PINNs for Spaghetti Bridge Weight Prediction

GitHub Repositories

Explore our open-source code and research materials

PINN-Bridge-Analysis
Physics-Informed Neural Networks for spaghetti bridge failure load prediction. This repository contains the core model implementation and training code.
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machine-learning
physics
neural-networks
structural-analysis
Python
24
5
Bridge-Dataset
A comprehensive dataset of spaghetti bridge images with corresponding failure loads. Used for training and validating the PINN model.
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dataset
computer-vision
structural-engineering
Jupyter Notebook
18
7
Bridge-Web-Interface
Web application for the spaghetti bridge analysis tool. Allows users to upload images and get predictions from the PINN model.
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next-js
react
web-app
tailwindcss
TypeScript
32
8
PINN-Documentation
Comprehensive documentation for the Physics-Informed Neural Network project, including theory, implementation details, and usage guides.
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documentation
tutorial
research-paper
Markdown
15
3