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bernhardahrens's Projects

binns icon binns

Biologically-informed neural networks

diffeqflux.jl icon diffeqflux.jl

Universal neural differential equations with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods

dovsod_neuralodes icon dovsod_neuralodes

code for "Discretize-Optimize vs. Optimize-Discretize for Time-Series Regression and Continuous Normalizing Flows".

israd icon israd

Repository for the development and release of ISRaD data and tools

land icon land

Everything within the Land model (Soil Plant Atmosphere Module, Land Hydrology, etc)

modelingtoolkit.jl icon modelingtoolkit.jl

A modeling framework for automatically parallelized scientific machine learning (SciML) in Julia. A computer algebra system for integrated symbolics for physics-informed machine learning and automated transformations of differential equations

neuralpde.jl icon neuralpde.jl

Physics-Informed Neural Networks (PINN) and Deep BSDE Solvers of Differential Equations for Scientific Machine Learning (SciML) accelerated simulation

rscape icon rscape

R package for base respiration and Q10 estimation

spectral.methods icon spectral.methods

:exclamation: This is a read-only mirror of the CRAN R package repository. spectral.methods — Singular Spectrum Analysis (SSA) Tools for Time Series Analysis

universal_differential_equations icon universal_differential_equations

Repository for the Universal Differential Equations for Scientific Machine Learning paper, describing a computational basis for high performance SciML

worlddynamics.jl icon worlddynamics.jl

An open-source framework written in Julia for global integrated assessment models.

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