Using Shewhart control charts and cumulative sum (CUSUM) algorithms on fleet telemetry.
When a batch of optical sensors begins drifting faster than expected across hundreds of hospitals, CUSUM algorithms flag the statistical anomaly weeks before hospital bio-meds report failures.
Cross-referencing device performance with operating room ambient temperature and humidity logs isolates environmental misuse from true hardware defects.