Deep Conservation: A Latent-Dynamics Model for Exact Satisfaction of Physical Conservation Laws [Poster]
Kookjin Lee, Kevin Carlberg
Abstract
Learning a latent-dynamics model for complex real-world physical processes is indispensable. Most previous latent-dynamics modeling approaches suffer from the violation of important physical properties such as conservation.
Topics & Concepts
Conservation lawDiscretizationNonlinear systemMathematical optimizationState (computer science)EmbeddingManifold (fluid mechanics)Computer scienceApplied mathematicsMathematicsLawArtificial intelligenceAlgorithmMathematical analysisPhysicsQuantum mechanicsMechanical engineeringPolitical scienceEngineeringModel Reduction and Neural NetworksGenerative Adversarial Networks and Image SynthesisGaussian Processes and Bayesian Inference