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Frequency response adaptation of PI controllers based on recursive least-squares process identification.
K Natarajan1, A F Gilbert, B Patel
1Department of Electrical Engineering, Lakehead University, Thunder Bay, Ontario, Canada P7B 5E1.
This study introduces a frequency domain method for adaptive control tuning. It enhances proportional plus integral (PI) controller autotuning by using reliable frequency response estimates from recursive least-squares models.
Area of Science:
- Control Engineering
- Process Automation
- Adaptive Systems
Background:
- Adaptive control and autotuning are crucial for optimizing industrial processes.
- Proportional-Integral (PI) controllers are widely used but require precise tuning.
- Existing tuning methods can be sensitive to process variations and disturbances.
Purpose of the Study:
- To develop and validate a robust frequency domain approach for adaptive PI controller autotuning.
- To improve the reliability and convergence speed of controller tuning parameters.
- To assess the method's performance under significant process variations.
Main Methods:
- Utilizing an overparametrized recursive least-squares (RLS) model to estimate process frequency response.
- Employing frequency response estimates at sample intervals for PI controller tuning.
- Validating the approach through simulations and experimental implementation on a pilot distillation column.
Main Results:
- Frequency response estimates show faster convergence and greater constancy under disturbances compared to RLS coefficients.
- The proposed method demonstrates reliability for tuning PI controllers.
- The autotuning technique effectively handles concurrent gain variations up to 50% and time constant/delay variations up to 100%.
Conclusions:
- The frequency domain approach offers a more reliable method for adaptive PI controller autotuning.
- This technique provides robust performance even with significant process parameter changes.
- Experimental verification confirms the practical applicability of the method in real-world systems like distillation columns.
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