Article (Scientific journals)
MELGYM: A dynamic control interface for MELCOR simulations
Manjavacas, Antonio; Gómez-Romero, Juan; Ernst, Damien et al.
2025In SoftwareX, 30
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Keywords :
MELCOR; Gymnasium; Control; Reinforcement learning
Abstract :
[en] 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.
Disciplines :
Computer science
Energy
Author, co-author :
Manjavacas, Antonio
Gómez-Romero, Juan
Ernst, Damien  ;  Université de Liège - ULiège > Département d'électricité, électronique et informatique (Institut Montefiore) > Smart grids
Vázquez-Barroso, Manuel A.
Martín-Fuertes, Francisco
Language :
English
Title :
MELGYM: A dynamic control interface for MELCOR simulations
Publication date :
May 2025
Journal title :
SoftwareX
eISSN :
2352-7110
Publisher :
Elsevier, Netherlands
Volume :
30
Peer reviewed :
Peer Reviewed verified by ORBi
Available on ORBi :
since 15 April 2025

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