Choo-choo

FMIFlux.jl is a free-to-use software library for the Julia programming language, which offers the ability to place FMUs (fmi-standard.org) everywhere inside of your ML topologies and still keep the resulting model trainable with a standard (or custom) FluxML training process.

Efficient, Accurate, and Streamlined Training of Physics-Informed Neural Networks

Finds relationships between the parameters of a mathematical model

Tools to generate and study moment equations for any chemical reaction network using various moment closure approximations

A Petri net modeling framework for the Julia programming language

Methods for computational information geometry

SBML differential equation and chemical reaction model (Gillespie simulations) for Julia's SciML ModelingToolkit

High-level model-order reduction to automate the acceleration of large-scale simulations

An interface for accelerated simulation of high-dimensional collisionless and electrostatic plasmas.

Create parameter estimation problems for ODE models

A full stack simulator of quantum hardware, from the low-level analog physics to high-level network dynamics. Includes discrete event simulator, symbolic representation for quantum object, and works with many backend simulators.

DPFEHM: A Differentiable Subsurface Flow Simulator

A turbulence-convection single column model cloud parameterization.

Simulation of simple controls problems in Julia

A library of systems of partial differential equations, as defined with ModelingToolkit.jl in Julia

A component library based on ModelingToolkit

ParameterEstimation.jl is a Julia package for estimating parameters and initial conditions of ODE models given measurement data.

Julia Catalyst.jl importers for various reaction network file formats like BioNetGen and stoichiometry matrices

Stochastic delay differential equations (SDDE) solvers for the SciML scientific machine learning ecosystem

Tools for the Simulation and Execution of Quantum Annealing Algorithms

Simulate quantum systems consisting of many spins interacting via dipole-dipole interaction

Builds conductance based neural networks iteratively, from ion channels and synapses

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A tool to solve optimal control problem

Implementations of Infinitesimal Continuous Normalizing Flows Algorithms in Julia

Symbolic-Numeric Universal Differential Equations for Automating Scientific Machine Learning (SciML)

Piecewise Deterministic Markov Processes in Julia

Astrodynamics with units! Provides common astrodynamics calculations, plotting, and iterative Halo, Kepler, and Lambert solvers.

Astrodynamics with units! Provides common astrodynamics calculations, plotting, and iterative Halo, Kepler, and Lambert solvers.

Common interface bindings for the MATLAB ODE solvers via MATLAB.jl for the SciML Scientific Machine Learning ecosystem

Deprecated package (use instead Modia.jl)

A package to calibrate atmospheric turbulence and convection parameterizations using gradient-free ensemble Kalman methods

Population and community dynamics on spatial graphs, in julia. (formerly EcoDynamics.jl)

Finite State Projection algorithms for chemical reaction networks

General Relativistic Orbital Dynamics in Julia

A simulator for ecological dynamics written in Julia.

From Semiconductor to TransistorLevel Modeling in Julia

Julia package for multicellular modeling

MeshGraphNets.jl is a software package for the Julia programming language that provides an implementation of the MeshGraphNets framework by Google DeepMind for simulating mesh-based physical systems via graph neural networks.