Robust fractional-order auto-tuning for highly-coupled MIMO systems
Many processes in industry are highly-coupled Multiple-Input Multiple-Output (MIMO) systems. In this paper, a methodology, based on the Kissing Circle (KC) tuning method, is proposed to tune a fractional-order PI controller for these types of systems. The KC method relies on frequency domain specifi...
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doaj-531f986ea46541bf97895704750537092020-11-25T02:07:06ZengElsevierHeliyon2405-84402019-07-0157e02154Robust fractional-order auto-tuning for highly-coupled MIMO systemsJasper Juchem0Cristina Muresan1Robain De Keyser2Clara-Mihaela Ionescu3Department of Electrical Energy, Metals, Mechanical Constructions and Systems, Ghent University, Technologiepark 125, 9052 Zwijnaarde, Belgium; EEDT core lab on decision and control, Flanders Make Consortium, Technologiepark 131, 9052 Zwijnaarde, Belgium; Corresponding author at: Department of Electrical Energy, Metals, Mechanical Constructions and Systems, Ghent University, Technologiepark 125, 9052 Zwijnaarde, Belgium.Department of Automation, Technical University of Cluj–Napoca, Str. G. Baritiu nr. 26–28, 400027 Cluj–Napoca, RomaniaDepartment of Electrical Energy, Metals, Mechanical Constructions and Systems, Ghent University, Technologiepark 125, 9052 Zwijnaarde, Belgium; EEDT core lab on decision and control, Flanders Make Consortium, Technologiepark 131, 9052 Zwijnaarde, BelgiumDepartment of Electrical Energy, Metals, Mechanical Constructions and Systems, Ghent University, Technologiepark 125, 9052 Zwijnaarde, Belgium; EEDT core lab on decision and control, Flanders Make Consortium, Technologiepark 131, 9052 Zwijnaarde, Belgium; Department of Automation, Technical University of Cluj–Napoca, Str. G. Baritiu nr. 26–28, 400027 Cluj–Napoca, RomaniaMany processes in industry are highly-coupled Multiple-Input Multiple-Output (MIMO) systems. In this paper, a methodology, based on the Kissing Circle (KC) tuning method, is proposed to tune a fractional-order PI controller for these types of systems. The KC method relies on frequency domain specifications and emphasizes improving robustness. The method does not require a model, a single sine test suffices to obtain the controller parameters. Hence, the method can be categorized as an auto-tuner. For comparison, an integer-order PI is tuned with the same requirements. To evaluate and analyze the performance of both controllers an experimental test bench is used, i.e. a landscape office lighting system. A direct low-order discretization method is used to implement the controller in a real process. Both controllers are subjected to simulation experiments to test the performance in time and frequency domain and they are subjected to process variations to evaluate their robustness. The fractional controller manages to control a process that is susceptible to 85% variation in time constant mismatch as opposed to 79% for the integer-order controller. An Integer Absolute Error evaluation of experimental results show that the fractional-order PI controller and integer-order PI controller have similar control performance, as expected from the frequency domain analysis. As model uncertainty can add up in MIMO systems, improved robustness is crucial and with this methodology the control performance does not deteriorate. Moreover, a decrease in power consumption of 6% is observed.http://www.sciencedirect.com/science/article/pii/S2405844019358141Systems engineeringSystems theoryControl systemsControl system designAutomationComputer-aided engineering |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Jasper Juchem Cristina Muresan Robain De Keyser Clara-Mihaela Ionescu |
spellingShingle |
Jasper Juchem Cristina Muresan Robain De Keyser Clara-Mihaela Ionescu Robust fractional-order auto-tuning for highly-coupled MIMO systems Heliyon Systems engineering Systems theory Control systems Control system design Automation Computer-aided engineering |
author_facet |
Jasper Juchem Cristina Muresan Robain De Keyser Clara-Mihaela Ionescu |
author_sort |
Jasper Juchem |
title |
Robust fractional-order auto-tuning for highly-coupled MIMO systems |
title_short |
Robust fractional-order auto-tuning for highly-coupled MIMO systems |
title_full |
Robust fractional-order auto-tuning for highly-coupled MIMO systems |
title_fullStr |
Robust fractional-order auto-tuning for highly-coupled MIMO systems |
title_full_unstemmed |
Robust fractional-order auto-tuning for highly-coupled MIMO systems |
title_sort |
robust fractional-order auto-tuning for highly-coupled mimo systems |
publisher |
Elsevier |
series |
Heliyon |
issn |
2405-8440 |
publishDate |
2019-07-01 |
description |
Many processes in industry are highly-coupled Multiple-Input Multiple-Output (MIMO) systems. In this paper, a methodology, based on the Kissing Circle (KC) tuning method, is proposed to tune a fractional-order PI controller for these types of systems. The KC method relies on frequency domain specifications and emphasizes improving robustness. The method does not require a model, a single sine test suffices to obtain the controller parameters. Hence, the method can be categorized as an auto-tuner. For comparison, an integer-order PI is tuned with the same requirements. To evaluate and analyze the performance of both controllers an experimental test bench is used, i.e. a landscape office lighting system. A direct low-order discretization method is used to implement the controller in a real process. Both controllers are subjected to simulation experiments to test the performance in time and frequency domain and they are subjected to process variations to evaluate their robustness. The fractional controller manages to control a process that is susceptible to 85% variation in time constant mismatch as opposed to 79% for the integer-order controller. An Integer Absolute Error evaluation of experimental results show that the fractional-order PI controller and integer-order PI controller have similar control performance, as expected from the frequency domain analysis. As model uncertainty can add up in MIMO systems, improved robustness is crucial and with this methodology the control performance does not deteriorate. Moreover, a decrease in power consumption of 6% is observed. |
topic |
Systems engineering Systems theory Control systems Control system design Automation Computer-aided engineering |
url |
http://www.sciencedirect.com/science/article/pii/S2405844019358141 |
work_keys_str_mv |
AT jasperjuchem robustfractionalorderautotuningforhighlycoupledmimosystems AT cristinamuresan robustfractionalorderautotuningforhighlycoupledmimosystems AT robaindekeyser robustfractionalorderautotuningforhighlycoupledmimosystems AT claramihaelaionescu robustfractionalorderautotuningforhighlycoupledmimosystems |
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1724931112117993472 |