Performance Analysis of Log-Space Harmonic Potentials for Path Planning in Indoor Environment

In recent years, there has been an increasing interest in the study of path planning algorithms for autonomous robot systems. The current study aims to examine the simulation performance of path planning using the Successive Overrelaxation (SOR) method and the log-space Gauss-Seidel (LGS) method. Th...

Full description

Bibliographic Details
Published in:Journal of Advanced Research Design
Main Author: Tamsin N.W.D.; Sulaiman J.; Saudi A.; Sunarto A.
Format: Article
Language:English
Published: Penerbit Akademia Baru 2024
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85215583763&doi=10.37934%2fard.123.1.186197&partnerID=40&md5=a7ab31cda85eb85a7e9e26a1dadf86ce
id 2-s2.0-85215583763
spelling 2-s2.0-85215583763
Tamsin N.W.D.; Sulaiman J.; Saudi A.; Sunarto A.
Performance Analysis of Log-Space Harmonic Potentials for Path Planning in Indoor Environment
2024
Journal of Advanced Research Design
123
1
10.37934/ard.123.1.186197
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85215583763&doi=10.37934%2fard.123.1.186197&partnerID=40&md5=a7ab31cda85eb85a7e9e26a1dadf86ce
In recent years, there has been an increasing interest in the study of path planning algorithms for autonomous robot systems. The current study aims to examine the simulation performance of path planning using the Successive Overrelaxation (SOR) method and the log-space Gauss-Seidel (LGS) method. The simulation addresses the numerical solution of a boundary value problem for Laplace's equation, utilising Log-space mapping and adhering to Dirichlet boundary conditions within a closed region. The experiment done in both sparse and dense environments shows the benefits of the iterative methods. The paths generated by the SOR and LGS approach are compared using specific numerical examples in smooth trajectory planning. The comparative analysis suggests that the LGS iterative method effectively addresses the issue of achieving high precision in the numerical computation of the gradient of harmonic potentials for generating safe paths in dense environments with narrow corridors and difficult regions. The simulation results also indicate that the LGS employed in this study exhibits faster convergence. Although it has a slower execution time, it is successful in dense environments compared to the SOR method. © 2024, Penerbit Akademia Baru. All rights reserved.
Penerbit Akademia Baru
22897984
English
Article

author Tamsin N.W.D.; Sulaiman J.; Saudi A.; Sunarto A.
spellingShingle Tamsin N.W.D.; Sulaiman J.; Saudi A.; Sunarto A.
Performance Analysis of Log-Space Harmonic Potentials for Path Planning in Indoor Environment
author_facet Tamsin N.W.D.; Sulaiman J.; Saudi A.; Sunarto A.
author_sort Tamsin N.W.D.; Sulaiman J.; Saudi A.; Sunarto A.
title Performance Analysis of Log-Space Harmonic Potentials for Path Planning in Indoor Environment
title_short Performance Analysis of Log-Space Harmonic Potentials for Path Planning in Indoor Environment
title_full Performance Analysis of Log-Space Harmonic Potentials for Path Planning in Indoor Environment
title_fullStr Performance Analysis of Log-Space Harmonic Potentials for Path Planning in Indoor Environment
title_full_unstemmed Performance Analysis of Log-Space Harmonic Potentials for Path Planning in Indoor Environment
title_sort Performance Analysis of Log-Space Harmonic Potentials for Path Planning in Indoor Environment
publishDate 2024
container_title Journal of Advanced Research Design
container_volume 123
container_issue 1
doi_str_mv 10.37934/ard.123.1.186197
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85215583763&doi=10.37934%2fard.123.1.186197&partnerID=40&md5=a7ab31cda85eb85a7e9e26a1dadf86ce
description In recent years, there has been an increasing interest in the study of path planning algorithms for autonomous robot systems. The current study aims to examine the simulation performance of path planning using the Successive Overrelaxation (SOR) method and the log-space Gauss-Seidel (LGS) method. The simulation addresses the numerical solution of a boundary value problem for Laplace's equation, utilising Log-space mapping and adhering to Dirichlet boundary conditions within a closed region. The experiment done in both sparse and dense environments shows the benefits of the iterative methods. The paths generated by the SOR and LGS approach are compared using specific numerical examples in smooth trajectory planning. The comparative analysis suggests that the LGS iterative method effectively addresses the issue of achieving high precision in the numerical computation of the gradient of harmonic potentials for generating safe paths in dense environments with narrow corridors and difficult regions. The simulation results also indicate that the LGS employed in this study exhibits faster convergence. Although it has a slower execution time, it is successful in dense environments compared to the SOR method. © 2024, Penerbit Akademia Baru. All rights reserved.
publisher Penerbit Akademia Baru
issn 22897984
language English
format Article
accesstype
record_format scopus
collection Scopus
_version_ 1823296152962859008