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awesome-datascience

:memo: An awesome Data Science repository to learn and apply for real world problems.

battery-hppc-model-fitting

MATLAB codes that use 'nlinfit' function to fit data from HPPC runs for lithium-ion batteries.

battery-systems-modeling-python

Battery Systems Modeling in Python

battery_capacity_from_eis

Life cycle battery model

batteryml

blast-lite

bms-autoanalysis

Life cycle battery model from cycling data

cellmodels

Some basic battery cell models written in Julia

cidemod

cideMOD solves DFN physicochemical equations by Finite Element methods using FEniCS library. It enables doing physics-based battery simulations with a wide variety of use cases, from different drive cycles to studies of the SEI growth under storage conditions. Thermal and degradation models can be used to obtain more realistic predictions.

dangle

data-science-best-resources

Carefully curated resource links for data science in one place

data-scientist-roadmap

Toturials coming with the "data science roadmap" picture.

databook_matlab

Matlab files with demo code intended as a companion to the book "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Steven L. Brunton and J. Nathan Kutz http://www.databookuw.com/

databook_python

IPython notebooks with demo code intended as a companion to the book "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Steven L. Brunton and J. Nathan Kutz

datascienceresources

Open Source Data Science Resources.

esctoolbox-python

Python version of Gregory Plett's ESCtoolbox

fastdfn

Fast Doyle-Fuller-Newman (DFN) Electrochemical-Thermal Battery Model Simulator

impedance.py

A Python package for working with electrochemical impedance data

iscience-d-23-00535

Dataset for online battery EIS prediction

learn-python3

Jupyter notebooks for teaching/learning Python 3

li-ion-battery-model-parameters-estimator

Semi-Automatic Li Ion battery RC model parameters estimator

lithium_ion_ecm_fit

LFP cell ECM parameterization using second order RC model.

machine_learning_complete

A comprehensive machine learning repository containing 30+ notebooks on different concepts, algorithms and techniques.

online-estimation

Real time parameter estimation on Grey Box Dynamic Systems

parameter_estimation_demo_by_ukf

Parameter estimation Demo by UKF

point-e

Point cloud diffusion for 3D model synthesis

pybamm

Fast and flexible physics-based battery models in Python

pyecn

An equivalent circuit network framework for modelling lithium-ion batteries

python

All Algorithms implemented in Python

scipro-primer

Software and additional material for the book "A Primer on Scientific Programming with Python"