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Acoustic Target Tracking Through a Cluster of Mobile Agents
IEEE Transactions on Cybernetics
|April 26, 2019
Summary
This study introduces a mobile agent cluster for enhanced acoustic target tracking. The system dynamically reconfigures agents to optimize acoustic sensitivity, significantly improving localization accuracy over traditional methods.
Area of Science:
- Robotics and Autonomous Systems
- Acoustic Signal Processing
- Sensor Networks
Background:
- Conventional fixed-array acoustic localization suffers from performance limitations.
- Tracking moving targets with mobile sensor networks presents challenges in coordination and adaptation.
Purpose of the Study:
- To develop an improved method for localizing and tracking moving acoustic targets using a cluster of mobile agents.
- To enhance target localization and tracking performance compared to fixed-array systems.
Main Methods:
- Modeling a mobile agent cluster as a sensor network for acoustic emission sensing.
- Proposing a centralized control strategy for dynamic cluster reconfiguration based on target position estimation.
- Utilizing a compatible set representation for future target positions to account for processing delays.
- Implementing a frame-by-frame cluster reconfiguration algorithm to maximize overlap between sensor sensitivity and target's compatible set.
Main Results:
- Simulations demonstrate effective localization and tracking of moving targets using acoustic emissions.
- The proposed approach shows significant improvements in localization and tracking performance compared to conventional static-array localization.
- Analysis includes the impact of the Doppler effect on performance for moving sources and sensors.
Conclusions:
- The mobile agent cluster approach offers superior acoustic target tracking capabilities.
- The dynamic reconfiguration strategy effectively adapts to target movement and optimizes sensor network sensitivity.
- The method is adaptable to other sensing modalities like video or multimodal information.
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