Code for the paper "Structure-preserving neural networks" published in Journal of Computational Physics (JCP).
☆19Aug 18, 2023Updated 2 years ago
Alternatives and similar repositories for StructurePreservingNN
Users that are interested in StructurePreservingNN are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Code for the paper "Deep learning of thermodynamics-aware reduced-order models from data" published in Computer Methods in Applied Mechan…☆14Aug 18, 2023Updated 2 years ago
- ☆14Sep 23, 2024Updated last year
- Code for the paper "Thermodynamics-informed graph neural networks" published in IEEE Transactions on Artificial Intelligence (TAI).☆107Aug 22, 2024Updated last year
- ☆11Apr 2, 2021Updated 5 years ago
- TensorFlow PINN study for a couple of Fokker-Planck equations.☆13Jun 23, 2022Updated 3 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- This repository contains code for a project that trains a neural network to solve solid mechanics problems faster than the traditional fi…☆12Sep 28, 2023Updated 2 years ago
- Principal Geodesic Analysis in the Wasserstein space☆10Jun 19, 2018Updated 7 years ago
- ☆15Jan 26, 2023Updated 3 years ago
- ☆13May 30, 2024Updated last year
- Official implementation of "PhyGNNet: Solving spatiotemporal PDEs with Physics-informed Graph Neural Network"☆57May 30, 2023Updated 2 years ago
- Code for paper "Beyond Closure Models: Learning Chaotic Systems via Physics-Informed Neural Operators".☆16Dec 24, 2025Updated 4 months ago
- 1D and 2D Reservoir simulators for single-phase, two-phase flow in porous media with wells and gravity.☆22May 25, 2022Updated 3 years ago
- Deep renormalized Mori-Zwanzig (DrMZ) Julia package.☆17Jun 1, 2023Updated 2 years ago
- Source code for deep learning-based reduced order models in cardiac electrophysiology. Available on doi.org/10.1371/journal.pone.0239416.☆16Sep 7, 2023Updated 2 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- ☆18Dec 26, 2024Updated last year
- Code for "Robust flow field reconstruction from limited measurements vis sparse representation" (J. Callaham, K. Maeda, and S. Brunton 20…☆14Oct 23, 2018Updated 7 years ago
- Code for the paper "Generative AI for fast and accurate statistical computation of fluids"☆56Aug 2, 2025Updated 9 months ago
- Implementation of 'Physics-Informed Neural Networks for Shell Structures' (European Journal of Mechanics A)☆47Aug 17, 2024Updated last year
- Operator Inference for data-driven, non-intrusive model reduction of dynamical systems.☆82Apr 7, 2026Updated 3 weeks ago
- A Backward Compatible -- Physics Informed Neural Network for Allen Cahn and Cahn Hilliard Equations☆37Feb 4, 2022Updated 4 years ago
- Code for data-assisted reduced-order modeling of extreme events in complex dynamical systems, available on arXiv: https://arxiv.org/abs/1…☆22Aug 22, 2018Updated 7 years ago
- Pseudospectral Kolmogorov Flow Solver☆43Oct 24, 2023Updated 2 years ago
- vi like repl bindings for julia-repl☆14May 14, 2023Updated 2 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- 油藏数值模拟☆12Apr 3, 2018Updated 8 years ago
- PARIS Simulator Code (an unofficial git mirror)☆12Apr 10, 2017Updated 9 years ago
- A deep learning approach to estimate stress distribution: a fast and accurate surrogate of finite-element analysis☆27Jun 14, 2018Updated 7 years ago
- custom LAMMPS fix used for Brownian Dynamics Simulation (Overdamped Langevin)☆18Sep 11, 2021Updated 4 years ago
- Algebraic Dynamic Mode Decomposition with Model Predictive Control☆24Feb 11, 2020Updated 6 years ago
- The Gerris based Solid-Fluid system solver☆13Apr 20, 2021Updated 5 years ago
- Spectral methods in matlab☆12Mar 27, 2025Updated last year
- Weight Initialization Schemes for Deep Learning Frameworks☆10Nov 4, 2024Updated last year
- Experiments from the paper "On Second Order Behaviour in Augmented Neural ODEs"☆61Sep 30, 2024Updated last year
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- Source code for deep learning-based reduced order models for nonlinear time-dependent parametrized PDEs. Available on doi.org/10.1007/s10…☆27Sep 7, 2023Updated 2 years ago
- Symbolic genetic algorithm for discovering open-form partial differential equations☆47Jun 21, 2022Updated 3 years ago
- Non-intrusive reduced order models using proper orthogonal decomposition (POD) and radial basis function (RBF) interpolation for shallow …☆23Apr 29, 2021Updated 5 years ago
- 11-785 Group Project: YouShen Poetry generation☆10Dec 23, 2020Updated 5 years ago
- ☆10Dec 26, 2025Updated 4 months ago
- ☆11Aug 26, 2024Updated last year
- Laminar flow prediction using graph neural networks☆32Jan 17, 2025Updated last year