Data Party THU

Sep 14, 2025 · Big Data

How to Evaluate Battery Storage Health with Big Data and LightGBM

This report details a university big‑data project that builds a data‑driven framework for assessing lithium‑ion battery storage health, cleaning operational data, detecting abnormal cells with DBSCAN, and predicting SOC/SOH using LightGBM, while highlighting findings, limitations, and future improvements.