Aspinity's analogML™ core enables the lowest power always-on AI edge processing solution for equipment fault detection. Built on Aspinity's unique ultra-low power RAMP™ technology platform, the analogML core integrates with vibration, acoustic, ultrasonic, or other analog sensors to detect changes directly from analog sensor data, keeping the downstream digital system off unless an anomaly has been detected. Using near-zero power analog circuitry to analyze the massive amounts of data that are continously collected by the sensors, the analogML core can detect the earliest instance of a fault while enabling a long lifetime battery-operated solution.
The analogML core can be programed with equipment specific parameters and machine learning models for many different applications such as: