soh_estimation_of_lithium-ion_battery2's Introduction

SoH estimation of Lithium-ion battery

This project is designed to predict State of health (SoH) for identifying remaining useful life of Li-ion batteries.
Linear Regression, LSTM
Nov. 1, 2020 ~ Dec. 1, 2020

| Plan | Presentation |

Project for the Industrial Mathematics & Lab Course

This repo is maintained by 오서영, 조지수, 이윤녕, 정유은

Process

1. Calculating and Visualizing SoH with 7 Li-ion battery datasets | Code

2. Eliminating outliers with quantile | Code

3. Linear Regression | Code

Start at 50% Cycle

Start at 70% Cycle

4. Long Short Term Memory | Code

Start at 50% Cycle

Start at 70% Cycle

Results

Dataset

[1] NASA Prognostic Center: Experiments on Li-ion Batteries, https://ti.arc.nasa.gov/tech/dash/groups/pcoe/prognostic-data-repository/

Recommend Projects

React

A declarative, efficient, and flexible JavaScript library for building user interfaces.

Vue.js

🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

Typescript

TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

TensorFlow

An Open Source Machine Learning Framework for Everyone

Django

The Web framework for perfectionists with deadlines.

Laravel

A PHP framework for web artisans

D3

Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

javascript

JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

web

Some thing interesting about web. New door for the world.

server

A server is a program made to process requests and deliver data to clients.

Machine learning

Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

Visualization

Some thing interesting about visualization, use data art

Game

Some thing interesting about game, make everyone happy.

Recommend Org

Facebook

We are working to build community through open source technology. NB: members must have two-factor auth.

Microsoft

Open source projects and samples from Microsoft.

Google

Google ❤️ Open Source for everyone.

Alibaba

Alibaba Open Source for everyone

D3

Data-Driven Documents codes.

Tencent

China tencent open source team.

rosyeeben / soh_estimation_of_lithium-ion_battery2 Goto Github PK