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Laura Mansfield's Projects

dl-imperial-maths icon dl-imperial-maths

Code and assignment repository for the Imperial College Mathematics department Deep Learning course

eki_obs icon eki_obs

Calibrate AD99 tropical gravity wave parameters (cw_tropics, Bt_eq) in MiMA to observations of the QBO (period, amplitude) using Ensemble Kalman Inversion

ensemblekalmanprocesses.jl icon ensemblekalmanprocesses.jl

Implements Optimization and approximate uncertainty quantification algorithms, Ensemble Kalman Inversion, and Ensemble Kalman Processes.

introduction-to-python-programming-for-mpecdt icon introduction-to-python-programming-for-mpecdt

Introduction to programming for new students in the Centre for Doctoral Training in Mathematics of Planet Earth. Based on the book "A Primer on Scientific Programming with Python" by Hans Petter Langtangen.

lm2612.github.io icon lm2612.github.io

Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes

mcmc icon mcmc

C++ & R code for Markov Chain Monte Carlo estimation (Gibbs sampling, MH random walk, various flavors of adaptive MCMC, etc), and functions relevant to the truncated multivariate Gaussian distribution

mima icon mima

Model of an idealized Moist Atmosphere: Intermediate-complexity General Circulation Model with full radiation

mima_analysis icon mima_analysis

Repo for analyzing outputs of MiMA. Allows plots of zonal mean zonal winds, QBO, SSWs, and gwd. Also calculates of number of SSWs and period and amplitude of QBO.

mtmw14 icon mtmw14

coursework for Numerical Modelling of Atmospheres and Oceans

prml icon prml

PRML algorithms implemented in Python

styles icon styles

Official repository for Citation Style Language (CSL) citation styles.

wavenet_uq icon wavenet_uq

WaveNet with Uncertainty Quantification. We use deep ensembles of neural networks to estimate parametric uncertainty in the gravity wave emulator, WaveNet (Espinosa et al., 2022). These emulate the gravity wave parameterization (Alexander & Dunkerton, 1999; AD99) within the climate model MiMA.

windspharm icon windspharm

A Python library for spherical harmonic computations on vector winds.

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