Search Results for author: Marcelo Dottori

Found 4 papers, 1 papers with code

Augmenting a Physics-Informed Neural Network for the 2D Burgers Equation by Addition of Solution Data Points

1 code implementation18 Jan 2023 Marlon Sproesser Mathias, Wesley Pereira de Almeida, Marcel Rodrigues de Barros, Jefferson Fialho Coelho, Lucas Palmiro de Freitas, Felipe Marino Moreno, Caio Fabricio Deberaldini Netto, Fabio Gagliardi Cozman, Anna Helena Reali Costa, Eduardo Aoun Tannuri, Edson Satoshi Gomi, Marcelo Dottori

Finally, we argue that the addition of the governing equations during training may provide a way to improve the overall performance of the model without relying on additional data, which is especially important for situations where the number of known solution points is limited.

Enhancing Oceanic Variables Forecast in the Santos Channel by Estimating Model Error with Random Forests

no code implementations22 Jul 2022 Felipe M. Moreno, Caio F. D. Netto, Marcel R. de Barros, Jefferson F. Coelho, Lucas P. de Freitas, Marlon S. Mathias, Luiz A. Schiaveto Neto, Marcelo Dottori, Fabio G. Cozman, Anna H. R. Costa, Edson S. Gomi, Eduardo A. Tannuri

In previous studies we have applied similar methods for current velocity in the channel entrance, in this work we expand the application to improve the SHH forecast and include four other stations in the channel.

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