Utilizing NCD's Predictive Maintenance V3 sensor, we were able to utilize a simple node-red flow to implement automated AI-based predictive maintenance monitoring a series of different equipment types.
Simply using vibration data, Elipsa was able to learn normal operating behavior of an industrial fan, dehumidifier, and HVAC compressor to find abnormalities and predict future failure.
We created a series of posts about the project walking through how to connect the NCD sensors to Node Red and then how to stream that data through Http and MQTT.