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Automatic Leader-Follower Persistent Formation Generation With Minimum Agent-Movement in Various Switching
This study introduces a method for multiagent systems (MASs) to achieve persistent formations. It ensures stable formations with minimal agent movement, even with changing connections.
Area of Science:
- Robotics and Control Systems
- Multiagent Systems (MASs)
- Distributed Control
Background:
- Persistent formations are crucial for coordinated multiagent systems (MASs) but pose challenges in dynamic environments.
- Existing methods often struggle with maintaining formation integrity under switching topologies and minimizing agent displacement.
Purpose of the Study:
- To develop a novel generation strategy for relation-invariable persistent formations (RIPFs) in MASs.
- To enable efficient motion planning and control for achieving desired RIPFs with minimal agent movement.
- To address the complexities introduced by switching topologies in MAS formations.
Main Methods:
- An algorithm to determine the generability of persistent formations from rigid graphs.
- Introduction of state and transition matrices for managing RIPFs under switching topologies.
- A downward-tree combinatorial optimization algorithm for minimizing agent movement during formation changes.
- Design of a control law to transition between initial and desired RIPFs.
Main Results:
- A validated algorithm for generating RIPFs from rigid graphs and arbitrary initial configurations.
- Demonstrated effectiveness of state and transition matrices in handling dynamic topology changes.
- The downward-tree algorithm successfully minimized agent movement across different RIPFs.
- Simulation results confirm the efficacy of the proposed generation method, control law, and optimization algorithm.
Conclusions:
- The proposed framework effectively generates and controls relation-invariable persistent formations in multiagent systems.
- The methods presented allow for robust formation maintenance despite switching topologies and minimize energy expenditure.
- This work provides a significant advancement in the field of coordinated multiagent control and formation strategies.
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