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flow conditions. Here, thermodynamic consistency refers to a modelling framework in which the coupling between processes of different physical nature is derived from fundamental physical principles
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conditions. Here, thermodynamic consistency refers to a modelling framework in which the coupling between processes of different physical nature is derived from fundamental physical principles, ensuring
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to uncertainties and gaps. To relax these constraints and make PINNs more robust, several approaches can be considered depending on the context, each offering different ways to handle uncertainties in physical
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