Demo of real-time machine state classification using SensiML Analytics Toolkit and a simple axial fan to detect fan on/off, shock, unstable base, blade guard impingement, blocked flow, and blade obstruction.
Audio Event Recognition – Popcorn Popping
Simple dataset of acoustic monitoring of cooking microwave popcorn and detecting audible pop events.
Box Lifting Ergonomic Assessment
Ergonomic motion dataset for detecting proper and improper lifting techniques.
Predictive Maintenance Demo (Digital Sensors)
Machine vibration dataset utilizing low-cost MEMS accel / gyro time-series sensors to detect rotor imbalance, bearing faults, bent shafts, and coupler misalignment conditions.
Predictive Maintenance Demo (Analog Sensors)
Machine vibration dataset utilizing external analog multi-axis accelerometer sensors to detect rotor imbalance, bearing faults, bent shafts, and coupler misalignment conditions.
Industrial Worker Gesture Recognition
Motion-based gesture recognition dataset for wrist-worn wearable device.
Industrial Predictive Maintenance Fan Motor Demo v1
Demo of real-time machine state classification using SensiML Analytics Toolkit and a simple axial fan to detect fan on/off, shock, and blade impingement.