menu
techminis

A naukri.com initiative

google-web-stories
Home

>

ML News

>

Physics-in...
source image

Arxiv

1d

read

19

img
dot

Image Credit: Arxiv

Physics-informed Multiple-Input Operators for efficient dynamic response prediction of structures

  • Finite element modeling is crucial for structural analysis but computationally intensive, particularly under dynamic loading.
  • A Multiple Input Operator Network (MIONet) is introduced to predict structural responses accurately under moving loads by encoding temporal dynamics with a second trunk network.
  • MIONet can predict responses continuously over space and time, eliminating the need for stepwise modeling and achieving FEM level accuracy within seconds.
  • The model uses physics-informed loss for efficiency and physical consistency, and a Schur complement formulation to reduce training domain and computational costs while maintaining accuracy.

Read Full Article

like

1 Like

For uninterrupted reading, download the app