kamilazdybal
Postdoctoral researcher at Empa. I like jazz music, apple pies, and camelCase.
Empa - Swiss Federal Laboratories for Materials Science and TechnologySwitzerland
Pinned Repositories
cost-function-manifold-assessment
Jupyter notebooks associated with the publication "Cost function for low-dimensional manifold topology assessment".
fluid-dynamics-and-transport-phenomena
Fluid dynamics and transport phenomena learning materials.
local-manifold-learning
Code and materials for the "Local manifold learning and its link to domain-based physics knowledge" paper.
nonlinear-decoding
Code and materials for the paper "Improving reduced-order models through nonlinear decoding of projection-dependent outputs".
PCAfold
Low-dimensional PCA-derived manifolds and everything in between!
POD-DMD-decompositions
POD and DMD decomposition of data from fluid dynamics. This work has been produced during my internship at the von Karman Institute for Fluid Dynamics under supervision of Professor Miguel A. Mendez.
pv-optimization
Code and materials for the paper "Optimizing progress variables for ammonia/hydrogen combustion using encoding-decoding networks".
PyhD
Useful Python resources for you PhD adventure!
python-for-academics
Python for Academics is a series of coding tutorials where you will learn how to automate your everyday academic life with Python.
ROM-of-reacting-flows-Springer
Programming examples shown in "Reduced-order modeling of reacting flows using data-driven approaches" (2022) Springer
kamilazdybal's Repositories
kamilazdybal/POD-DMD-decompositions
POD and DMD decomposition of data from fluid dynamics. This work has been produced during my internship at the von Karman Institute for Fluid Dynamics under supervision of Professor Miguel A. Mendez.
kamilazdybal/PCAfold
Low-dimensional PCA-derived manifolds and everything in between!
kamilazdybal/PyhD
Useful Python resources for you PhD adventure!
kamilazdybal/cost-function-manifold-assessment
Jupyter notebooks associated with the publication "Cost function for low-dimensional manifold topology assessment".
kamilazdybal/python-for-academics
Python for Academics is a series of coding tutorials where you will learn how to automate your everyday academic life with Python.
kamilazdybal/ROM-of-reacting-flows-Springer
Programming examples shown in "Reduced-order modeling of reacting flows using data-driven approaches" (2022) Springer
kamilazdybal/nonlinear-decoding
Code and materials for the paper "Improving reduced-order models through nonlinear decoding of projection-dependent outputs".
kamilazdybal/fluid-dynamics-and-transport-phenomena
Fluid dynamics and transport phenomena learning materials.
kamilazdybal/standard-atmosphere-calculator
Calculator of temperature, pressure and density at a user-specified altitude for the International Standard Atmosphere (ISA).
kamilazdybal/multipy
multipy: Python library for multicomponent mass transfer
kamilazdybal/objectif-morse
Objectif Morse is an Arduino and C++ based project for transmitting messages in Morse alphabet. This work has been produced as part of the Arduino Study Group meetings at the Jagiellonian University.
kamilazdybal/teaching
Open-source teaching materials.
kamilazdybal/ulb-atm-phd
Codes and documents produced during my PhD at Université libre de Bruxelles.
kamilazdybal/kamilazdybal.github.io
My personal website
kamilazdybal/linear-algebra
This repository contains linear algebra code and learning materials.
kamilazdybal/local-manifold-learning
Code and materials for the "Local manifold learning and its link to domain-based physics knowledge" paper.
kamilazdybal/numerical-methods
This repository contains numerical methods code and learning materials.
kamilazdybal/phd-dissertation
Code and materials for my PhD dissertation: Reduced-order modeling of turbulent reacting flows using data-driven approaches
kamilazdybal/ROM-zero-dimensional-reactor
Reduced-order model for a zero-dimensional reactor
kamilazdybal/manifold-informed-state-vector-subset
Code and materials for the "Manifold-informed state vector subset for reduced-order modeling" paper.
kamilazdybal/pv-optimization
Code and materials for the paper "Optimizing progress variables for ammonia/hydrogen combustion using encoding-decoding networks".
kamilazdybal/kamilazdybal
kamilazdybal/neural-networks
Code snippets and coding tutorials for setting up non-standard neural network features.
kamilazdybal/normalizing-flows
Code and illustrative tutorials on normalizing flows
kamilazdybal/PIV_dataset
PIV dataset
kamilazdybal/QoI-aware-projections-combustion
Code and materials for the paper: The effect of manifold topology on reduced-order modeling of turbulent combustion.