Vibration analysis to detect an abnormal behavior on a gearbox.
>> Link to the original page of the dataset
>> Download the dataset used in the NanoEdge AI Studio
Regular and Abnormal signals
- Regular signals: Normal functioning
- Abnormal signals: Faulty gear
Signal length 512 (4 axes)
Data rate 416 Hz; Range: 2g
Anomaly detection:
99.67% accuracy, 4.0 KB RAM, 7.1 KB Flash
Blue points correspond to normal signals, red points to abnormal ones.
The signal numbers are on the abscissa and the confidence of the prediction is on the ordinate
Model created with NanoEdge AI Studio
A free AutoML software for adding AI to embedded projects, guiding users step by step to easily find the optimal AI model for their requirements.
The STM32 family of 32-bit microcontrollers based on the Arm Cortex®-M processor is designed to offer new degrees of freedom to MCU users. It offers products combining very high performance, real-time capabilities, digital signal processing, low-power / low-voltage operation, and connectivity, while maintaining full integration and ease of development.