Research-grade notes for sound, vibration and predictive maintenance teams.
Articles on controlled fault generation, wireless sensor validation, machine condition monitoring labs and practical signal workflows.
ML / AI Algorithm Development for Predictive Maintenance
How controlled machinery faults, synchronized vibration capture, and analyst-labelled features create useful training data for predictive-maintenance models.
Wireless Sensor Validation Lab
A reference workflow for validating wireless accelerometers against wired sensors, calibration systems, and repeatable machinery faults.
Machine Condition Monitoring Lab for Research Universities
How universities can build a practical vibration lab for condition monitoring, diagnostics, modal testing, and student research.
Acoustic Impedance and Transmissibility Measurement of Materials
How impedance tube testing helps labs measure absorption coefficient, acoustic impedance and transmission loss for foams, liners, panels and enclosure materials.