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Search results for python differential equations
differential-equations
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65 search results found
Differentialequations.jl
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2,689
Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential equations (SDEs), delay differential equations (DDEs), differential-algebraic equations (DAEs), and more in Julia.
Torchsde
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1,357
Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
Diffrax
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1,131
Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/
Brian2
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838
Brian is a free, open source simulator for spiking neural networks.
Scimltutorials.jl
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698
Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.
Neurodiffeq
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576
A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, including at Harvard IACS.
Diffeqpy
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456
Solving differential equations in Python using DifferentialEquations.jl and the SciML Scientific Machine Learning organization
Brainpy
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438
Brain Dynamics Programming in Python
Torchcde
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361
Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.
Neuralcde
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352
Code for "Neural Controlled Differential Equations for Irregular Time Series" (Neurips 2020 Spotlight)
Wavetorch
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348
🌊 Numerically solving and backpropagating through the wave equation
Scimlbenchmarks.jl
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279
Scientific machine learning (SciML) benchmarks, AI for science, and (differential) equation solvers. Covers Julia, Python (PyTorch, Jax), MATLAB, R
Amadia
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245
Astus' Mathematical Display Application : A GUI for Mathematics (Calculator, LaTeX Converter, Plotter, ... )
Scikit Fmm
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232
scikit-fmm is a Python extension module which implements the fast marching method.
Pina
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195
Physics-Informed Neural networks for Advanced modeling
Easy Neural Ode
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186
Code for the paper "Learning Differential Equations that are Easy to Solve"
Fbpinns
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110
Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs)
Amici
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105
Advanced Multilanguage Interface to CVODES and IDAS
Numerical Methods Python
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72
Numerical methods implementation in Python.
Pyrates
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68
Open-source, graph-based Python code generator and analysis toolbox for dynamical systems (pre-implemented and custom models). Most pre-implemented models belong to the family of neural population models.
Tensordiffeq
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60
Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed computing
Heyoka.py
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57
Python library for ODE integration via Taylor's method and LLVM
Brian2cuda
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56
A brian2 extension to simulate spiking neural networks on GPUs
Fasterneuraldiffeq
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52
Code for "'Hey, that's not an ODE:' Faster ODE Adjoints via Seminorms" (ICML 2021)
Double_pendulum
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49
Animations of random double pendulums
Neurallaplace
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48
Neural Laplace: Differentiable Laplace Reconstructions for modelling any time observation with O(1) complexity.
Epde
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47
EPDE - partial differential equations discovery framework
Stg Ncde
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45
"Graph Neural Controlled Differential Equations for Traffic Forecasting", AAAI 2022
Ukf Snmpc
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44
This repository contains the source code for “Unscented Kalman filter stochastic nonlinear model predictive control” (UKF-SNMPC).
Torch_de_solver
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42
Combines power of torch, numerical methods to conquer and solve ALL {O,P}DEs
Odeintw
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39
odeintw provides a wrapper of scipy.integrate.odeint that allows it to handle complex and matrix differential equations.
Poisson Solver 2d
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34
Finite difference solution of 2D Poisson equation. Can handle Dirichlet, Neumann and mixed boundary conditions.
Pydiffgame
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29
PyDiffGame is a Python implementation of a Nash Equilibrium solution to Differential Games, based on a reduction of Game Hamilton-Bellman-Jacobi (GHJB) equations to Game Algebraic and Differential Riccati equations, associated with Multi-Objective Dynamical Control Systems
Cncc 2019
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24
Computational Neuroscience Crash Course (CNCC 2019)
Gpt Pinn
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22
Generative Pre-Trained Physics-Informed Neural Networks Implementation
Nvidia Modulus Airfoil Optimisation
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20
Using NVIDIA modulus for airfoil optimizations at different angles.
Scipydiffeq.jl
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20
Wrappers for the SciPy differential equation solvers for the SciML Scientific Machine Learning organization
Pararealml
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19
A machine learning boosted parallel-in-time differential equation solver framework.
Schrodingers Equation Solution By Neural Network
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17
Artifitial Neural Networks for Solving Ordinary and Partial Differential Equations, in this case, Schrodinger's Equation for One Particle in a 1-Dimentional Box
Pycobi
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14
Python package for automated bifurcation analysis and parameter continuations, based on Auto-07p.
Tensorflowdiffeq.jl
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14
Using TensorFlow for physics-informed neural networks for scientific machine learning (SciML)
Odecrop
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14
[TGRS21] Crop Classification under Varying Cloud Cover with Neural Ordinary Differential Equations
Scimlbenchmarksoutput
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13
SciML-Bench Benchmarks for Scientific Machine Learning (SciML), Physics-Informed Machine Learning (PIML), and Scientific AI Performance
Double Pendulum Motion Animation
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12
Animation of the motion a double-pendulum. Both Julia and Python versions of the code are given.
Psst
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12
A Tutorial for Parallelised Scalable Simulations in TensorFlow
Simframe
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11
Python framework for setting up and running scientific simulations. It comes with a variety of integration schemes and some infrastructure of reading and writing data files.
Extensisq
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11
Extend scipy.integrate with various methods for solve_ivp
Lt Ocf
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10
LT-OCF: Learnable-Time ODE-based Collaborative Filtering, CIKM'21
Leibniz
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10
Leibniz is a python package which provide facilities to express learnable partial differential equations with PyTorch
Covid19
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10
A set of "real-time" covid19 county-level dashboards w/ national and state choropleths for monitoring localized infection resurgences as distancing, testing and tracing measures evolve.
Progmod
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8
Programmering og modellering
Engcomp3_tourdynamics
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8
Tour of the dynamics of change and motion using computational thinking with Python
Context
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7
Software for contour extraction and mesh generation for numerical analysis
Vfgen
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7
Source code generator for differential equation solvers.
Moccasin
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7
MOCCASIN translates basic ODE-based MATLAB models of biological processes into SBML format.
Numeric Python
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7
Covers a variety of computational topics including integration, differential equations, statistical analysis and signal processing.
Sdd Gp Mpc
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6
This repository contains the source code for "Stochastic data-driven model predictive control using Gaussian processes" (SDD-GP-MPC).
Infinite Square Well Schrodinger Equation
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6
Analytical solution to the Time-Dependent Schrodinger equation for a particle in an infinite square well
Adv Optimization Physics Py
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6
🌌🛩 𝗻𝘂𝗺𝗲𝗿𝗶𝗰𝗮𝗹 𝗺𝗲𝘁𝗵𝗼𝗱𝘀 𝗳𝗼𝗿 𝗽𝗵𝘆𝘀𝗶𝗰𝘀: 𝗱𝗶𝗳𝗳𝗲𝗿𝗲𝗻𝘁𝗶𝗮𝘁𝗶𝗼𝗻, 𝗼𝗿𝗱𝗶𝗻𝗮𝗿𝘆, 𝗮𝗱𝘃𝗲𝗰𝘁𝗶𝗼𝗻 𝗮𝗻𝗱 𝗵𝘆𝗽𝗲𝗿𝗯𝗼𝗹𝗶𝗰 𝗽𝗮𝗿𝘁𝗶𝗮𝗹 𝗱𝗶𝗳𝗳𝗲𝗿𝗲𝗻𝘁𝗶𝗮𝗹 𝗲𝗾𝘀
Firedrake Ts
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6
The firedrake-ts library provides an interface to PETSc TS for the scalable solution of DAEs arising from the discretization of time-dependent PDEs.
Finitedifference_pricing
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5
Pricing derivatives using the explicit finite-difference method
Computational Physics Solutions
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5
This project's aim is to provide a sample of my abilities in the form of a challange. The challange is to provide a solution to all exercises in the book Computational Physics by Mark Newman
Dae Scipy
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5
Modifications of Scipy's implicit solvers for the solution of differential-algebraic equations (DAEs)
Three Body Problem Gravitational System
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5
A python code to calculate planetary orbits in a three-body gravitational system. The code can demonstrate how one planet affects the orbit of another planet. As an example, Earth, Jupiter, Sun system is analyzed.
Ecbnn
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5
Extrapolative Continuous-time Bayesian Neural Network for Fast Training-free Test-time Adaptation (NeurIPS 2022)
Differentiable_t1d
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5
Differentiable simulators for Type 1 Diabetes research in Jax and PyTorch
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