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Kinetics-constrained neural ordinary differential equations: Artificial neural network models tailored for small data to boost kinetic model development

Aleksandr Fedorov, Anna Perechodjuk, David Linke

2023Chemical Engineering Journal34 citationsDOI

Topics & Concepts

Artificial neural networkOrdinary differential equationComputer scienceKey (lock)Range (aeronautics)Experimental dataKinetic energySmall dataData-drivenMachine learningArtificial intelligenceDifferential equationMathematicsEngineeringPhysicsComputer securityStatisticsMathematical analysisAerospace engineeringQuantum mechanicsMachine Learning in Materials ScienceModel Reduction and Neural NetworksNeural Networks and Applications
Kinetics-constrained neural ordinary differential equations: Artificial neural network models tailored for small data to boost kinetic model development | Litcius