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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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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. |
format | Online Article Text |
id | pubmed-8587826 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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