A Discrete Model of Collective Marching on Rings

Michael Amir, Noa Agmon, Alfred M. Bruckstein

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

We study the collective motion of autonomous mobile agents on a ringlike environment. The agents’ dynamics is inspired by known laboratory experiments on the dynamics of locust swarms. In these experiments, locusts placed at arbitrary locations and initial orientations on a ring-shaped arena are observed to eventually all march in the same direction. In this work we ask whether, and how fast, a similar phenomenon occurs in a stochastic swarm of simple agents whose goal is to maintain the same direction of motion for as long as possible. The agents are randomly initiated as marching either clockwise or counterclockwise on a wide ring-shaped region, which we model as k “narrow” concentric tracks on a cylinder. Collisions cause agents to change their direction of motion. To avoid this, agents may decide to switch tracks so as to merge with platoons of agents marching in their direction. We prove that such agents must eventually converge to a local consensus about their direction of motion–all agents on each narrow track must eventually march in the same direction. We give asymptotic bounds for the expected amount of time it takes for such convergence or “stabilization” to occur, which depends on the number of agents, the length of the tracks, and the number of tracks. We show that when agents also have a small probability of “erratic”, random track-jumping behaviour, a global consensus on the direction of motion across all tracks must eventually occur. Finally, we verify our theoretical findings in numerical simulations.

Original languageEnglish
Title of host publicationDistributed Autonomous Robotic Systems - 15th International Symposium, 2022
EditorsFumitoshi Matsuno, Shun-ichi Azuma, Masahito Yamamoto
PublisherSpringer Nature
Pages320-334
Number of pages15
ISBN (Print)9783030927899
DOIs
StatePublished - 2022
Event15th International Symposium on Distributed Autonomous Robotic Systems, DARS 2021 and 4th International Symposium on Swarm Behavior and Bio-Inspired Robotics, SWARM 2021 - Virtual Online
Duration: 1 Jun 20214 Jun 2021

Publication series

NameSpringer Proceedings in Advanced Robotics
Volume22 SPAR

Conference

Conference15th International Symposium on Distributed Autonomous Robotic Systems, DARS 2021 and 4th International Symposium on Swarm Behavior and Bio-Inspired Robotics, SWARM 2021
CityVirtual Online
Period1/06/214/06/21

Keywords

  • Collective motion
  • Mobile robots
  • Natural algorithms
  • Swarms

All Science Journal Classification (ASJC) codes

  • Control and Systems Engineering
  • Electrical and Electronic Engineering
  • Mechanical Engineering
  • Engineering (miscellaneous)
  • Artificial Intelligence
  • Computer Science Applications
  • Applied Mathematics

Fingerprint

Dive into the research topics of 'A Discrete Model of Collective Marching on Rings'. Together they form a unique fingerprint.

Cite this