Research project · 2025
Predictive maintenance, CNC sensor streams
A vibration + thermal model that predicts CNC tool failure 12+ hours before breakdown, hitting 99% accuracy on production sensor data. Demonstrates the pattern of turning an operational signal into an early-warning artefact, relevant to any methodology where data precedes a decision.