polkaf

polkaf's Stars

• codebasics/py

  Repository to store sample python programs for python learning

  Language:Jupyter Notebook6.8k3388316.8k

• Rezmason/matrix

  matrix (web-based green code rain, made with love)

  Language:JavaScript3.3k4548212

• PotatoSpudowski/RUL-and-SOH-estimation-of-Lithium-ion-satellite-power-systems-using-support-vector-regression

  Pipeline to identify remaining useful life of Li-ion batteries using SVR to forecast end of life.

  Language:Jupyter Notebook974121

• wanbin-song/BatteryMachineLearning

  Machine learning based Lithium-Ion battery capacity estimation using multi-Channel charging Profiles

  Language:MATLAB712120

• ali-ghorbani-k/SOC-estimation-of-lithium-ion-batteries

  Various machine learning algorithms have been used to estimate state-of-charge (SOC) of calendar-aged lithium-ion pouch cells. Calendar life data was generated by applying galvanostatic charge/discharge cycle loads at different storage temperature (35°C and 60°C) and conditions (fully-discharged and fully-charged). The data was obtained at various C-rates for duration of 10 months at one-month intervals. The wininng model, Random Forest (RF), has achieved a R2 score of 99.98% and a mean absolute error (MAE) of 0.14% over test data, confirming the ability of RF to capture input-output dependency. The model will be employed to estimate the SOC of calendar-aged lithium-ion batteries which is essential for the reliable operation of electic vehicles (EVs).

  Language:Jupyter Notebook660515

• battery-lcf/battery-archive-sandbox

  This repository contains the python code, redash image, and SQL queries to build a site like BatteryArchive.org on any Linux computer.

  Language:Jupyter Notebook496018

• ShuHuang/batterydatabase

  Tools for auto-generating the battery-materials database.

  Language:HTML395512

• matthewpklein/battsimpy

  A python package for simulating Lithium-ion battery performance. Equivalent circuit, Single-Particle, and full Pseudo-2D models are available.

  Language:Python355313

• ali-ghorbani-k/Prediction-of-lithium-ion-batteries-SOH

  Artificial Neural Network (ANN) has been used to estimate state-of-health (SOH) of lithium-ion batteriess. The batteries were stored at different storage temperature (35°C and 60°C) and conditions (fully-discharged and fully-charged) and their capacity was recorded for the duration of 10 months at one-month intervals.

  Language:Jupyter Notebook27015

• vwhu/pulolb

  Predicting Usable Lifetime of Lithium Ion Batteries

  Language:Jupyter Notebook26109

• pybamm-team/BattBot

  An automated Twitter Bot that Tweets random Battery Simulations and replies to requested Battery Simulations.

  Language:Python225457

• spratapa/Convolutional-Neural-Network-CNN-based-Prediction-of-Life-of-Lithium-Ion-Battery

  Capacity Estimation of Li-Ion batteries using Convolutional Neural Network(CNN)

  Language:Jupyter Notebook22127

• chintanp/BattDeg

  Python package for predicting lithium-ion battery degradation using few cycles of usage.

  Language:Jupyter Notebook185412

• TUMFTM/TechnoEconomicCellSelection

  Helps you select the optimal cell to electrify a long-haul truck from a database containing 160 cells.

  Language:Python18506

• ndrewwang/BotB

  Back of the battery calculator with Intercalation Station

  Language:Jupyter Notebook17316

• Samuel-Buteau/Electrolyte_Analysis_FTIR

  User-friendly Freeware for Determining the Concentration of Electrolyte Components in Lithium-Ion Cells Using Fourier Transform Infrared Spectroscopy, Beer's Law, and Machine Learning

  Language:Python13000

• krishnakumarg1984/FVbattpy

  Finite Volume Newman Model of Lithium Ion Batteries written in Python using the FiPy library

  Language:Python12302

• Polarographica/Polarographica_program

  10213

• cagdastopcu/doktora

  Yurt dışı doktora başvuru rehberi

  9100

• mjlacey/lithiuminventory

  This is the repository for Lithium Inventory, a knowledge hub for science and electrochemistry. Get the current knowledge!

  Language:CSS9100

• rochan17/degradation-patterns-of-lithium-ion-batteries-from-impedance-spectroscopy

  Implementation of Paper 'Identifying degradation patterns of lithium ion batteries from impedance spectroscopy using machine learning' by Dr.Alpha Lee

  Language:Jupyter Notebook9102

• aditya-saxena-7/Lithium-Ion-Battery-Naive-Bayes-

  "Lithium-Ion Battery Life Prediction Based on Initial Stage-Cycles Using Machine Learning"--Naive Bayes Model

  Language:Python8102

• brosaplanella/SPMe_SR

  Language:Python7221

• emmy-yu-520/Lithium-Ion-Battery-Cycle-Life-Before-Capacity-Degradation

  As part of a final project for CBE 143. Computational Methods in Chemical Engineering at UC Berkeley.

  Language:Jupyter Notebook710

• harshnirajsheth/Predicting-the-life-cycle-of-lithium-ion-batteries-using-degradation-data

  This is a research project that I am working on lithium-ion batteries predicting their life-cycle based on the degradation data. This project is funded by Arizona State University and am working with Dr. Rong Pan.

  Language:Jupyter Notebook7201

• quentinstoyel/KMC

  Kinetic Monte Carlo Code for Lithium Diffussion

  Language:Python6202

• anik-UCB/Econometric-Analysis-Stocks

  Econometric Analysis of Lithium Stocks

  Language:Jupyter Notebook310

• DarkoMedin/Computational-Molecule-design---Basics

  The basics of understanding and performing computational molecule design in Python

  Language:Jupyter Notebook3201

• ewoodbury/battery-cost-model

  Interactive model of cost sources for lithium-ion batteries, using Django + MySQL for full-stack web app development. See live demo at bit.ly/batterycost.

  Language:Jupyter Notebook3213

• rtimms/asymptotic-pouch-cell

  Results from the paper "Asymptotic Reduction of a Lithium-ion Pouch Cell Model"

  Language:Python3101