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Abstract

This paper addresses the challenge of trajectory tracking in non-minimum-phase systems, which are known for their limitations in performance and stability within process control. The primary objective is to evaluate the feasibility of using linear-algebra-based control strategies to achieve precise tracking in such systems. The primary hypothesis is that internal model-based compensators can transform non-minimum-phase behavior into equivalent minimum-phase dynamics, thereby enabling the application of linear algebra techniques for controller design. To validate this approach, both simulation and experimental tests are conducted, first with a Continuous Stirred Tank Reactor (CSTR) model and then with the TCLab educational platform. The results show that the proposed method effectively achieves robust trajectory tracking, even in the presence of external disturbances and sensor noise. The primary contribution of this work is to demonstrate that internal model-based compensation enables the application of linear control methods to a class of systems that are typically considered challenging to control. This not only simplifies the design process but also enhances control performance, highlighting the practical relevance and applicability of the approach for real-world non-minimum-phase systems processes.

Details

1009240
Business indexing term
Title
Linear Algebra-Based Internal Model Control Strategies for Non-Minimum Phase Systems: Design and Evaluation
Author
Insuasti Sebastián 1   VIAFID ORCID Logo  ; Gómez-Guerra, Gabriel 1   VIAFID ORCID Logo  ; Scaglia Gustavo 2   VIAFID ORCID Logo  ; Camacho, Oscar 3   VIAFID ORCID Logo 

 Colegio de Ciencias e Ingenierias, Universidad San Francisco de Quito USFQ, Quito 170157, Ecuador; [email protected] (S.I.); [email protected] (G.G.-G.), Instituto de Energía y Materiales, Universidad San Francisco de Quito USFQ, Quito 170157, Ecuador 
 Instituto de Ingeniería Quiḿica, CONICET (Consejo Nacional de Investigaciones Científicas y Técnicas), Universidad Nacional de San Juan, San Juan J5400ARL, Argentina; [email protected] 
 Colegio de Ciencias e Ingenierias, Universidad San Francisco de Quito USFQ, Quito 170157, Ecuador; [email protected] (S.I.); [email protected] (G.G.-G.) 
Publication title
Processes; Basel
Volume
13
Issue
9
First page
2942
Number of pages
35
Publication year
2025
Publication date
2025
Publisher
MDPI AG
Place of publication
Basel
Country of publication
Switzerland
Publication subject
e-ISSN
22279717
Source type
Scholarly Journal
Language of publication
English
Document type
Journal Article
Publication history
 
 
Online publication date
2025-09-15
Milestone dates
2025-07-04 (Received); 2025-08-29 (Accepted)
Publication history
 
 
   First posting date
15 Sep 2025
ProQuest document ID
3254634817
Document URL
https://www.proquest.com/scholarly-journals/linear-algebra-based-internal-model-control/docview/3254634817/se-2?accountid=208611
Copyright
© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Last updated
2025-09-26
Database
ProQuest One Academic