Robotic path planning using rapidly-exploring random trees

This study concerns the implementation of Rapidly-Exploring Random Trees (RRTs) algorithm for an autonomous robot path planning. RRTs possesses a number of advantages such as relatively simple, suitable for finding a path for a robot with dynamic and physical constraints, the expansion of RRT is...

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Main Author: Sherwani, Fahad
Format: Thesis
Language:English
English
Published: 2013
Subjects:
Online Access:http://eprints.uthm.edu.my/1898/
Abstract Abstract here
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author Sherwani, Fahad
author_facet Sherwani, Fahad
author_sort Sherwani, Fahad
description This study concerns the implementation of Rapidly-Exploring Random Trees (RRTs) algorithm for an autonomous robot path planning. RRTs possesses a number of advantages such as relatively simple, suitable for finding a path for a robot with dynamic and physical constraints, the expansion of RRT is heavily biased toward unexplored areas of search space and the number of edges is minimal. However, the planned path by using basic RRT structure might not always be optimal in terms of path length. Therefore, a path pruning method has been proposed to address this issue and improve the overall performance of the RRTs. Through simulations, the path pruning method has been proven to reduce paths lengths while preserving the aforementioned advantages of RRTs. A Graphical User Interface (GUI) has also been developed to demonstrate the RRTs technique in planning a path for an autonomous robot. The GUI package is designed to be interactive and user�friendly even for the users with minimal or no guidance and practice.
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spelling uthm-18982021-10-12T04:31:40Z http://eprints.uthm.edu.my/1898/ Robotic path planning using rapidly-exploring random trees Sherwani, Fahad TJ Mechanical engineering and machinery TJ210.2-211.47 Mechanical devices and figures. Automata. Ingenious mechanisms. Robots (General) This study concerns the implementation of Rapidly-Exploring Random Trees (RRTs) algorithm for an autonomous robot path planning. RRTs possesses a number of advantages such as relatively simple, suitable for finding a path for a robot with dynamic and physical constraints, the expansion of RRT is heavily biased toward unexplored areas of search space and the number of edges is minimal. However, the planned path by using basic RRT structure might not always be optimal in terms of path length. Therefore, a path pruning method has been proposed to address this issue and improve the overall performance of the RRTs. Through simulations, the path pruning method has been proven to reduce paths lengths while preserving the aforementioned advantages of RRTs. A Graphical User Interface (GUI) has also been developed to demonstrate the RRTs technique in planning a path for an autonomous robot. The GUI package is designed to be interactive and user�friendly even for the users with minimal or no guidance and practice. 2013-01 Thesis NonPeerReviewed text en http://eprints.uthm.edu.my/1898/1/24p%20FAHAD%20SHERWANI.pdf text en http://eprints.uthm.edu.my/1898/2/FAHAD%20SHERWANI%20WATERMARK.pdf Sherwani, Fahad (2013) Robotic path planning using rapidly-exploring random trees. Masters thesis, Universiti Tun Hussein Onn Malaysia.
spellingShingle TJ Mechanical engineering and machinery
TJ210.2-211.47 Mechanical devices and figures. Automata. Ingenious mechanisms. Robots (General)
Sherwani, Fahad
Robotic path planning using rapidly-exploring random trees
thesis_level Master
title Robotic path planning using rapidly-exploring random trees
title_full Robotic path planning using rapidly-exploring random trees
title_fullStr Robotic path planning using rapidly-exploring random trees
title_full_unstemmed Robotic path planning using rapidly-exploring random trees
title_short Robotic path planning using rapidly-exploring random trees
title_sort robotic path planning using rapidly exploring random trees
topic TJ Mechanical engineering and machinery
TJ210.2-211.47 Mechanical devices and figures. Automata. Ingenious mechanisms. Robots (General)
url http://eprints.uthm.edu.my/1898/
work_keys_str_mv AT sherwanifahad roboticpathplanningusingrapidlyexploringrandomtrees