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Autonomous Multi-Robot Search for a Hazardous Source in a Turbulent Environment
Branko Ristic1, Daniel Angley2, Bill Moran3
1School of Engineering, RMIT University, Melbourne, VIC 3000, Australia. branko.ristic@rmit.edu.au.
Sensors (Basel, Switzerland)
|April 22, 2017
Summary
This study introduces a novel search algorithm for locating toxic substance releases in turbulent environments. The algorithm enhances national security by efficiently identifying release sources using autonomous robots and Bayesian estimation.
Area of Science:
- Robotics
- Environmental Science
- National Security
Background:
- Accidental or deliberate atmospheric releases of toxic substances pose significant national security risks.
- Effective source identification is crucial for mitigating the impact of such events.
Purpose of the Study:
- To develop and analyze a cognitive (infotaxi) search algorithm for locating atmospheric toxic substance release sources.
- To improve the efficiency and accuracy of source detection in turbulent environments.
Main Methods:
- Utilizes Bayesian estimation with the Rao-Blackwell dimension-reduction method for source parameter estimation.
- Employs autonomous robot control in a scalable formation with a centralized replicated fusion architecture.
- Assumes all-to-all communication for coordinated robot behavior.
Main Results:
- The proposed algorithm demonstrates effective source localization in turbulent environments.
- Comprehensive numerical analysis provides statistics on search time and displacement, validating the algorithm's performance.
- The system integrates estimation and control for autonomous operation.
Conclusions:
- The developed infotaxi algorithm offers a robust solution for atmospheric toxic release source identification.
- The approach enhances national security by providing a reliable method for rapid and accurate source detection.
- Autonomous robot swarms combined with advanced estimation techniques show promise for environmental monitoring and security applications.
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