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@YaoGroup

Lai Research Group

A guide of our computing infrastructure is available via the link below

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  1. MultistageNN MultistageNN Public

    Codes associated with the manuscript titled "Multi-stage neural networks: Function approximator of machine precision"

    Python 35 5

  2. DIFFICE_jax DIFFICE_jax Public

    Differentiable neural-network solver for data assimilation of ice shelves written in JAX

    Jupyter Notebook 9 1

  3. pinn_clusters 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 t…

    Jupyter Notebook 2 1

  4. Environments Environments Public

    This repo provides the environments suitable for running our codes on Della-gpu, group workstation, and your local machine

    1

  5. ice_1D_pinn 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 I…

    Python 1

  6. ServerMantaince ServerMantaince Public

    tutorial for using workstation/cluster

Repositories

Showing 9 of 9 repositories
  • DIFFICE_jax Public

    Differentiable neural-network solver for data assimilation of ice shelves written in JAX

    YaoGroup/DIFFICE_jax’s past year of commit activity
    Jupyter Notebook 9 MIT 1 0 0 Updated Aug 12, 2024
  • ToyExample Public

    Hello! This the is toy project for new comers uploading their first change.

    YaoGroup/ToyExample’s past year of commit activity
    0 0 0 0 Updated Jun 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.

    YaoGroup/ice_1D_pinn’s past year of commit activity
    Python 1 MIT 0 0 0 Updated Jun 10, 2024
  • MultistageNN Public

    Codes associated with the manuscript titled "Multi-stage neural networks: Function approximator of machine precision"

    YaoGroup/MultistageNN’s past year of commit activity
    Python 35 MIT 5 1 0 Updated Apr 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.

    YaoGroup/pinn_clusters’s past year of commit activity
    Jupyter Notebook 2 MIT 1 0 0 Updated Mar 14, 2024
  • Environments Public

    This repo provides the environments suitable for running our codes on Della-gpu, group workstation, and your local machine

    YaoGroup/Environments’s past year of commit activity
    1 0 0 0 Updated Sep 1, 2022
  • slurm_tool Public

    Tools for generating and submitting jobs on Princeton cluster

    YaoGroup/slurm_tool’s past year of commit activity
    Python 0 0 0 0 Updated Aug 9, 2022
  • ServerMantaince Public

    tutorial for using workstation/cluster

    YaoGroup/ServerMantaince’s past year of commit activity
    0 0 0 0 Updated May 26, 2022
  • Antarctic-fracture-detection Public Forked from chingyaolai/Antarctic-fracture-detection
    YaoGroup/Antarctic-fracture-detection’s past year of commit activity
    Jupyter Notebook 0 GPL-3.0 7 0 0 Updated Sep 17, 2021

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