Reliable extrapolation of deep neural operators informed by physics or sparse observations
☆30Jun 4, 2023Updated 3 years ago
Alternatives and similar repositories for deeponet-extrapolation
Users that are interested in deeponet-extrapolation are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Multifidelity deep neural operators for efficient learning of partial differential equations with application to fast inverse design of n…☆44Jul 12, 2023Updated 3 years ago
- A Deep Learning Approach to Solving PDEs: Implementing Neural Networks with Pytorch and Jax☆10Apr 27, 2023Updated 3 years ago
- Repository for sharing code and data assocaited with En-DeepONet architecture☆38Jan 15, 2024Updated 2 years ago
- MIONet: Learning multiple-input operators via tensor product☆47Nov 13, 2022Updated 3 years ago
- Fourier-MIONet: Fourier-enhanced multiple-input neural operators for multiphase modeling of geological carbon sequestration☆19Sep 7, 2024Updated 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.
- A simple Linux command-line utility which submits a job to one of the multiple GPU servers☆12Aug 16, 2024Updated 2 years ago
- A comprehensive study of non-adaptive and residual-based adaptive sampling for physics-informed neural networks☆107Oct 24, 2022Updated 4 years ago
- PINN Implementation for IJCAI paper, "Physics-Informed Neural Networks: Minimizing Residual Loss with Wide Networks and Effective Activat…☆23Jun 19, 2024Updated 2 years ago
- ☆27Jul 7, 2022Updated 4 years ago
- A comprehensive and fair comparison of two neural operators (with practical extensions) based on FAIR data☆401Jul 14, 2023Updated 3 years ago
- DeepONets, (Fourier) Neural Operators, Physics-Informed Neural Operators, and more in Julia☆292Sep 28, 2024Updated 2 years ago
- Contains implementation of PINN using Tensorflow 2.4.0☆14Apr 28, 2023Updated 3 years ago
- ☆15Mar 19, 2024Updated 2 years ago
- Gradient-enhanced physics-informed neural networks for forward and inverse PDE problems☆115Apr 15, 2022Updated 4 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.
- Implementing a physics-informed DeepONet from scratch☆66Jul 9, 2023Updated 3 years ago
- Source code of 'Deep transfer operator learning for partial differential equations under conditional shift'.☆87Aug 4, 2023Updated 3 years ago
- ☆17Jan 18, 2024Updated 2 years ago
- Source code of "Learning nonlinear operators in latent spaces for real-time predictions of complex dynamics in physical systems."☆88Apr 24, 2025Updated last year
- ☆49Dec 7, 2022Updated 3 years ago
- Fourier-DeepONet: Fourier-enhanced deep operator networks for full waveform inversion with improved accuracy, generalizability, and robus…☆40Dec 29, 2023Updated 2 years ago
- ☆11Mar 18, 2023Updated 3 years ago
- FastVPINNs - A tensor-driven acceleration of VPINNs for complex geometries☆48Feb 2, 2025Updated last year
- Tutorials on deep learning, Python, and dissipative particle dynamics☆229Mar 21, 2026Updated 7 months ago
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- code for Ambient Noise Full Waveform Inversion with Neural Operators☆28Apr 1, 2026Updated 6 months ago
- Semi-supervised Invertible Neural Operators for Bayesian Inverse Problems☆16May 27, 2024Updated 2 years ago
- EMT simulation program☆10Mar 4, 2021Updated 5 years ago
- Effective data sampling strategies and boundary condition constraints of physics-informed neural networks for identifying material proper…☆26Jul 3, 2023Updated 3 years ago
- ☆24Mar 3, 2023Updated 3 years ago
- This repository contains the code for the paper: Deciphering and integrating invariants for neural operator learning with various physica…☆13Mar 18, 2024Updated 2 years ago
- Papers and codes of Physics-informed Deep Compositional Operator Network☆15Oct 31, 2025Updated 11 months ago
- ☆202Apr 3, 2025Updated last year
- Neural operator learning of heterogeneous mechanobiological insults contributing to aortic aneurysms☆12Nov 4, 2024Updated last year
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- ☆433Dec 3, 2022Updated 3 years ago
- This is the implementation of the RecFNO.☆28Feb 21, 2023Updated 3 years ago
- Deep renormalized Mori-Zwanzig (DrMZ) Julia package.☆17Jun 1, 2023Updated 3 years ago
- ☆44Jul 22, 2024Updated 2 years ago
- 2nd Order Wave Equation PINN Solution/ TensorFlow & PyTorch☆37Aug 2, 2022Updated 4 years ago
- ☆57Oct 9, 2022Updated 4 years ago
- Applications of PINOs☆151Oct 10, 2022Updated 4 years ago