Edge AI for Predictive Maintenance: Unsupervised Vibration Anomaly Detection on MAX78000
1. AI Capability of ThingIQ
2. Data Acquisition and Signal Preprocessing
2.1. Vibration Sensor Overview
2.2. Signal sampling
2.3. FFT – Based Feature Extraction
3. AI Model Architecture
3.1. Model Tensor Description
3.2. Training
4....
Predictive Maintenance with FFT: Uncovering Hidden Machine Failures Before They Happen
In the era of Industry 4.0, predictive maintenance has become a game-changer for manufacturing and industrial operations. By continuously monitoring equipment health, businesses can anticipate failures before they occur, avoid costly downtimes, and optimize performance. One...
