Stable Weight Updating: A Key to Reliable PDE Solutions Using Deep Learning

Background: Deep learning techniques, particularly neural networks, have revolutionized computational physics, offering powerful tools for solving complex partial differential equations (PDEs). However, ensuring stability and efficiency remains a challenge, especially in scenarios involving nonlinea...

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Veröffentlicht in:	arXiv.org 2024-07
Hauptverfasser:	Noorizadegan, A, Cavoretto, R, Young, D L, Chen, C S
Format:	Artikel
Sprache:	eng
Schlagworte:	Back propagation networks Deep learning Neural networks Partial differential equations Software Stability Stability augmentation Time dependence
Online-Zugang:	Volltext
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