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Robust fractional-order auto-tuning for highly-coupled MIMO systems

(2019) HELIYON. 5(7).
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Abstract
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.
Keywords
Systems engineering, Systems theory, Control systems, Control system design, Automation, Computer-aided engineering, Robustness analysis, Fractional-order control, Office lighting, Fractional control implementation, Auto-tuning, Highly-coupled systems, PID CONTROLLERS, DESIGN, OPTIMIZATION, CALCULUS

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Citation

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MLA
Juchem, Jasper, et al. “Robust Fractional-Order Auto-Tuning for Highly-Coupled MIMO Systems.” HELIYON, vol. 5, no. 7, 2019, doi:10.1016/j.heliyon.2019.e02154.
APA
Juchem, J., Muresan, C., De Keyser, R., & Ionescu, C.-M. (2019). Robust fractional-order auto-tuning for highly-coupled MIMO systems. HELIYON, 5(7). https://doi.org/10.1016/j.heliyon.2019.e02154
Chicago author-date
Juchem, Jasper, Cristina Muresan, Robain De Keyser, and Clara-Mihaela Ionescu. 2019. “Robust Fractional-Order Auto-Tuning for Highly-Coupled MIMO Systems.” HELIYON 5 (7). https://doi.org/10.1016/j.heliyon.2019.e02154.
Chicago author-date (all authors)
Juchem, Jasper, Cristina Muresan, Robain De Keyser, and Clara-Mihaela Ionescu. 2019. “Robust Fractional-Order Auto-Tuning for Highly-Coupled MIMO Systems.” HELIYON 5 (7). doi:10.1016/j.heliyon.2019.e02154.
Vancouver
1.
Juchem J, Muresan C, De Keyser R, Ionescu C-M. Robust fractional-order auto-tuning for highly-coupled MIMO systems. HELIYON. 2019;5(7).
IEEE
[1]
J. Juchem, C. Muresan, R. De Keyser, and C.-M. Ionescu, “Robust fractional-order auto-tuning for highly-coupled MIMO systems,” HELIYON, vol. 5, no. 7, 2019.
@article{8625318,
  abstract     = {{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.}},
  articleno    = {{e02154}},
  author       = {{Juchem, Jasper and Muresan, Cristina and De Keyser, Robain and Ionescu, Clara-Mihaela}},
  issn         = {{2405-8440}},
  journal      = {{HELIYON}},
  keywords     = {{Systems engineering,Systems theory,Control systems,Control system design,Automation,Computer-aided engineering,Robustness analysis,Fractional-order control,Office lighting,Fractional control implementation,Auto-tuning,Highly-coupled systems,PID CONTROLLERS,DESIGN,OPTIMIZATION,CALCULUS}},
  language     = {{eng}},
  number       = {{7}},
  pages        = {{9}},
  title        = {{Robust fractional-order auto-tuning for highly-coupled MIMO systems}},
  url          = {{http://doi.org/10.1016/j.heliyon.2019.e02154}},
  volume       = {{5}},
  year         = {{2019}},
}

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