Robust MPC for a Flotation Column Process with time-varying Input Delay through Lyapunov-Krasovskii and Modulating Functionals

This paper introduces an adaptive mechanism, based on the modulating function method and Lyapunov-Krasovskii functional analysis, for the online estimation of time-varying delays in processes with complex multivariable dynamics within a min-max robust model predictive controller (RMPC) framework. Monte Carlo simulations were conducted to test the performance of a nominal RMPC under different time delay uncertainties, along with the RMPC with the proposed modulating function-based adaptive mechanism, showing that the latter is capable of reducing the uncertainty polytope of the controller, demonstrating less control action conservatism and a more robust transient response.

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Publication Details

Journal
IFAC-PapersOnLine
Published
2025-01-01
DOI
https://doi.org/10.1016/j.ifacol.2025.12.398
Primary Topic
Advanced Control Systems Optimization
Type
article
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0.00
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article

Robust MPC for a Flotation Column Process with time-varying Input Delay through Lyapunov-Krasovskii and Modulating Functionals

Gustavo Pérez-Zúñiga, R. Rivas-Pérez, Italo Aranda-Cetraro
IFAC-PapersOnLine
Advanced Control Systems Optimization
article

Robust MPC for a Flotation Column Process with time-varying Input Delay through Lyapunov-Krasovskii and Modulating Functionals

Gustavo Pérez-Zúñiga, R. Rivas-Pérez, Italo Aranda-Cetraro
article en

Abstract

This paper introduces an adaptive mechanism, based on the modulating function method and Lyapunov-Krasovskii functional analysis, for the online estimation of time-varying delays in processes with complex multivariable dynamics within a min-max robust model predictive controller (RMPC) framework. Monte Carlo simulations were conducted to test the performance of a nominal RMPC under different time delay uncertainties, along with the RMPC with the proposed modulating function-based adaptive mechanism, showing that the latter is capable of reducing the uncertainty polytope of the controller, demonstrating less control action conservatism and a more robust transient response.

IFAC-PapersOnLineVol. 59(32)
Pontificia Universidad Católica del Perú (PE), Polytechnic José Antonio Echeverría (CU)
Openalex Percentile: Top 49%
Advanced Control Systems Optimization
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Robust MPC for a Flotation Column Process with time-varying Input Delay through Lyapunov-Krasovskii and Modulating Functionals — Gustavo Pérez-Zúñiga, R. Rivas-Pérez, et al. · IFAC-PapersOnLine (2025) | TGRS Research Map | TGRS