Skip to content

@YaoGroup Lai Research Group

Change the repository type filter

All

    Repositories list

    9 repositories

    • DIFFICE_jax

      Public
      Differentiable neural-network solver for data assimilation of ice shelves written in JAX
      Jupyter Notebook
      •
      MIT License
      •1•10•0•0•Updated Aug 12, 2024Aug 12, 2024

    • ToyExample

      Public
      Hello! This the is toy project for new comers uploading their first change.
      0•0•0•0•Updated Jun 24, 2024Jun 24, 2024

    • ice_1D_pinn

      Public
      Python library to train PINNs for 1D ice shelf modeling. Used in the paper "1D Ice Shelf Hardness Inversion: Clustering Behavior and Collocation Resampling in Physics-Informed Neural Networks" by Iwasaki and Lai.
      Python
      •
      MIT License
      •0•1•0•0•Updated Jun 10, 2024Jun 10, 2024

    • MultistageNN

      Public
      Codes associated with the manuscript titled "Multi-stage neural networks: Function approximator of machine precision"
      Python
      •
      MIT License
      •5•36•1•0•Updated Apr 17, 2024Apr 17, 2024

    • pinn_clusters

      Public
      Accompanying code for paper: "1D Ice Shelf Hardness Inversion: Clustering Behavior and Collocation Resampling in Physics-Informed Neural Networks" by Yunona Iwasaki and Ching-Yao Lai. We document the codes used to train PINNs for 1D ice-shelf inverse modeling and to analyze training results over repeated trials.
      Jupyter Notebook
      •
      MIT License
      •1•2•0•0•Updated Mar 14, 2024Mar 14, 2024

    • Environments

      Public
      This repo provides the environments suitable for running our codes on Della-gpu, group workstation, and your local machine
      0•1•0•0•Updated Sep 1, 2022Sep 1, 2022

    • slurm_tool

      Public
      Tools for generating and submitting jobs on Princeton cluster
      Python
      •0•0•0•0•Updated Aug 9, 2022Aug 9, 2022

    • ServerMantaince

      Public
      tutorial for using workstation/cluster
      0•0•0•0•Updated May 26, 2022May 26, 2022

    • Antarctic-fracture-detection

      Public
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •7•0•0•0•Updated Sep 17, 2021Sep 17, 2021