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.

2016년 엘스비어 논문을 통해 신호 분석에 특화된 EMD, EEMD의 효과를 ARIMA를 통해 확인한다.

Timeseries of lithium-ion battery packs

Machine learning interatomic potentials and their application to lithium batteries (seminar talk in Spanish).

Herramienta para analizar los datos de descarga de una batería de Litio Samsung INR21700 o similares obtenidos con una Carga Electrónica Rigol DL3021

An artificial neural network (ANN) based method is developed for achieving more accurate remaining useful life prediction of Lithium Ion batteries subject to condition monitoring. The ANN model takes the capacity attribute as a target against multiple measurement values as the inputs, and the life expectancy as the output.

A set of scripts for constructing diffractograms taken in the operando mode during charge-discharge of the electrode material.

This paper summarizes a deep learning-based approach with an LSTM trained on the widely used Oxford battery degradation dataset and the help of generative adversarial networks (GANS).

Grid-scale li-ion battery optimisation for wholesale market arbitrage, using pytorch implementation of dqn, double dueling dqn and a noisy network dqn.

javascript library to help you estimate the battery life of your IOT project - as known from www.of-things.de

Gerbers, BOM, and Schematics for Open UpCell [1S]

2D Phase Field Implementation of a Lithium Metal Moving Boundary Anode

Electrochemical lithium-ion battery model of reduced-order to predict unmeasurable cell states for fast charging control in real time. Methods for parameterization of the model based on half and full cell measurements are provided.

This repository provides a model deployment framework (MDF) for real-time lithium-ion battery model utilization in CAN-capable test benches. It can be used for the investigation of advanced battery management strategies in short- and long-term experimental studies.

Interfacing the laptop battery with the RaspberryPi

Data and code for the paper 'Estimating Battery State-of-Charge within 1% using Machine Learning and Physics-based Models' (SAE'23)

This project is about Tableau Dashboard on the impact of gas-powered vehicles and electric vehicles (EVs) on air quality, gas prices, EV stations, and the distribution of EV components. This project also explores the relationship between the increasing number of EVs and the decreasing price of lithium batteries.

Fast Cahn Hilliard simulations in Custom Geometries using the Smoothed Boundary Method

A Python module for identifying the location of knee/elbow points and onsets in battery capacity/internal resistance degradation curves.

Projeto de PCAER do IPS