Hardware-in-the-loop validation of an MPC architecture for real-time equilibrium control of tokamak plasmas at RFX-mod2

This work deals with the real-time implementation of an equilibrium control system based on Model Predictive Control (MPC) for tokamak plasma operation at RFX-mod2. Such an architecture has been shown to address the challenging asymmetric constraints imposed by the one-quadrant power converters supplying the poloidal field coils at RFX-mod2. However, being based on the solution of constrained optimization problems, the real-time performance of such a control approach must be carefully assessed. To this end, a sensitivity study on the MPC parameters that aims at simplifying the optimization problem to be solved in real-time, while guaranteeing the control performance, is first presented. Hardware-in-the-Loop (HIL) simulations are then performed to assess the real-time performance of the controller. Different off-the-shelf solvers are considered when automatically generating the real-time code starting from the Simulink model. The HIL simulations reveal that the choice of the solver has an impact on the execution time, and may make the real-time implementation infeasible for the chosen optimization problem.

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Publication Details

Journal
Fusion Engineering and Design
Published
2026-10-15
DOI
https://doi.org/10.1016/j.fusengdes.2026.116096
Primary Topic
Advanced Control Systems Optimization
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
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article

Hardware-in-the-loop validation of an MPC architecture for real-time equilibrium control of tokamak plasmas at RFX-mod2

G. De Tommasi, G. Manduchi, Dario Giuseppe Lui, N. Ferron et al.
Fusion Engineering and Design
Advanced Control Systems Optimization
article

Hardware-in-the-loop validation of an MPC architecture for real-time equilibrium control of tokamak plasmas at RFX-mod2

G. De Tommasi, G. Manduchi, Dario Giuseppe Lui, N. Ferron, Sara Dubbioso, Federico Fiorenza, A. Pironti, Carlo Vitone
article en

Abstract

This work deals with the real-time implementation of an equilibrium control system based on Model Predictive Control (MPC) for tokamak plasma operation at RFX-mod2. Such an architecture has been shown to address the challenging asymmetric constraints imposed by the one-quadrant power converters supplying the poloidal field coils at RFX-mod2. However, being based on the solution of constrained optimization problems, the real-time performance of such a control approach must be carefully assessed. To this end, a sensitivity study on the MPC parameters that aims at simplifying the optimization problem to be solved in real-time, while guaranteeing the control performance, is first presented. Hardware-in-the-Loop (HIL) simulations are then performed to assess the real-time performance of the controller. Different off-the-shelf solvers are considered when automatically generating the real-time code starting from the Simulink model. The HIL simulations reveal that the choice of the solver has an impact on the execution time, and may make the real-time implementation infeasible for the chosen optimization problem.

Fusion Engineering and DesignVol. 234
C.R.E.A.T.E. Consorzio Di Ricerca Per L'Energia E Le Applicazioni Technologiche Dell'Elettromagnetismo, University of Naples Federico II (IT)
Ministero dell'Istruzione e del Merito
Openalex Percentile: Top 17%
Advanced Control Systems Optimization
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