Setpoint Tracking-Error Control Design for Stabilization of Quadruple-Tank Process With Time Delay Using a Relaxing Port-Hamiltonian Formulation

Authors

Corressponding author's email:

ntsang@hcmute.edu.vn

DOI:

https://doi.org/10.54644/jte.2025.2021

Keywords:

Passivity-based control, Chemical process, Process control, Nonlinear control, Lyapunov stabilization

Abstract

The nonlinearity of chemical processes primarily arises from strong interdependencies among state variables and the presence of time delays. This characteristic leads to complex dynamic behaviors such as non-minimum phase responses, posing significant challenges for control design. This study presents a novel control strategy that integrates Pade approximation of time delay with a tracking-error-based control law within a port-Hamiltonian (PH) framework. Specifically, the Pade approximation is employed to effectively handle the time delay by approximating exponential delay terms, thereby facilitating its incorporation into the control design and enhancing the robustness of the closed-loop system. Concurrently, the tracking-error-based feedback laws ensure the asymptotic convergence of system trajectories to the desired reference trajectories, even in the presence of non-minimum phase dynamics. The proposed methodology is illustrated through simulations on the quadruple-tank process - a benchmark nonlinear system with inherent time delays. Results demonstrate that the proposed control scheme successfully mitigates the adverse effects of time delay and achieves the closed-loop stabilization at the target equilibrium point.

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Author Biographies

Thanh Sang Nguyen, Ho Chi Minh City University of Technology and Education, Vietnam

Thanh Sang Nguyen graduated the bachelor’s degree of chemical engineering in Ho Chi Minh City University of Technology in 2015. He, then, received the master’s degree and the Ph.D. degree, majoring in the process system engineering for chemical processes, in Universiti Malaya (UM), Kuala Lumpur, Malaysia, in 2018 and 2023, respectively. From 2023 to present, he has worked as a lecturer and a researcher in the department of chemical engineering technology, the faculty of chemical and food technology, Ho Chi Minh City University of Technology and Education. His research focuses on modeling physicochemical processes, advanced process control methods for chemical processes such as chemical reactors, state observers and parameter estimators.

The author can be contacted via his Email: ntsang@hcmute.edu.vn. ORCID:  https://orcid.org/0000-0001-9834-3658

Ngoc Ha Hoang, Duy Tan University, Da Nang, Vietnam

Ngoc Ha Hoang obtained his MS and PhD degrees in Automatic Control from Grenoble Institute of Technology and Claude Bernard University Lyon 1 in 2006 and 2009, respectively. From 2010 till 2017 he worked as a lecturer at the VNU-HCM University of Technology. From 2017 he has been a senior lecturer and researcher at Duy Tan University (Da Nang, Vietnam). He is currently an associate professor of Automatic Control. His research interests include potential-based modelling, thermodynamics, process systems engineering, nonlinear control, model reduction and intelligent estimation.    

The author can be contacted via his email: hoangngocha2@duytan.edu.vn, ngocha.h@gmail.com. ORCID:  https://orcid.org/0000-0002-0137-4747

Mohd Azlan Bin Hussein, Universiti Malaya, Kuala Lumpur, Malaysia

Mohd Azlan Bin Hussein graduated in BSc (Chemical Eng) from Sheffield University in 1980 and became a design engineer in Esso Production Malaysia for five years before joining the academic field in 1985 at University of Malaya. His research in modeling and process control began after the MSc course at the University of Tulsa, USA in 1987. And his research work on the use of artificial intelligence and nonlinear techniques for modeling and controls developed further after his PhD at Imperial College in 1996, under the Malaysian Government sponsorship. On returning to Malaysia, he started the process control research group including the setting up of various process control laboratories for teaching and research activities in the department.

The author can be contacted via his email: mohd_azlan@um.edu.my. ORCID:  https://orcid.org/0000-0001-8473-1529

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Published

28-11-2025

How to Cite

[1]
T. S. Nguyen, N. H. Hoang, and M. A. Bin Hussein, “Setpoint Tracking-Error Control Design for Stabilization of Quadruple-Tank Process With Time Delay Using a Relaxing Port-Hamiltonian Formulation ”, JTE, vol. 20, no. 04, pp. 97–107, Nov. 2025.

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