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Distributed Formation Control: Asymptotic Stabilization Results Under Local Noisy Information.
IEEE Transactions on Cybernetics
|February 26, 2019
Summary
This study presents a noise-robust distributed control method for multiagent systems to achieve stable formations. The approach ensures agents share a common reference frame and maintain formation despite measurement and communication uncertainties.
Area of Science:
- Robotics
- Control Theory
- Distributed Systems
Background:
- Multiagent systems require coordinated control for tasks like formation flying.
- Existing methods often struggle with noise and lack of a common reference frame.
Purpose of the Study:
- To develop a reference-frame-free formation control strategy for discrete-time multiagent systems.
- To address challenges posed by measurement and communication noises.
Main Methods:
- Designed a robust distributed orientation estimation algorithm.
- Developed a robust distributed formation control law using historical data and stochastic approximation.
- Analyzed system stability under noise and specific topological conditions.
Main Results:
- Achieved asymptotic sharing of a common reference frame among agents.
- Demonstrated asymptotic stabilization of the desired formation almost surely.
- Identified critical conditions for success: bearing noise magnitude < pi/4, rooted communication/distance topology, and connected bearing topology.
Conclusions:
- The proposed distributed control law effectively enables reference-frame-free formation control in noisy environments.
- The method's success is contingent on specific noise levels and network topology.
- Simulations validate the robustness and effectiveness of the orientation estimation and control algorithms.
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