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Distributed Finite-Time Optimization of Second-Order Multiagent Systems With Unknown Velocities and Disturbances
This study presents a novel distributed control scheme for multiagent systems to achieve finite-time optimization. The method effectively estimates unknown states and disturbances, enabling faster convergence for optimization tasks.
Area of Science:
- Control Theory
- Optimization
- Robotics
Background:
- Distributed optimization is crucial for multiagent systems.
- Challenges include unknown velocities, disturbances, and local cost functions.
- Finite-time control offers faster convergence than traditional methods.
Purpose of the Study:
- To investigate distributed finite-time optimization for second-order multiagent systems.
- To develop an output feedback-based composite distributed control scheme.
- To address unknown velocities and disturbances.
Main Methods:
- Combining finite-time observers (FTOs), homogeneous systems theory, and distributed finite-time estimators.
- Developing FTOs for velocity and disturbance estimation.
- Designing centralized and then distributed finite-time optimization controllers.
Main Results:
- A novel output feedback-based feedforward-feedback composite distributed control scheme is proposed.
- The proposed controllers achieve the distributed finite-time optimization goal.
- Simulations demonstrate the effectiveness and superiority of the control scheme.
Conclusions:
- The developed control scheme successfully addresses distributed finite-time optimization in complex multiagent systems.
- The integration of FTOs and distributed estimators is key to the solution.
- The approach offers enhanced performance and faster convergence for optimization tasks.
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