Hierarchical motion planning of differential-drive mobile robots in changing environments

To operate in changing environments, AGV should have the capability to plan safe and smooth trajectories to follow. Map-based motion planning has been investigated extensively with a large number of approaches developed. However, in unknown environments, map information generally cannot be update...

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Main Author: Wang, Haoyi
Other Authors: Wang Dan Wei
Format: Thesis-Master by Coursework
Language:English
Published: Nanyang Technological University 2023
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Online Access:https://hdl.handle.net/10356/165294
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1652942023-07-04T16:14:46Z Hierarchical motion planning of differential-drive mobile robots in changing environments Wang, Haoyi Wang Dan Wei School of Electrical and Electronic Engineering EDWWANG@ntu.edu.sg Engineering::Electrical and electronic engineering To operate in changing environments, AGV should have the capability to plan safe and smooth trajectories to follow. Map-based motion planning has been investigated extensively with a large number of approaches developed. However, in unknown environments, map information generally cannot be updated in real-time. In this case, a collision may happen due to outdated obstacle information. To address this challenge, a hierarchical motion planning approach is proposed in this dissertation. Firstly, the global planner is updating the global path at an assigned frequency, on the basis of the current map. Secondly, the local planner will plan an obstacle-free local path based on the global plan, the map, and the sensor’s information. The modified approaches have been validated in Gazebo simulations and real experiments. Master of Science (Computer Control and Automation) 2023-03-23T03:20:36Z 2023-03-23T03:20:36Z 2023 Thesis-Master by Coursework Wang, H. (2023). Hierarchical motion planning of differential-drive mobile robots in changing environments. Master's thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/165294 https://hdl.handle.net/10356/165294 en application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Electrical and electronic engineering
spellingShingle Engineering::Electrical and electronic engineering
Wang, Haoyi
Hierarchical motion planning of differential-drive mobile robots in changing environments
description To operate in changing environments, AGV should have the capability to plan safe and smooth trajectories to follow. Map-based motion planning has been investigated extensively with a large number of approaches developed. However, in unknown environments, map information generally cannot be updated in real-time. In this case, a collision may happen due to outdated obstacle information. To address this challenge, a hierarchical motion planning approach is proposed in this dissertation. Firstly, the global planner is updating the global path at an assigned frequency, on the basis of the current map. Secondly, the local planner will plan an obstacle-free local path based on the global plan, the map, and the sensor’s information. The modified approaches have been validated in Gazebo simulations and real experiments.
author2 Wang Dan Wei
author_facet Wang Dan Wei
Wang, Haoyi
format Thesis-Master by Coursework
author Wang, Haoyi
author_sort Wang, Haoyi
title Hierarchical motion planning of differential-drive mobile robots in changing environments
title_short Hierarchical motion planning of differential-drive mobile robots in changing environments
title_full Hierarchical motion planning of differential-drive mobile robots in changing environments
title_fullStr Hierarchical motion planning of differential-drive mobile robots in changing environments
title_full_unstemmed Hierarchical motion planning of differential-drive mobile robots in changing environments
title_sort hierarchical motion planning of differential-drive mobile robots in changing environments
publisher Nanyang Technological University
publishDate 2023
url https://hdl.handle.net/10356/165294
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