Artificial intelligence for sound detection from medicament or test device

Abstract

Techniques for artificial intelligence medicament or test delivery device sound output (MDDSO) detection includes receiving, at a neural network, processed data based on operational data that indicates a time series having a first duration for signals from a vibration detector collected during operation of a medicament device. The neural network classifies the processed data as a first MDDSO or not. The classification data is sent to an output device. The neural network has been trained, prior to receiving the operational data, with first training data and second training data. The first training data indicates time series of ambient sounds, each time series having the first duration. The second training data indicates time series of sound having the first duration during operation of the type of medicament or test device, wherein each time series of the second training data includes sound from the first MDDSO emitted from the device.