Sensors (Apr 2017)

Autonomous Multi-Robot Search for a Hazardous Source in a Turbulent Environment

  • Branko Ristic,
  • Daniel Angley,
  • Bill Moran,
  • Jennifer L. Palmer

DOI
https://doi.org/10.3390/s17040918
Journal volume & issue
Vol. 17, no. 4
p. 918

Abstract

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Finding the source of an accidental or deliberate release of a toxic substance into the atmosphere is of great importance for national security. The paper presents a search algorithm for turbulent environments which falls into the class of cognitive (infotaxi) algorithms. Bayesian estimation of the source parameter vector is carried out using the Rao–Blackwell dimension-reduction method, while the robots are controlled autonomously to move in a scalable formation. Estimation and control are carried out in a centralised replicated fusion architecture assuming all-to-all communication. The paper presents a comprehensive numerical analysis of the proposed algorithm, including the search-time and displacement statistics.

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