Andrewpensoneault

Iowa City, IA / Boston, MA

Pinned Repositories

asynch
A numerical library for solving differential equations with a tree structure. Emphasis is given to hillslope-link river basin models.
Language:C1 1 00
bounded_gp_regression
Code used for Bounded GP presentation
Language:Jupyter Notebook0 2 00
CYOA
A simple OOP based Choose your own Adventure game implemented in Python
Language:HTML10
EKF-Parameter-Estimation
Extended Kalman Filter (Currently only contains OLS for Lotka–Volterra equation ODE)
Language:Matlab1 2 01
EnKF
A simple implementation of EnKF based on a simplified model described in "An asynchronous solver for systems of ODEs linked by a directed tree structure"
Language:Matlab1 2 00
ens_assim
A package to perform Ensemble based Data Assimilation in Python
Language:Python2 2 00
HMC-B-PINN---Jax-tutorial
B-PINN - Jax - HMC tutorial
Language:Jupyter Notebook8 1 10
Lorenz_63_Stochastic_Galerkin_EnKF
PCE-EnKF base on Dongbin Xiu's paper "A Generalized Polynomial Chaos Based Ensemble Kalman Filter"
Language:Matlab7 2 02
tensor_train_RNN
Data assimilation applied to the tensor-train RNN implemented in TensorFlow on Lorenz 63 for the long term forecasting
Language:Jupyter Notebook0 2 00
Matrix-Inversion
Final project for High Performance and Parallel Computing
Language:Cuda1 3 00

Andrewpensoneault's Repositories

Andrewpensoneault/HMC-B-PINN---Jax-tutorial
B-PINN - Jax - HMC tutorial
Language:Jupyter Notebook8 1 10
Andrewpensoneault/Lorenz_63_Stochastic_Galerkin_EnKF
PCE-EnKF base on Dongbin Xiu's paper "A Generalized Polynomial Chaos Based Ensemble Kalman Filter"
Language:Matlab7 2 02
Andrewpensoneault/ens_assim
A package to perform Ensemble based Data Assimilation in Python
Language:Python2 2 00
Andrewpensoneault/asynch
A numerical library for solving differential equations with a tree structure. Emphasis is given to hillslope-link river basin models.
Language:C1 1 00
Andrewpensoneault/CYOA
A simple OOP based Choose your own Adventure game implemented in Python
Language:HTML10
Andrewpensoneault/EKF-Parameter-Estimation
Extended Kalman Filter (Currently only contains OLS for Lotka–Volterra equation ODE)
Language:Matlab1 2 01
Andrewpensoneault/EnKF
A simple implementation of EnKF based on a simplified model described in "An asynchronous solver for systems of ODEs linked by a directed tree structure"
Language:Matlab1 2 00
Andrewpensoneault/bounded_gp_regression
Code used for Bounded GP presentation
Language:Jupyter Notebook0 2 00
Andrewpensoneault/tensor_train_RNN
Data assimilation applied to the tensor-train RNN implemented in TensorFlow on Lorenz 63 for the long term forecasting
Language:Jupyter Notebook0 2 00
Andrewpensoneault/andrewpensoneault.github.io
Personal Website
Language:HTML1 0
Andrewpensoneault/B-PINN
B-PINN
1 0
Andrewpensoneault/DAPPER
Data Assimilation Package in Python for Experimental Research (DAPPER)
Language:Python2 0
Andrewpensoneault/EKI-BNN---Jax-tutorial
JAX implementation of BNN utilizing Ensemble Kalman Inversion for Inference
Language:Jupyter Notebook1 0
Andrewpensoneault/eki_asynch
Tutorial for running EKI tests with asynch
Language:Jupyter Notebook1 0
Andrewpensoneault/flax
Flax is a neural network library for JAX that is designed for flexibility.
Language:Python1 0
Andrewpensoneault/Genetic-Algorithm
Genetic Algorithm as applied in Yao 94 with Elitism on noisy SIS ODE system optismized with GLS
Language:Matlab2 0
Andrewpensoneault/HPM
Hidden physics models: Machine learning of nonlinear partial differential equations
Language:MATLAB1 0
Andrewpensoneault/hydro_examples
Simple one-dimensional examples of various hydrodynamics techniques
Language:Jupyter Notebook1 0
Andrewpensoneault/IMDB-RottenTomato-Regression
Applied Probability and Statistics Project; Creating multiple linear regression for lifetime earnings with Boxoffice, IMDB/Rotten Tomatoes scores, and a number of other predictors to determine lifetime revenue for scifi horror movies.
Language:R1
Andrewpensoneault/Intro-Parallel-Computing
Notes from the Lecture series at the University of Iowa
Language:C2 0
Andrewpensoneault/jax
Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
Language:Python1 0
Andrewpensoneault/letkf
Automatically exported from code.google.com/p/miyoshi
Language:Fortran2 0
Andrewpensoneault/mlhiphy
Machine Learning for Hidden Physics and Partial Differential Equations
Language:Jupyter Notebook1 0
Andrewpensoneault/Modeling-Dengue-with-Controls
Code from my Modeling Biological Systems course spring 2014 modeling Dengue's spread with ODEs between humans and mosquitos, taking into account percipitation and tempeture, with controls. Collaboration between Jacklyn Hellreich, Kimberly Movsesian, and Andrew Pensoneault
Language:R2 11
Andrewpensoneault/python-package-example
A simple example of creating and consuming a distributable Python package.
Language:Python1 0
Andrewpensoneault/siam-latex
Modernization of the SIAM LaTeX classes.
Language:TeX0 0
Andrewpensoneault/storm_forecast_geilo_data_challenge_entry
My entry to the 2019 Geilo Winter School Data Challenge - CNN model
Language:Jupyter Notebook2 0
Andrewpensoneault/TDA-for-Streamflow-in-Iowa
A variant of TDA Mapper in R along with several scipts in R/MATLAB to interact with data
Language:R2 0
Andrewpensoneault/Text-Mining
Introduction to Text Mining in R script from presentation at UPSTAT
Language:R1
Andrewpensoneault/trax
Trax — Deep Learning with Clear Code and Speed
Language:Python1 0