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A novel composite adaptive flap controller design by a high-efficient modified differential evolution identification
Nailu Li1, Anle Mu2, Xiyun Yang3
1School of Hydraulic, Energy and Power Engineering, Yangzhou University, Yangzhou, Jiangsu, 225127, China.
This study introduces a novel adaptive flap controller using a modified differential evolution algorithm for faster tuning and improved performance in uncertain environments. The new method offers a balance between control optimization and computational efficiency.
Area of Science:
- Control Engineering
- Computational Intelligence
- Aerospace Engineering
Background:
- Optimal tuning of adaptive flap controllers is crucial for performance in uncertain environments.
- Current optimization processes are time-consuming and complex for flap control systems (FCS).
Purpose of the Study:
- To develop a novel adaptive flap controller for efficient and robust performance.
- To address the challenges of time-consuming optimization and complex tuning strategies in FCS.
Main Methods:
- A composite adaptive internal model control (CAIMC) strategy was employed.
- A high-efficient modified adaptive differential evolution (DE) algorithm with a new mutant operator and varying range adaptive mechanism was developed for FCS identification.
- DE identified the inverse of the FCS within the CAIMC structure for optimal tuning.
Main Results:
- The proposed controller achieved optimal tuning with reduced computation cost.
- Simulations demonstrated robustness and superiority over conventional adaptive IMC (AIMC) and other DE-based CAIMC controllers.
- High computation efficiency was verified through computation time analysis.
Conclusions:
- The novel adaptive flap controller effectively balances optimized control and low computational cost.
- The proposed method shows significant advantages in robustness and efficiency for flap control systems in uncertain conditions.
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