Physics-Informed Neural Networks for Structural Mechanics and Construction: Modeling the Deflection of a Single-Span Beam Physics-Informed Neural Networks

This article presents the development and analysis of a Physics-Informed Neural Network (PINN) model for calculating the deflection of a simply supported beam under uniformly distributed load. The training dataset was synthesized based on analytical principles of structural mechanics and included th...

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Bibliographic Details

Published in:	Железобетонные конструкции
Main Authors:	F. N. Zakharov, Qian Jie, Xu Yi
Format:	Article
Language:	English
Published:	Moscow State University of Civil Engineering (MGSU) 2025-03-01
Subjects:	physics-informed neural networks structural mechanics limited data artificial intelligence beam calculation
Online Access:	https://www.g-b-k.ru/jour/article/view/69