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Do you work with chemical reactors? Are you curious about them? ASALI is the open-source code that you are looking for. Chemical reactor models, transport/thermodynamic properties of gases, equilibrium calculations. ASALI couples all these features with an user friendly graphical interface. Modeling catalytic reactors has never been so easy.
Physics-constrained ML surrogates for a CO2-to-methanol reactor: cleaning noisy plant logs (simulated with a kinetic model), exact mass balances and equilibrium limits that keep errors low outside the training range, and an optimiser for operating points.