Search Results for author: Daniel J Smith

Found 1 papers, 0 papers with code

Physics-informed neural networks for predicting gas flow dynamics and unknown parameters in diesel engines

no code implementations26 Apr 2023 Kamaljyoti Nath, Xuhui Meng, Daniel J Smith, George Em Karniadakis

In other words, the mean value model uses both the PINN model and the DNNs to represent the engine's states, with the PINN providing a physics-based understanding of the engine's overall dynamics and the DNNs offering a more engine-specific and adaptive representation of the empirical formulae.

Cannot find the paper you are looking for? You can Submit a new open access paper.