Skip to content

@Centrum-IntelliPhysics Centrum IntelliPhysics

Change the repository type filter

All

    Repositories list

    19 repositories

    • Discovering-physics-and-system-parameters-with-DeepONet

      Public
      This repository contains DeepONet frameworks for identifying system parameters from just few sensor measurements and discovering physics.
      Jupyter Notebook
      •
      Apache License 2.0
      •2•0•0•0•Updated Mar 29, 2026Mar 29, 2026

    • PDEControl_DPC

      Public
      Jupyter Notebook
      •
      MIT License
      •0•4•0•0•Updated Mar 29, 2026Mar 29, 2026

    • Neural-Operator-for-Traumatic-Brain-Injury

      Public
      Benchmarking neural operators for data-driven modeling of traumatic brain injury
      Python
      •
      MIT License
      •0•0•0•0•Updated Mar 29, 2026Mar 29, 2026

    • Benchmark-Data--Phase-field-fracture-in-hyperelastic-material

      Public
      Data and code associated with: Phase-Field Fracture Simulation Dataset; Hyperelastic Multi-Crack Response Under Loading and Unloading
      MIT License
      •1•3•0•0•Updated Mar 29, 2026Mar 29, 2026

    • local-neural-operator-time-stepper-instead-of-just-time-stepper

      Public
      This software implements data-driven local Neural Operators (NOs) trained on short-time data, learning local time-stepping dynamics (local in time). We integrat…
      Jupyter Notebook
      •
      MIT License
      •1•2•0•0•Updated Mar 29, 2026Mar 29, 2026

    • Mixed-Insults-Aortic-Aneurysm

      Public
      Jupyter Notebook
      •
      MIT License
      •0•0•0•0•Updated Mar 29, 2026Mar 29, 2026

    • Physics-Informed-Latent-DeepONet

      Public
      Physics-Informed Latent Neural Operator (PI-Latent-NO) learns solution operators in a reduced latent space and reconstructs high-fidelity outputs entirely throu…
      Python
      •
      MIT License
      •1•3•0•0•Updated Mar 28, 2026Mar 28, 2026

    • Neural-Operators-for-Natural-Hazards

      Public
      Neural operators for modeling stochastic response to seismic and wind excitations.
      Jupyter Notebook
      •
      MIT License
      •2•4•0•0•Updated Mar 28, 2026Mar 28, 2026

    • Time-Marching-Neural-Operator-FE-Coupling

      Public
      This repository contains the code for coupling FEniCS with Physics-Informed DeepONet
      Python
      •
      Apache License 2.0
      •3•19•1•0•Updated Mar 28, 2026Mar 28, 2026

    • DeepONet-Efficient-Training-with-Random-Sampling

      Public
      Efficient Training of Deep Neural Operator Networks via Randomized Sampling
      Jupyter Notebook
      •
      Apache License 2.0
      •3•4•0•0•Updated Mar 27, 2026Mar 27, 2026

    • Conference-and-Seminar-Presentations

      Public
      This repository contains the slides from the conference or seminar presentation of the group members
      Apache License 2.0
      •1•6•0•0•Updated Mar 27, 2026Mar 27, 2026

    • Artificial-Intelligence-in-Predictive-Health-and-Laboratory-Research

      Public
      The Repository contains the slides and the python scripts for the workshop titled Artificial Intelligence in Predictive Health and Laboratory Research: A Hands-…
      Jupyter Notebook
      •
      Creative Commons Zero v1.0 Universal
      •0•0•0•0•Updated Mar 27, 2026Mar 27, 2026

    • 2025_NASA_DNV_UQ

      Public
      Codes used to solve the NASA and DNV Challenge on Optimization under Uncertainty 2025.
      Python
      •
      MIT License
      •0•3•0•0•Updated Mar 27, 2026Mar 27, 2026

    • Benchmark_Data_Phase_field_fracture_in_fgm

      Public
      Data and code associated with: Phase-Field Fracture Simulation Dataset; Functionally graded material under quasi static loading; Hard and soft inclusions
      Creative Commons Zero v1.0 Universal
      •1•2•0•0•Updated Mar 26, 2026Mar 26, 2026

    • GNS_vs_NOs

      Public
      Comparing generalization performance of GNS against NOs for solving time-dependent PDEs.
      Python
      •
      Creative Commons Zero v1.0 Universal
      •1•5•0•0•Updated Mar 25, 2026Mar 25, 2026

    • TI-DeepONet-for-Stable-Long-Term-Extrapolation

      Public
      We introduce two frameworks: TI-DeepONet and TI(L)-DeepONet; frameworks that integrate neural operators with adaptive numerical time-stepping techniques to pres…
      Jupyter Notebook
      •
      Creative Commons Zero v1.0 Universal
      •0•2•0•0•Updated Mar 25, 2026Mar 25, 2026

    • From-FEM-to-Neural-Operators

      Public
      Drawing Parallels between FEM, PINNs and Neural Operators
      Jupyter Notebook
      •
      MIT License
      •1•1•0•0•Updated Mar 19, 2026Mar 19, 2026

    • RepliCan-Latent-DeepONet

      Public
      Validate the brittle fracture results of Latent-DeepONet
      Jupyter Notebook
      •
      MIT License
      •0•0•0•0•Updated Mar 17, 2026Mar 17, 2026

    • .github

      Public
      MIT License
      •0•0•0•0•Updated Jul 15, 2025Jul 15, 2025
    ProTip! When viewing an organization's repositories, you can use the props. filter to filter by custom property.