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Robust Predefined Output Containment for Heterogeneous Nonlinear Multiagent Systems Under Unknown Nonidentical
IEEE Transactions on Cybernetics
|August 9, 2024
Summary
This study introduces a new control framework for multiagent systems with uncertain leaders. The adaptive observers and controller ensure robust predefined output containment despite unknown leader dynamics.
Area of Science:
- Control Theory
- Nonlinear Systems
- Multiagent Systems
Background:
- Heterogeneous nonlinear multiagent systems present challenges in control due to uncertain and nonidentical leader dynamics.
- Achieving robust predefined output containment (RPOC) is crucial for coordinated behavior in such systems.
Purpose of the Study:
- To develop a distributed observer-based control framework to address the RPOC problem for heterogeneous nonlinear multiagent systems with multiple uncertain nonidentical leaders.
- To design adaptive observers that can estimate leader dynamics without prior knowledge and an adaptive controller that compensates for uncertainties.
Main Methods:
- Construction of four types of fully distributed adaptive observers to estimate unknown leader dynamics, including parameters, states, and outputs.
- Development of a novel robust predefined output containment controller using adaptive learning techniques and the designed observers.
- Application of output regulation methods and Lyapunov stability theory to derive RPOC criteria.
Main Results:
- The adaptive observers successfully estimate the dynamics of uncertain nonidentical leaders without requiring prior knowledge.
- The developed adaptive controller effectively compensates for uncertainties in follower dynamics and achieves output regulation.
- The derived RPOC criteria guarantee system stability and performance under unknown leader dynamics.
Conclusions:
- The proposed distributed observer-based RPOC control framework is effective for heterogeneous nonlinear multiagent systems with uncertain nonidentical leaders.
- The adaptive nature of the observers and controller allows for handling unknown system parameters and dynamics.
- Simulation results validate the effectiveness of the proposed control strategy.
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