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A Bidirectional Interpolation Method for Post-Processing in Sampling-Based Robot Path Planning

This paper proposes a post-processing method called bidirectional interpolation method for sampling-based path planning algorithms, such as rapidly-exploring random tree (RRT). The proposed algorithm applies interpolation to the path generated by the sampling-based path planning algorithm. In this s...

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Detalles Bibliográficos
Autores principales: Kang, Tae-Won, Kang, Jin-Gu, Jung, Jin-Woo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8587826/
https://www.ncbi.nlm.nih.gov/pubmed/34770732
http://dx.doi.org/10.3390/s21217425
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author Kang, Tae-Won
Kang, Jin-Gu
Jung, Jin-Woo
author_facet Kang, Tae-Won
Kang, Jin-Gu
Jung, Jin-Woo
author_sort Kang, Tae-Won
collection PubMed
description This paper proposes a post-processing method called bidirectional interpolation method for sampling-based path planning algorithms, such as rapidly-exploring random tree (RRT). The proposed algorithm applies interpolation to the path generated by the sampling-based path planning algorithm. In this study, the proposed algorithm is applied to the path created by RRT-connect and six environmental maps were used for the verification. It was visually and quantitatively confirmed that, in all maps, not only path lengths but also the piecewise linear shape were decreased compared to the path generated by RRT-connect. To check the proposed algorithm’s performance, visibility graph, RRT-connect algorithm, Triangular-RRT-connect algorithm and post triangular processing of midpoint interpolation (PTPMI) were compared in various environmental maps through simulation. Based on these experimental results, the proposed algorithm shows similar planning time but shorter path length than previous RRT-like algorithms as well as RRT-like algorithms with PTPMI having a similar number of samples.
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spelling pubmed-85878262021-11-13 A Bidirectional Interpolation Method for Post-Processing in Sampling-Based Robot Path Planning Kang, Tae-Won Kang, Jin-Gu Jung, Jin-Woo Sensors (Basel) Article This paper proposes a post-processing method called bidirectional interpolation method for sampling-based path planning algorithms, such as rapidly-exploring random tree (RRT). The proposed algorithm applies interpolation to the path generated by the sampling-based path planning algorithm. In this study, the proposed algorithm is applied to the path created by RRT-connect and six environmental maps were used for the verification. It was visually and quantitatively confirmed that, in all maps, not only path lengths but also the piecewise linear shape were decreased compared to the path generated by RRT-connect. To check the proposed algorithm’s performance, visibility graph, RRT-connect algorithm, Triangular-RRT-connect algorithm and post triangular processing of midpoint interpolation (PTPMI) were compared in various environmental maps through simulation. Based on these experimental results, the proposed algorithm shows similar planning time but shorter path length than previous RRT-like algorithms as well as RRT-like algorithms with PTPMI having a similar number of samples. MDPI 2021-11-08 /pmc/articles/PMC8587826/ /pubmed/34770732 http://dx.doi.org/10.3390/s21217425 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Kang, Tae-Won
Kang, Jin-Gu
Jung, Jin-Woo
A Bidirectional Interpolation Method for Post-Processing in Sampling-Based Robot Path Planning
title A Bidirectional Interpolation Method for Post-Processing in Sampling-Based Robot Path Planning
title_full A Bidirectional Interpolation Method for Post-Processing in Sampling-Based Robot Path Planning
title_fullStr A Bidirectional Interpolation Method for Post-Processing in Sampling-Based Robot Path Planning
title_full_unstemmed A Bidirectional Interpolation Method for Post-Processing in Sampling-Based Robot Path Planning
title_short A Bidirectional Interpolation Method for Post-Processing in Sampling-Based Robot Path Planning
title_sort bidirectional interpolation method for post-processing in sampling-based robot path planning
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8587826/
https://www.ncbi.nlm.nih.gov/pubmed/34770732
http://dx.doi.org/10.3390/s21217425
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