Pump Cavitation Detection with Edge AI

Detecting cavitation in pumps and hydraulic systems by analyzing vibration and acoustic patterns simultaneously. Cavitation — the formation and collapse of vapor bubbles in liquid — causes rapid erosion damage if undetected. Models classify vibration frequency patterns and acoustic signatures characteristic of cavitation onset, distinguishing them from normal flow noise. Dual-sensor approach using both accelerometer and microphone improves detection accuracy over single-sensor methods.

Hardware Requirements

Minimum RAM 64 KB
Minimum Flash 512 KB
Sensor Inputs accelerometer, microphone
Typical Model Size 25 KB (quantized int8)

Hardware Guides

No hardware guides for pump cavitation detection yet. Use the MCU Checker to find compatible hardware.

Industry Applications

Manufacturing Water Treatment Oil and Gas Mining

Build Pump Cavitation Detection with ForestHub

ForestHub compiles visual AI workflows to C code for your microcontroller. Choose your hardware, build your pump cavitation detection pipeline, deploy in minutes.