Formation tracking of mobile robots under obstacles using only an active RGB-D camera

This article attempts to achieve leader-follower formation tracking for mobile robots under obstacles with only one RGB-D camera on the follower. In contrast, most existing research employs at least two sensors, including a camera and a LiDAR. However, the limited field of view of RGB-D cameras intr...

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Main Authors: Guan, Renhe, Hu, Guoqiang
Other Authors: School of Electrical and Electronic Engineering
Format: Article
Language:English
Published: 2023
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Online Access:https://hdl.handle.net/10356/172327
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1723272023-12-06T05:06:16Z Formation tracking of mobile robots under obstacles using only an active RGB-D camera Guan, Renhe Hu, Guoqiang School of Electrical and Electronic Engineering Engineering::Electrical and electronic engineering Active Camera Obstacle Avoidance This article attempts to achieve leader-follower formation tracking for mobile robots under obstacles with only one RGB-D camera on the follower. In contrast, most existing research employs at least two sensors, including a camera and a LiDAR. However, the limited field of view of RGB-D cameras introduces three significant challenges: 1) intermittent observation of the leader, 2) partial detection of obstacles, and 3) conflicting observations of the leader and obstacles. To overcome these difficulties, we first propose a controller that enables the follower to achieve continuous observation and formation tracking of the leader without obstacles and depth images. To address the partial detection of obstacles, we design a rotating device that allows the camera to actively extend its observation range and resolve conflicts with leader detection. Based on camera feedback and the proposed controller, a multiobjective controller is presented that enables the follower to achieve formation tracking and obstacle avoidance simultaneously, without requiring communication or leader velocity. Simulations and experiments are conducted to demonstrate the feasibility of our methods. Ministry of Education (MOE) National Research Foundation (NRF) This work was supported in part by the National Research Foundation, Singapore under its Medium Sized Center for Advanced Robotics Technology Innovation and in part by the Singapore Ministry of Education Academic Research Fund Tier 1 under Grant RG180/17(2017-T1-002-158). 2023-12-06T05:06:16Z 2023-12-06T05:06:16Z 2024 Journal Article Guan, R. & Hu, G. (2024). Formation tracking of mobile robots under obstacles using only an active RGB-D camera. IEEE Transactions On Industrial Electronics, 71(4), 4049-4058. https://dx.doi.org/10.1109/TIE.2023.3279566 0278-0046 https://hdl.handle.net/10356/172327 10.1109/TIE.2023.3279566 2-s2.0-85161062887 4 71 4049 4058 en RG180/17(2017-T1-002-158) IEEE Transactions on Industrial Electronics © 2023 IEEE. All rights reserved.
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
Active Camera
Obstacle Avoidance
spellingShingle Engineering::Electrical and electronic engineering
Active Camera
Obstacle Avoidance
Guan, Renhe
Hu, Guoqiang
Formation tracking of mobile robots under obstacles using only an active RGB-D camera
description This article attempts to achieve leader-follower formation tracking for mobile robots under obstacles with only one RGB-D camera on the follower. In contrast, most existing research employs at least two sensors, including a camera and a LiDAR. However, the limited field of view of RGB-D cameras introduces three significant challenges: 1) intermittent observation of the leader, 2) partial detection of obstacles, and 3) conflicting observations of the leader and obstacles. To overcome these difficulties, we first propose a controller that enables the follower to achieve continuous observation and formation tracking of the leader without obstacles and depth images. To address the partial detection of obstacles, we design a rotating device that allows the camera to actively extend its observation range and resolve conflicts with leader detection. Based on camera feedback and the proposed controller, a multiobjective controller is presented that enables the follower to achieve formation tracking and obstacle avoidance simultaneously, without requiring communication or leader velocity. Simulations and experiments are conducted to demonstrate the feasibility of our methods.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Guan, Renhe
Hu, Guoqiang
format Article
author Guan, Renhe
Hu, Guoqiang
author_sort Guan, Renhe
title Formation tracking of mobile robots under obstacles using only an active RGB-D camera
title_short Formation tracking of mobile robots under obstacles using only an active RGB-D camera
title_full Formation tracking of mobile robots under obstacles using only an active RGB-D camera
title_fullStr Formation tracking of mobile robots under obstacles using only an active RGB-D camera
title_full_unstemmed Formation tracking of mobile robots under obstacles using only an active RGB-D camera
title_sort formation tracking of mobile robots under obstacles using only an active rgb-d camera
publishDate 2023
url https://hdl.handle.net/10356/172327
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