Non-intrusive reduced order modeling of natural convection in porous media using convolutional autoencoders: Comparison with linear subspace techniques
Teeratorn Kadeethum, Francesco Ballarin, Youngsoo Choi, Daniel O’Malley, Hongkyu Yoon, Nikolaos Bouklas
Topics & Concepts
Nonlinear systemConvolutional neural networkComputer scienceBenchmark (surveying)Applied mathematicsFinite element methodAlgorithmInterpolation (computer graphics)Basis functionArtificial neural networkArtificial intelligenceMathematicsMathematical analysisPhysicsGeologyQuantum mechanicsThermodynamicsGeodesyMotion (physics)Model Reduction and Neural NetworksFluid Dynamics and Vibration AnalysisFluid Dynamics and Turbulent Flows