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yzyaa's Projects

battery_mmae_acc_21 icon battery_mmae_acc_21

MATLAB Code for the paper "Online State of Charge Estimation of Lithium-ion Battery Cells: A Multiple Model Adaptive Estimation Approach", Published in 2021 American Control Conference (ACC '21)

battery_soc_nn_ukf icon battery_soc_nn_ukf

The packet contains the experimental data and Matlan codes for the paper "Neural Network Based Learning and Estimation of Battery State-of-Charge: A Comparison Study between Direct and Indirect Methodology" submitted to "International Journal of Energy Research"

blog icon blog

Python机器学习算法技术博客,有原创干货!有code实践!

cnn-lstm-attention icon cnn-lstm-attention

使用卷积神经网络-长短期记忆网络(bi-LSTM)-注意力机制对股票收盘价进行回归预测。The convolution neural network, short-term memory network and attention mechanism are used to predict the closing price.

nasa1 icon nasa1

Implementation of a model that predicts the SoH of batteries using the NASA Battery Dataset

rul icon rul

Transformer Network for Remaining Useful Life Prediction of Lithium-Ion Batteries

soc-soh-estimation-li-ion-python icon 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.

soh-estimation icon soh-estimation

Lithium ion battery state of health estimation and remaining useful life prediction using ELM

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