方法对比
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| 主动抗扰控制× | 自适应控制× | |
|---|---|---|
| 领域 | 控制理论 | 控制理论 |
| 方法族 | Machine learning | Machine learning |
| 起源年份≠ | 2009 | 1983 |
| 提出者≠ | Jingquan Han | Karl J. Astrom |
| 类型 | algorithm | algorithm |
| 开创性文献≠ | Han, J. (2009). From PID to active disturbance rejection control. IEEE Transactions on Industrial Electronics, 56(3), 900-906. DOI ↗ | Astrom, K. J., & Wittenmark, B. (1983). Computer-Controlled Systems: Theory and Design. Prentice Hall. link ↗ |
| 别名 | ADRC, Disturbance Rejection Control | Self-Tuning Control, Parameter Estimation Control |
| 相关≠ | 2 | 3 |
| 摘要≠ | Active Disturbance Rejection Control (ADRC) is a control method that estimates and cancels disturbances and model uncertainties in real-time using an extended state observer (ESO), treating them as additional 'disturbance states'. Developed by Han and popularized by Gao, ADRC achieves remarkable robustness without requiring precise plant models, making it practical for real-world systems with significant uncertainty and disturbances. | Adaptive Control is a control strategy that adjusts controller parameters in real-time based on online system identification to maintain performance despite changing plant dynamics or uncertain parameters. Pioneered by Astrom and Wittenmark, adaptive control enables robust operation in time-varying environments, from aircraft with fuel depletion to industrial systems with aging components. |
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