Placeholder chapter page. Sections are produced by the book-skills pipeline.
Sections
- 37.1 Supervised vs unsupervised condition monitoring
- 37.2 Acoustic and vibration anomaly detection
- 37.3 First-shot and domain-generalized anomalous sound detection (DCASE)
- 37.4 Reconstruction- and forecasting-based detection
- 37.5 Foundation-model reconstruction for anomalies
- 37.6 Domain shift across machines and sites
- 37.7 Honest evaluation (TSB-AD, point-adjust pitfalls)
Lab 37
build a first-shot machine-condition anomaly detector on MIMII-DG; evaluate cross-machine generalization.