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Published on: June 1, 2021
Robust fractional-order auto-tuning for highly-coupled MIMO systems.
Jasper Juchem1,2, Cristina Muresan3, Robain De Keyser1,2
1Department of Electrical Energy, Metals, Mechanical Constructions and Systems, Ghent University, Technologiepark 125, 9052 Zwijnaarde, Belgium.
A new method tunes fractional-order PI controllers for complex industrial systems using the Kissing Circle (KC) method. This auto-tuning approach enhances robustness against process variations, outperforming traditional controllers and reducing energy use.
Area of Science:
- Control Engineering
- Industrial Automation
- System Dynamics
Background:
- Industrial processes often involve complex, highly-coupled Multiple-Input Multiple-Output (MIMO) systems.
- Tuning controllers for these systems requires methods that ensure robustness against model uncertainties and process variations.
Purpose of the Study:
- To propose a methodology for tuning fractional-order PI controllers for MIMO systems using the Kissing Circle (KC) tuning method.
- To compare the performance and robustness of a fractional-order PI controller with an integer-order PI controller for a real-world industrial process.
Main Methods:
- The Kissing Circle (KC) tuning method, a model-free approach relying on frequency domain specifications, was employed.
- A direct low-order discretization method was used for implementing the controllers on an experimental landscape office lighting system.
- Both controllers were evaluated through simulations and experimental tests, including exposure to process variations.
Main Results:
- The fractional-order PI controller demonstrated superior robustness, managing an 85% time constant mismatch compared to 79% for the integer-order controller.
- Experimental results showed similar control performance between the fractional-order and integer-order PI controllers based on Integer Absolute Error.
- A 6% reduction in power consumption was observed with the fractional-order controller.
Conclusions:
- The proposed KC-based methodology effectively tunes fractional-order PI controllers for MIMO systems, enhancing robustness without sacrificing control performance.
- The auto-tuning nature of the KC method simplifies controller implementation for industrial applications.
- The fractional-order controller offers improved robustness and energy efficiency, crucial for managing uncertainties in MIMO systems.
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