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08/03/2023
Bringing Chemistry to Scale: Loss Weight Adjustment for Multivariate Regression in Deep Learning of Thermochemical Processes
Flamelet models are widely used in computational fluid dynamics to simul...
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03/25/2022
Understanding the Difficulty of Training Physics-Informed Neural Networks on Dynamical Systems
Physics-informed neural networks (PINNs) seamlessly integrate data and p...
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05/03/2021
On the Pareto Front of Physics-Informed Neural Networks
Recently a new type of deep learning method has emerged, called physics-...
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01/30/2021