Time-varying gain extended state observer-based adaptive optimal control for disturbed unmanned helicopter
Kun Yan1, Hongtian Chen2, Chaobo Chen1
1College of Electronic Information Engineering, Xi'an Technological University, Xi'an, 710021, China.
ISA Transactions
|March 1, 2024
Summary
This study introduces a novel control method for unmanned helicopters using a time-varying gain extended state observer (TVGESO) and adaptive dynamic programming (ADP). The new approach effectively handles disturbances, improving tracking performance and energy efficiency.
Area of Science:
- Robotics and Control Systems
- Aerospace Engineering
- Artificial Intelligence
Background:
- Unmanned helicopters face challenges with unknown disturbances affecting tracking control.
- Traditional methods like linear Extended State Observers (ESO) can suffer from initial peaking.
- Existing control strategies may not be optimal in terms of energy consumption.
Purpose of the Study:
- To develop a robust adaptive optimal tracking control strategy for disturbed unmanned helicopters.
- To design a novel Time-Varying Gain Extended State Observer (TVGESO) to estimate and compensate for unknown disturbances.
- To improve tracking accuracy and energy efficiency compared to conventional methods.
Main Methods:
- Development of a novel TVGESO to address unknown disturbances and avoid initial peaking.
- Transformation of the optimal tracking control problem into an optimization stabilization problem.
- Application of Adaptive Dynamic Programming (ADP) and neural network techniques for controller design.
Main Results:
- The proposed TVGESO offers a simpler and more rigorous stability analysis than nonlinear ESO.
- The developed anti-disturbance optimal controller achieves tracking tasks with reduced energy consumption compared to backstepping methods.
- Simulation results validate the effectiveness of the proposed control scheme.
Conclusions:
- The novel TVGESO effectively handles unknown disturbances in unmanned helicopter control.
- The integration of TVGESO and ADP provides a robust and energy-efficient optimal tracking control solution.
- This control scheme demonstrates significant improvements in unmanned helicopter performance and disturbance rejection.
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