A distributed method to avoid higher-order deadlocks in multi-robot systems
Deadlock avoidance is a crucial problem in motion control of multi-robot systems since deadlocks can crash the systems and ∕or degrade their performance. However, deadlocks sometimes are difficult to predict in advance because of the existence of higher-order deadlocks, from which a system can lead...
Saved in:
Main Authors: | , , , , |
---|---|
Other Authors: | |
Format: | Article |
Language: | English |
Published: |
2021
|
Subjects: | |
Online Access: | https://hdl.handle.net/10356/152099 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Nanyang Technological University |
Language: | English |
id |
sg-ntu-dr.10356-152099 |
---|---|
record_format |
dspace |
spelling |
sg-ntu-dr.10356-1520992021-09-09T05:13:26Z A distributed method to avoid higher-order deadlocks in multi-robot systems Zhou, Yuan Hu, Hesuan Liu, Yang Lin, Shang-Wei Ding, Zuohua School of Computer Science and Engineering Engineering::Computer science and engineering Autonomous Mobile Robots Deadlock Deadlock avoidance is a crucial problem in motion control of multi-robot systems since deadlocks can crash the systems and ∕or degrade their performance. However, deadlocks sometimes are difficult to predict in advance because of the existence of higher-order deadlocks, from which a system can lead to a deadlock inevitably. In this paper, we investigate the properties of higher-order deadlocks and propose a distributed approach to their avoidance in multi-robot systems where each robot has a predetermined and closed path to execute persistent motion. After modeling the motion of robots by labeled transition systems (LTSs), we first conclude that there exist at most the (N−3)-th order deadlocks with N robots. This means that deadlocks, if any, will occur unavoidably within N−3 steps of corresponding transitions. A distributed algorithm is then proposed to avoid deadlocks in such systems. In the algorithm, each robot only needs to look ahead at most N−1 states, i.e., N−3 intermediate states and two endpoint states, to decide whether its move can cause higher-order deadlocks. To execute the algorithm, each robot needs to communicate with its neighbors. The theoretical analysis and experimental study show that the proposed algorithm is practically operative. Ministry of Education (MOE) This work was supported by the Natural Science Foundation of China under Grant Nos. 61573265, 61203037, 51305321, 61751210, 61572441, and 61973242, Fundamental ResearchFunds for the Central Universities under Grant Nos. K7215581201, K5051304004, and K5051304021, New Century Excellent Talents in University under Grant No. NCET-12-0921, and Academic Research Fund Tier 2 by Ministry of Education in Singapore under Grant No. MOE2015-T2-2-049. 2021-09-09T05:13:26Z 2021-09-09T05:13:26Z 2019 Journal Article Zhou, Y., Hu, H., Liu, Y., Lin, S. & Ding, Z. (2019). A distributed method to avoid higher-order deadlocks in multi-robot systems. Automatica, 112, 108706-. https://dx.doi.org/10.1016/j.automatica.2019.108706 0005-1098 https://hdl.handle.net/10356/152099 10.1016/j.automatica.2019.108706 2-s2.0-85075577981 112 108706 en MOE2015-T2-2-049 Automatica © 2019 Elsevier Ltd. 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::Computer science and engineering Autonomous Mobile Robots Deadlock |
spellingShingle |
Engineering::Computer science and engineering Autonomous Mobile Robots Deadlock Zhou, Yuan Hu, Hesuan Liu, Yang Lin, Shang-Wei Ding, Zuohua A distributed method to avoid higher-order deadlocks in multi-robot systems |
description |
Deadlock avoidance is a crucial problem in motion control of multi-robot systems since deadlocks can crash the systems and ∕or degrade their performance. However, deadlocks sometimes are difficult to predict in advance because of the existence of higher-order deadlocks, from which a system can lead to a deadlock inevitably. In this paper, we investigate the properties of higher-order deadlocks and propose a distributed approach to their avoidance in multi-robot systems where each robot has a predetermined and closed path to execute persistent motion. After modeling the motion of robots by labeled transition systems (LTSs), we first conclude that there exist at most the (N−3)-th order deadlocks with N robots. This means that deadlocks, if any, will occur unavoidably within N−3 steps of corresponding transitions. A distributed algorithm is then proposed to avoid deadlocks in such systems. In the algorithm, each robot only needs to look ahead at most N−1 states, i.e., N−3 intermediate states and two endpoint states, to decide whether its move can cause higher-order deadlocks. To execute the algorithm, each robot needs to communicate with its neighbors. The theoretical analysis and experimental study show that the proposed algorithm is practically operative. |
author2 |
School of Computer Science and Engineering |
author_facet |
School of Computer Science and Engineering Zhou, Yuan Hu, Hesuan Liu, Yang Lin, Shang-Wei Ding, Zuohua |
format |
Article |
author |
Zhou, Yuan Hu, Hesuan Liu, Yang Lin, Shang-Wei Ding, Zuohua |
author_sort |
Zhou, Yuan |
title |
A distributed method to avoid higher-order deadlocks in multi-robot systems |
title_short |
A distributed method to avoid higher-order deadlocks in multi-robot systems |
title_full |
A distributed method to avoid higher-order deadlocks in multi-robot systems |
title_fullStr |
A distributed method to avoid higher-order deadlocks in multi-robot systems |
title_full_unstemmed |
A distributed method to avoid higher-order deadlocks in multi-robot systems |
title_sort |
distributed method to avoid higher-order deadlocks in multi-robot systems |
publishDate |
2021 |
url |
https://hdl.handle.net/10356/152099 |
_version_ |
1710686944593182720 |