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Trajectory Consensus for Coordination of Multiple Curvature-Bounded Vehicles
IEEE Transactions on Cybernetics
|December 14, 2020
Summary
This study introduces a new method for coordinating vehicle trajectories using coupled state consensus, improving geometric consensus for multiple vehicles compared to traditional isolated state methods.
Area of Science:
- Robotics
- Control Systems
- Autonomous Vehicles
Background:
- Coordinating multiple vehicles requires trajectory consensus.
- Existing methods often treat vehicle states in isolation.
- Achieving geometric consensus of planned trajectories is crucial for safe and efficient multi-vehicle systems.
Purpose of the Study:
- To address the trajectory consensus problem for multiple vehicles.
- To achieve consensus on the geometry of planned vehicle trajectories.
- To develop an improved method for coordinating multi-vehicle movements.
Main Methods:
- Parameterizing trajectory geometry using trajectory states (required lengths to reach specific distances from the endpoint).
- Extending the conventional consensus model with a mapping from state variables to trajectory geometry.
- Utilizing a homotopic structure for compact and efficient mapping.
- Employing a homotopic search to achieve asymptotic consensus.
Main Results:
- The proposed coupled state consensus method demonstrates superior performance in achieving trajectory geometry consensus for multiple vehicles.
- Simulation results validate the effectiveness of the new approach over conventional isolated state consensus methods.
- The homotopic structure provides an efficient way to link state variables to trajectory geometry.
Conclusions:
- The coupled state consensus method offers a significant advancement in multi-vehicle trajectory coordination.
- This approach enhances the geometric consensus of planned trajectories, leading to improved system performance.
- The use of homotopic structures provides a novel and effective framework for solving complex consensus problems in robotics and control systems.
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