Ultrasonic Acoustic Dataset of Industrial Degradation and Failure

This dataset was collected to support research on remaining useful life estimation and tool condition monitoring in CNC drilling using ultrasonic acoustic sensing. Recordings were acquired on a CNC machining centre during the drilling of iron plates with 4 mm carbide drills, with each tool operated until critical failure. To ensure statistical robustness and capture operational variability, 17 physically distinct industrial drills were monitored across their full life cycle and used in model training and evaluation. This allows the dataset to reflect a range of degradation patterns rather than the behaviour of a single tool type or run.
Based on the total number of holes drilled until failure, the tools span three service life profiles: short life tools failing after 18 to 30 holes, medium life tools lasting 31 to 60 holes, and one long life tool reaching 107 holes. The instrumentation focused on ultrasonic MEMS microphones positioned inside the machining area to capture high-frequency signatures associated with progressive wear, including friction-related spectral changes and transient impulsive events above 20 kHz that are often masked in the audible range by industrial background noise. The resulting dataset is intended for the development and evaluation of robust prognostic models under realistic tool-life uncertainty and manufacturing variability.
This dataset contains WAV audio files of ultrasonic recordings. The folders are organised by drill ID (1 to 17).

Acoustic Anomaly Detection for Early Identification of Drill Jamming

None

Sergio Chevtchenko 0000-0001-8283-5578
Naqib Ibnul 0009-0003-0240-7744
Saeed Afshar 0000-0001-5136-4259

4014 - Manufacturing engineering

24 - MANUFACTURING

ultrasonic acoustics
tool wear
remaining useful life
CNC drilling
predictive maintenance
SDG: 9 - Industry, Innovation and Infrastructure