SeymourXu

shap

A game theoretic approach to explain the output of any machine learning model.

PINN4SOH

A physics-informed neural network for battery SOH estimation

TemperatureField-Reconstruction

Sparse reconstruction of temperature field in lithium battery pack（2019-05-27）

bayes-drt

Hierarchical Bayesian methods for inversion of electrochemical impedance spectroscopy (EIS) data

GP-DRT

Gaussian Process Distribution of Relaxation Times

hybrid-drt

Probabilistic electrochemical analysis with the distribution of relaxation times (DRT)

TEC-reduced-model

Code and data for the paper "Systematic derivation and validation of a reduced thermal-electrochemical model for lithium-ion batteries using asymptotic methods" by Brosa Planella et al. (2021).

EA_Battery_SPMparameterization

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.

Spectral_li-ion_SPM

Spectral li-ion SPM is a MATLAB code that solves the so-called lithium-ion battery Single Particle Model (SPM) using spectral numerical methods.

SPM_Battery_Model

MATLAB codes for simulating the single particle model (SPM) of a lithium-ion cell

LSTM-GANS-RUL-Prediction-for-Lithium-ion-Bateries

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).

the-gan-zoo

A list of all named GANs!

ML-identify-battery-degradation

BatteryProbe.ai

Battery SoC prediction using a RNN autoregressive architecture implemented with Pytorch

battery-state-estimation

Estimation of the State of Charge (SOC) of Lithium-ion batteries using Deep LSTMs.

chatgpt-on-wechat

基于大模型搭建的聊天机器人，同时支持 微信公众号、企业微信应用、飞书、钉钉 等接入，可选择GPT3.5/GPT-4o/GPT-o1/ Claude/文心一言/讯飞星火/通义千问/ Gemini/GLM-4/Claude/Kimi/LinkAI，能处理文本、语音和图片，访问操作系统和互联网，支持基于自有知识库进行定制企业智能客服。

SPMeT

Single Particle Model with Electrolyte and Temperature: An electrochemical battery model

Physics-Based-Li-ion-Battery-Model

Electrochemical model of Lithium-Ion Battery

repkg

Wallpaper engine PKG extractor/TEX to image converter

Soc-SoH-Estimation-Li-ion-Python

1. SoC and SoH estimation of Li-ion Batteries 2. Establishing serial port communication for receiving data. 3. Estimation, manipulating and plotting of data using Python. 4. Executing Kalman Filter algorithm for SoC and compare it with Coulomb Count and general dataset. 5. Using SVR machine learning model for various battery datasets.

Book3-Python-ImageProcessing

该资源为作者《Python中的图像处理》书籍所有源代码，已修改为Python3实现，希望对您有所帮助，一起加油。