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Intermittent Information-Driven Multi-Agent Area-Restricted Search
Branko Ristic1, Alex Skvortsov2
1School of Engineering, RMIT University, Melbourne, VIC 3000, Australia.
This study introduces an intermittent search strategy for autonomous agents performing area-restricted target detection. The decentralized approach enhances underwater surveillance by coordinating drone swarms effectively.
Area of Science:
- Robotics
- Autonomous Systems
- Search Theory
Background:
- Area-restricted search problems involve locating targets within defined boundaries.
- Autonomous mobile sensing platforms (agents) are increasingly used for surveillance.
- Underwater environments present unique challenges for sensing and communication.
Purpose of the Study:
- To develop a decentralized, information-driven search strategy for a team of autonomous agents.
- To address the challenges of range-dependent detection probability and false alarms in sensing.
- To enable efficient underwater surveillance using amphibious drones.
Main Methods:
- A novel intermittent search strategy alternating between ballistic (fast displacement) and diffusive (slow sensing) phases.
- Decentralized computation for estimation and motion control, relying on local data.
- Neighbor-only data exchange for agent coordination, eliminating the need for global network knowledge.
Main Results:
- The proposed strategy enables coordinated multi-agent search in a decentralized manner.
- Effective target detection is achieved despite range-dependent sensing probabilities and false alarms.
- The approach facilitates efficient underwater surveillance with amphibious drone swarms.
Conclusions:
- The intermittent information-driven search strategy is effective for decentralized multi-agent systems.
- This method offers a robust solution for underwater surveillance and area-restricted search problems.
- Local computations and neighbor-only communication ensure scalability and adaptability.
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