Variational Onsager Neural Networks (VONNs): A thermodynamics-based variational learning strategy for non-equilibrium PDEs
Shenglin Huang, Zequn He, Bryan Chem, Celia Reina
Topics & Concepts
Variational principleUniquenessNon-equilibrium thermodynamicsStatistical physicsArtificial neural networkNonlinear systemDissipationSecond law of thermodynamicsFree energy principleLaws of thermodynamicsApplied mathematicsPhysicsComputer scienceMathematicsClassical mechanicsThermodynamicsMathematical analysisArtificial intelligenceQuantum mechanicsMachine learningModel Reduction and Neural NetworksRheology and Fluid Dynamics StudiesProtein Structure and Dynamics