Multi-Autonomous Mobile Robot Traffic Management Based on Layered Costmaps and a Modified Dijkstra's Algorithm

Simon Mouritsen Langbak*, Casper Schou, Karl Damkjær Hansen

*Corresponding author for this work

Research output: Contribution to journalConference article in JournalResearchpeer-review

2 Citations (Scopus)
8 Downloads (Pure)

Abstract

In recent times, the use of autonomous mobile robots (AMRs) has increased in many industries. As more AMRs roam the same area, traffic management becomes essential to prevent congestion and deadlocks. In related work, traffic management is often achieved using sophisticated, centralised planning approaches, albeit this often suffers from scalability issues. This paper therefore explores an approach where multi-AMR traffic management is achieved with layered costmaps and a modified Dijkstra's algorithm. This keeps the global path planner in the individual AMRs, thus not suffering scalability issues. To achieve multi-AMR coordination, traffic lanes and restricted areas are added to the AMRs' global costmaps. Furthermore, the AMRs also use a modified Dijkstra's algorithm that supports implmentation of traffic directions. A proof-of-concept solution is implemented in Robot Operating System 2 with Nav2 and Gazebo. The implemented solution was tested against a standard solution without any traffic management in three scenarios designed to provoke collisions. The results indicate that the implemented solution can prevent a set of collisions better than one without traffic management.

Original languageEnglish
JournalProcedia Computer Science
Volume232
Pages (from-to)53-63
Number of pages11
ISSN1877-0509
DOIs
Publication statusPublished - 2024
Event5th International Conference on Industry 4.0 and Smart Manufacturing, ISM 2023 - Lisbon, Portugal
Duration: 22 Nov 202324 Nov 2023

Conference

Conference5th International Conference on Industry 4.0 and Smart Manufacturing, ISM 2023
Country/TerritoryPortugal
CityLisbon
Period22/11/202324/11/2023

Bibliographical note

Publisher Copyright:
© 2024 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (https://creativecommons.org/licenses/by-nc-nd/4.0)

Keywords

  • Directed AMR Lanes
  • Layered Costmaps
  • Multi-AMR Coordination
  • Traffic Management

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