Xiang Liu

From fleet trajectories to single-cell promises: hierarchically weighted conformal prediction for battery SOH monitoring

Interval predictions from conformal prediction are usually read as"90% coverage", but on nested battery data that number promises the fleet average, not the individual cell. We measure the gap on 124 public LFP cells under a preregistered three-tier reporting protocol (fleet, batch, cell): pooled coverage looks healthy...