetics and Intelligent Systems
ISSN (Print)2326-8123
ISSN (Electronic)2326-8239

Conference

ConferenceIEEE International Conference on Cybernetics and Intelligent Systems and Robotics, Automation and Mechatronics
Country/TerritoryThailand
CityBangkok
Period18/11/1920/11/19

Publication forum classification

  • Publication forum level 1

ASJC Scopus subject areas

  • Artificial Intelligence
  • Mechanical Engineering
  • Control and Optimization

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