An improved and generic PINNs for fluid dynamic analysis is proposed. This approach incorporates three key improvements: residual-based adaptive sampling, which automatically samples points in areas with larger residuals; adaptive loss weights, which balance the loss terms effectively; and the utilization of the DE optimization algorithm
☆33Aug 11, 2023Updated 2 years ago
Alternatives and similar repositories for An-improved-PINNs-with-the-adaptive-weight-sampling-and-DE-algorithm
Users that are interested in An-improved-PINNs-with-the-adaptive-weight-sampling-and-DE-algorithm are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆17Apr 18, 2024Updated last year
- ☆95Nov 25, 2024Updated last year
- The code used, and a docker image to run it, of the paper `Exploiting locality and physical invariants to design effective Deep Reinforce…☆13Dec 10, 2019Updated 6 years ago
- A pytorch implementaion of physics informed neural networks for two dimensional NS equation☆194Apr 7, 2024Updated last year
- 复现CICP论文提出的几种改进PINN性能的方法☆24Jul 2, 2025Updated 8 months ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- ☆10Nov 10, 2022Updated 3 years ago
- This is the source code for our paper "Towards high-accuracy deep learning inference of compressible turbulent flows over aerofoils"☆34Mar 11, 2024Updated 2 years ago
- Flow solver for Darcy convection, based on the Advanced Finite Difference code AFiD☆10Feb 7, 2025Updated last year
- Physics-informed neural networks for two-phase flow problems☆77Oct 2, 2025Updated 5 months ago
- ML-based Surrogate Models to enhance CFD solvers by solving the Pressure Poisson Equation☆10Jan 15, 2026Updated 2 months ago
- PINN_Platform_Backend☆11Dec 6, 2023Updated 2 years ago
- DRLFluent: a distributed co-simulation framework coupling reinfocement learning and computational fluids dynamics on HPC.☆13May 27, 2025Updated 10 months ago
- Enhancing PINNs for Solving PDEs via Adaptive Collocation Point Movement and Adaptive Loss Weighting☆41Apr 14, 2023Updated 2 years ago
- Open-source toolkit that provides finite element model based optimization frameworks for generating training data and machine learning mo…☆27Oct 3, 2025Updated 5 months ago
- End-to-end encrypted email - Proton Mail • AdSpecial offer: 40% Off Yearly / 80% Off First Month. All Proton services are open source and independently audited for security.
- Physics-Informed Neural Networks Trained with Particle Swarm Optimization☆28Sep 20, 2022Updated 3 years ago
- Kolmogorov-Arnold Networks (KAN) using Jacobi polynomials instead of B-splines.☆40May 9, 2024Updated last year
- 🌏Forcast CO2 emissions using a Machine Learning models based on vehicle specifications like engine size, cylinders, and fuel consumption…☆12Mar 22, 2024Updated 2 years ago
- Numerical assessments of a nonintrusive surrogate model based on recurrent neural networks and proper orthogonal decomposition: Rayleigh …☆10Dec 2, 2022Updated 3 years ago
- Physics-informed neural network for solving fluid dynamics problems☆269Jan 28, 2021Updated 5 years ago
- Code to the Publication Meshfree Simulation of Metal Cutting: An Updated Lagrangian Approach with Dynamic Refinement☆13Jul 10, 2019Updated 6 years ago
- 一个简易的模块化物理信息神经网络实现(PINN)☆56Nov 17, 2025Updated 4 months ago
- Physics Informed Neural Networks (PINNs) + SPINNs + HyperPINNs + Adaptative Loss Weights with JAX 📓 Check out our various notebooks to g…☆45Mar 23, 2026Updated last week
- CONES: This git repository aims to couple the CFD software OpenFOAM with any other kind of open-source codes. It is currently employed to…☆16Oct 30, 2024Updated last year
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- Original implementation of fast PINN optimization with RBA weights☆71Sep 11, 2025Updated 6 months ago
- ☆21Apr 21, 2023Updated 2 years ago
- Prometheus exporter for Amazon Smart Air Quality Monitor☆12Jan 21, 2022Updated 4 years ago
- 基于 RSSHUB，Onebot HTTP 协议 独立运行的推特推送模块☆14Aug 8, 2022Updated 3 years ago
- CEBGAN and airfoil optimization code associated with our accepted JMD 2021 paper: "Inverse Design of 2D Airfoils using Conditional Genera…☆10Jan 5, 2022Updated 4 years ago
- A physics-informed deep learning architecture for inferring bubble dynamics☆15May 18, 2023Updated 2 years ago
- Free learning resources on CFD, ML, HPC, and scientific writing☆34Nov 1, 2025Updated 4 months ago
- Direct Mesh-free Topology Optimization using Neural Networks☆22Sep 22, 2023Updated 2 years ago
- Repository for the codes in my upcoming book on Machine Learning☆12Sep 27, 2024Updated last year
- Simple, predictable pricing with DigitalOcean hosting • AdAlways know what you'll pay with monthly caps and flat pricing. Enterprise-grade infrastructure trusted by 600k+ customers.
- An adaptive/incremental kNN and Range Search query implementation in Julia☆11May 6, 2023Updated 2 years ago
- Official implementation of paper "BBOPlace-Bench: Benchmarking Black-Box Optimization for Chip Placement".☆28Dec 19, 2025Updated 3 months ago
- Graded Multiscale Fluid Topology Optimization using Neural Networks☆22Jun 5, 2023Updated 2 years ago
- Code for reproducing the experiments in the paper "On Conditional Diffusion Models for PDE Simulations".☆26Nov 6, 2024Updated last year
- Implementation of followinf estimation algorithms in python: Kalman Filter, Extended Kalman Filter, Unscented Kalman Filter, Cubature Kal…☆11Dec 2, 2023Updated 2 years ago
- keras-regression-cnns☆11Dec 23, 2019Updated 6 years ago
- code☆19Sep 8, 2023Updated 2 years ago