/battery-aging

Auto encoder for anomaly detection on battery data

Primary LanguagePythonGNU Affero General Public License v3.0AGPL-3.0

battery-aging

Auto Encoder for anomaly detection on batteries

For train and evaluate use python run.py train python run.py evaluate

Synthetic Data Toolchain:

PYTHON

python Mercurio.py export # export battery voltage and current as CSV episodes for matlab

MATLAB + SIMULINK

Generate synthetic data with generate_all_synthetic_data([100,95,90,85,80])

PYTHON

Convert back as dataframe with original timestamp the synthetic data with python Mercurio.py import