1 code implementation • 18 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.
no code implementations • 20 Dec 2022 • Marlon S. Mathias, Marcel R. de Barros, Jefferson F. Coelho, Lucas P. de Freitas, Felipe M. Moreno, Caio F. D. Netto, Fabio G. Cozman, Anna H. R. Costa, Eduardo A. Tannuri, Edson S. Gomi, Marcelo Dottori
In this work, our flow is governed by the Navier-Stokes equations with some approximations.
no code implementations • 22 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.
no code implementations • 25 Jun 2022 • Caio F. D. Netto, Marcel R. de Barros, Jefferson F. Coelho, Lucas P. de Freitas, Felipe M. Moreno, Marlon S. Mathias, Marcelo Dottori, Fábio G. Cozman, Anna H. R. Costa, Edson S. Gomi, Eduardo A. Tannuri
Researchers typically resort to numerical methods to understand and predict ocean dynamics, a key task in mastering environmental phenomena.