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malihass/README.md

Malik Hassanaly

[Homepage] [Google Scholar] [ResearchGate]

I am currently a Researcher in Computational Science and Machine Learning at the National Renewable Energy Laboratory (NREL)

🤓 Work projects

I work on scientific machine learning projects using mostly Tensorflow and sometimes Pytorch. I have developed generative modeling techniques for data augmentation, data reduction and rare event probability estimation.

diversitySR Phase-space-sampling GANISP

I develop surrogate models using physics-informed neural nets to accelerate parameter identification for Li-ion battery models.

PINNSTRIPES

I also develop code for high-performance computing on CPU/GPU architectures. Lately, I have been developing HPC code for analytically reduced chemistry using symbolic mathematics.

PelePhysics

I am also working on scaling up the generative modeling regularization techniques I developed to handle large atmospheric datasets

sup3r

I develop tools generate OpenFOAM meshes that adapt to geometrical parameter variations. This is particularly useful for geometry optimization.

BiRD

Working on developing uncertainty propagation tools for Large eddy simulations.

mluq-prop

🧰 Work tools

A tool box for journal quality plotting, for input parsing and progress bar display

prettyPlot

😎 Fun stuff

I also develop fun projects to organize Secret Santa 🎅 remotely or settling intense Poker games ♠️.

SecretSanta PokerSplit

How to reach me

I'm always happy to hear about new oppportunities!

malik[dot]hassanaly[at]nrel!dot!gov

Pinned Loading

  1. NREL/diversity_SR NREL/diversity_SR Public

    Repository for "Adversarial sampling of unknown and high-dimensional conditional distributions" Hassanaly et al.

    Python 4

  2. NREL/Phase-space-sampling NREL/Phase-space-sampling Public

    Reduce a large and high-dimensional dataset by downselecting data uniformly in phase space

    Python 5 4

  3. AMReX-Combustion/PelePhysics AMReX-Combustion/PelePhysics Public

    A collection of physics databases and implementation code for use with the Pele suite of of codes

    C++ 60 52

  4. NREL/sup3r NREL/sup3r Public

    The Super-Resolution for Renewable Resource Data (sup3r) software uses generative adversarial networks to create synthetic high-resolution wind and solar spatiotemporal data from coarse low-resolut…

    Python 85 10

  5. NREL/PINNSTRIPES NREL/PINNSTRIPES Public

    Physics-Informed Neural Network SurrogaTe for Rapidly Identifying Parameters in Energy Systems

    Python 20 9

  6. NREL/BioReactorDesign NREL/BioReactorDesign Public

    Bio Reactor Design (BiRD): a toolbox to simulate and analyze different designs of bioreactors in OpenFOAM

    Liquid 9 6