Research papers · Posted 2026.05.17 · Preprint
Causal Anomaly Detection for Lithium-Ion Battery Degradation
Causal Anomaly Detection for Lithium-Ion Battery Degradation
Overview
CausalHealth uses causal discovery and transfer entropy on routine battery telemetry to derive degradation indicators. It combines complementary anomaly scores and evaluates early warning and physical grounding on a small multi-dataset cell sample.
Version: v1