Quantile Clues Open the Black Box in Sound Anomalies
On a noisy factory floor, a machine’s heartbeat can reveal looming trouble long before a bolt squeals. Engineers have long used spectrograms—visuals that turn sound into a weather map of frequencies over time—to listen in on that heartbeat. But turning a spectrogram into a trustworthy alarm has always been part science, part art. The study…