MELGYM: A dynamic control interface for MELCOR simulations

MELCOR is a computer code for the simulation and safety analysis of nuclear facilities, comprising several modules for the calculation of thermal–hydraulic phenomena and aerosol physics. However, MELCOR offers limited support for interactive control, such as valve opening or flow rates redefinition, as its batch execution mode does not allow real-time modification of model parameters. To overcome this limitation, we present MELGYM, a Gymnasium-based interface that facilitates interactive control in MELCOR. MELGYM enables the training of reinforcement learning agents on MELCOR simulations, introducing real-time interaction and enabling the definition of reward functions based on simulation outcomes.

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Publication Details

Journal
SoftwareX
Published
2025-04-15
DOI
https://doi.org/10.1016/j.softx.2025.102148
Primary Topic
Gas Dynamics and Kinetic Theory
Type
article
Field-Weighted Citation Impact
0.00

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article

MELGYM: A dynamic control interface for MELCOR simulations

Juan Gómez‐Romero, Antonio Manjavacas, Damien Ernst, Francisco Martín-Fuertes et al.
SoftwareX
Gas Dynamics and Kinetic Theory
article

MELGYM: A dynamic control interface for MELCOR simulations

Juan Gómez‐Romero, Antonio Manjavacas, Damien Ernst, Francisco Martín-Fuertes, M.A. Vázquez-Barroso
article en

Abstract

MELCOR is a computer code for the simulation and safety analysis of nuclear facilities, comprising several modules for the calculation of thermal–hydraulic phenomena and aerosol physics. However, MELCOR offers limited support for interactive control, such as valve opening or flow rates redefinition, as its batch execution mode does not allow real-time modification of model parameters. To overcome this limitation, we present MELGYM, a Gymnasium-based interface that facilitates interactive control in MELCOR. MELGYM enables the training of reinforcement learning agents on MELCOR simulations, introducing real-time interaction and enabling the definition of reward functions based on simulation outcomes.

SoftwareXVol. 30
Consejería de Economía, Innovación, Ciencia y Empleo, Junta de Andalucía, Ministerio de Ciencia e Innovación, Junta de Andalucía, European Regional Development Fund, Agencia Estatal de Investigación
Openalex Percentile: Top 89%
Gas Dynamics and Kinetic Theory
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