Pinned Loading

1. SequentialMetaTransferPINNs SequentialMetaTransferPINNs Public

   This repository presents a JAX implementation of the paper entitled "Meta-Transfer Sequential Learning of Physics-Informed Neural Networks in Advanced Composites Manufacturing". The proposed framew…

   Jupyter Notebook 4

2. HMC-PINNs HMC-PINNs Public

   This repository presents a JAX implementation of BPINN model developed for curing composite materials. See below for more details: https://open.library.ubc.ca/soa/cIRcle/collections/ubctheses/24/it…

   Jupyter Notebook 1

3. Data-driven-MFPINNs Data-driven-MFPINNs Public

   This repository contains the code and data accompanying the paper entitled "A Data-driven Multi-fidelity Physics-informed Learning Framework for Smart Manufacturing: A Composites Processing Case St…

   Python 4

4. ATL ATL Public

   An Active Transfer Learning (ATL) Framework for Smart Manufacturing with Limited Data: Case Study on Material Transfer in Composites Processing

   Jupyter Notebook

5. Vibration-PINNs Vibration-PINNs Public

   This repository presents a series of analysis on the performance of Physics-Informed Neural Networks in vibrational systems. The limitation of PINNs in learning highly nonlinear systems with long t…

   Python 3 2