predictive maintenance sensors

embedded ML for anomaly detection and sensor fusion on equipment — predict when things will break before they do. similar to acoustic drone detection but less flashy, applied to maintenance rather than detection.

spreadsheet evaluation: tech depth 8/10, labeled [STRONG] ("embedded ML, anomaly detection, sensor fusion — similar to drone detection but less flashy").

timeline

• [2026-04-10] captured from google sheets — [STRONG] tier, 8/10 tech depth