Consumer devices like washing machines and fans are getting lightweight AI-based vibration sensing for condition monitoring, using wavelet transforms to turn vibration signals into 2-D time-frequency…

#ConsumerAI #EdgeAI #VibrationSensing #PredictiveMaintenance
https://arxiv.org/abs/2610.13040