Control System Loop-Shaping as a Mathematical Optimization Problem: An Ensemble of Models

This paper proposes an extension to the established loop-shaping method, where the loop-shaping method is modeled mathematically and solved as a mathematical optimization program. In this process, a novel cost function is proposed and employed as the objective of optimization in the controller tunin...

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Main Authors: Baraa Mohandes, Igor Boiko, Youssef Abdel-Magid
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9151959/
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spelling doaj-34641756dbec4447b8e4c07b59b50cb22021-03-30T03:20:56ZengIEEEIEEE Access2169-35362020-01-01813718513719710.1109/ACCESS.2020.30114979151959Control System Loop-Shaping as a Mathematical Optimization Problem: An Ensemble of ModelsBaraa Mohandes0https://orcid.org/0000-0003-1609-2897Igor Boiko1https://orcid.org/0000-0003-4978-614XYoussef Abdel-Magid2Department of Electrical Engineering and Computer Science, Khalifa University of Science and Technology, Abu Dhabi, United Arab EmiratesDepartment of Electrical Engineering and Computer Science, Khalifa University of Science and Technology, Abu Dhabi, United Arab EmiratesDepartment of Electrical Engineering and Computer Science, Khalifa University of Science and Technology, Abu Dhabi, United Arab EmiratesThis paper proposes an extension to the established loop-shaping method, where the loop-shaping method is modeled mathematically and solved as a mathematical optimization program. In this process, a novel cost function is proposed and employed as the objective of optimization in the controller tuning problem. This cost function evaluates different characteristics of the system in the frequency domain, such as the stability margins and the operability bandwidth. These characteristics reflect the quality of load disturbance rejection, set-point tracking, and operability bandwidth of the control system. Consequently, the proposed technique circumvents running a time-domain simulation completely. More importantly, the proposed technique can be used with any controller structure. The generic cost function can be customized to fit any control objective and application. This is conducted in the second half of this paper, with the aim of obtaining a system with near-optimum time-domain performance with respect to the integral of time times absolute error (ITAE) criterion. At the same time, the control system obtained with the customized cost function has better operability bandwidth than that of a system optimized in the time-domain for the ITAE criterion. The proposed optimization model is analyzed for two plant models: first order and second order plus dead-time (FOPDT), (SOPDT), respectively.https://ieeexplore.ieee.org/document/9151959/Frequency domain optimizationITAEdead time processescrossover frequencystability marginsNyquist plot
collection DOAJ
language English
format Article
sources DOAJ
author Baraa Mohandes
Igor Boiko
Youssef Abdel-Magid
spellingShingle Baraa Mohandes
Igor Boiko
Youssef Abdel-Magid
Control System Loop-Shaping as a Mathematical Optimization Problem: An Ensemble of Models
IEEE Access
Frequency domain optimization
ITAE
dead time processes
crossover frequency
stability margins
Nyquist plot
author_facet Baraa Mohandes
Igor Boiko
Youssef Abdel-Magid
author_sort Baraa Mohandes
title Control System Loop-Shaping as a Mathematical Optimization Problem: An Ensemble of Models
title_short Control System Loop-Shaping as a Mathematical Optimization Problem: An Ensemble of Models
title_full Control System Loop-Shaping as a Mathematical Optimization Problem: An Ensemble of Models
title_fullStr Control System Loop-Shaping as a Mathematical Optimization Problem: An Ensemble of Models
title_full_unstemmed Control System Loop-Shaping as a Mathematical Optimization Problem: An Ensemble of Models
title_sort control system loop-shaping as a mathematical optimization problem: an ensemble of models
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2020-01-01
description This paper proposes an extension to the established loop-shaping method, where the loop-shaping method is modeled mathematically and solved as a mathematical optimization program. In this process, a novel cost function is proposed and employed as the objective of optimization in the controller tuning problem. This cost function evaluates different characteristics of the system in the frequency domain, such as the stability margins and the operability bandwidth. These characteristics reflect the quality of load disturbance rejection, set-point tracking, and operability bandwidth of the control system. Consequently, the proposed technique circumvents running a time-domain simulation completely. More importantly, the proposed technique can be used with any controller structure. The generic cost function can be customized to fit any control objective and application. This is conducted in the second half of this paper, with the aim of obtaining a system with near-optimum time-domain performance with respect to the integral of time times absolute error (ITAE) criterion. At the same time, the control system obtained with the customized cost function has better operability bandwidth than that of a system optimized in the time-domain for the ITAE criterion. The proposed optimization model is analyzed for two plant models: first order and second order plus dead-time (FOPDT), (SOPDT), respectively.
topic Frequency domain optimization
ITAE
dead time processes
crossover frequency
stability margins
Nyquist plot
url https://ieeexplore.ieee.org/document/9151959/
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