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A GA-based parameters tuning method for an ADRC controller of ISP for aerial remote sensing applications
Xiangyang Zhou1, Hao Gao1, Beilei Zhao1
1School of Instrumentation Science and Opto-Electronics Engineering, Beihang University, Beijing 100191, China.
This study introduces a genetic algorithm (GA) to tune active disturbance rejection control (ADRC) parameters for aerial imaging systems. This method significantly enhances stabilization accuracy and disturbance rejection compared to traditional approaches.
Area of Science:
- Control Systems Engineering
- Robotics
- Aerospace Engineering
Background:
- Aerial imaging systems require high stabilization accuracy despite environmental disturbances.
- Existing control methods may lack robustness against multi-source disturbances.
- Parameter tuning for advanced controllers like ADRC can be challenging.
Purpose of the Study:
- To develop and validate a genetic algorithm (GA)-based parameter tuning method for active disturbance rejection control (ADRC).
- To improve the stabilization accuracy and robustness of a three-axis inertially stabilized platform (ISP) for aerial imaging.
- To demonstrate the superiority of the GA-tuned ADRC over empirical tuning methods.
Main Methods:
- Proposed an active disturbance rejection control (ADRC) scheme for a three-axis inertially stabilized platform (ISP).
- Developed a genetic algorithm (GA) to optimize the parameters of the ADRC controller.
- Validated the proposed method through simulations and experimental tests.
Main Results:
- The GA-based ADRC demonstrated significant disturbance rejection capabilities.
- Stabilization accuracy was markedly improved using the proposed method.
- Compared to empirical tuning, the root-mean-square (RMS) stabilization error under a movable base was reduced by up to 50.09%.
Conclusions:
- The GA-based parameter tuning method effectively enhances ADRC performance for aerial ISPs.
- This approach offers superior disturbance rejection and improved stabilization accuracy.
- The method provides a robust solution for stabilizing imaging platforms in challenging environments.
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