
SciANN
 Referenced in 16 articles
[sw38344]
 wrapper for scientific computations and physicsinformed deep learning using artificial neural networks. In this ... package for scientific computing and physicsinformed deep learning using artificial neural networks. SciANN uses ... batch optimization and model reuse for transfer learning. SciANN is designed to abstract neural network ... partial differential equations (PDE) using the physicsinformed neural networks (PINN) architecture, therefore providing...

NeuralPDE.jl
 Referenced in 38 articles
[sw39548]
 equations using scientific machine learning (SciML) techniques such as physicsinformed neural networks (PINNs...

DeepXDE
 Referenced in 66 articles
[sw32456]
 learning library for solving differential equations. Deep learning has achieved remarkable success in diverse applications ... Here, we present an overview of physicsinformed neural networks (PINNs), which embed ... rapid development of the emerging Scientific Machine Learning field...

PDENetGen
 Referenced in 1 article
[sw37737]
 While deep learning frameworks open avenues in physical science, the design of physicallyconsistent deep ... open issue. In the spirit of physicsinformed NNs, PDENetGen package provides new means...

TensorDiffEq
 Referenced in 1 article
[sw39549]
 Solvers for Physics Informed Neural Networks. PhysicsInformed Neural Networks promise to revolutionize science ... practice, by introducing domainaware deep machine learning models into scientific computation. Several software suites...

PINNeik
 Referenced in 2 articles
[sw42324]
 based on the emerging paradigm of physicsinformed neural networks (PINNs). By minimizing a loss ... demonstrate how the proposed algorithm harnesses machine learning techniques like transfer learning and surrogate modeling...

Matlab
 Referenced in 13702 articles
[sw00558]
 MATLAB® is a highlevel language and interactive...

NetworkX
 Referenced in 168 articles
[sw00616]
 NetworkX (NX) is a Python package for the...

TISEAN
 Referenced in 173 articles
[sw00967]
 Practical implementation of nonlinear time series methods: The...

LBFGSB
 Referenced in 200 articles
[sw01234]
 Algorithm 778: LBFGSB Fortran subroutines for...

EnKF
 Referenced in 441 articles
[sw02066]
 EnKFThe Ensemble Kalman Filter The EnKF is...

LBFGS
 Referenced in 852 articles
[sw03229]
 Algorithm 778: LBFGSB Fortran subroutines for...

COMSOL
 Referenced in 460 articles
[sw04091]
 The COMSOL Multiphysics engineering simulation software environment facilitates...

FLUENT
 Referenced in 447 articles
[sw04263]
 FLUENT is a Computational Fluid Dynamics (CFD) code...

FEniCS
 Referenced in 856 articles
[sw04314]
 The FEniCS Project is a collaborative project for...

OpenFOAM
 Referenced in 555 articles
[sw04317]
 The OpenFOAM® (Open Field Operation and Manipulation) CFD...

DACE
 Referenced in 188 articles
[sw04715]
 DACE, Design and Analysis of Computer Experiments, is...

Stony Brook
 Referenced in 95 articles
[sw05040]
 The Stony Brook Algorithm Repository mainly for combinatorial...

LBFGSB
 Referenced in 431 articles
[sw05142]
 Algorithm 778: LBFGSB Fortran subroutines for...

Theano
 Referenced in 98 articles
[sw05894]
 Theano is a Python library that allows you...