Acoustic Monitoring
An AI-based acoustic anomaly detection system for industrial machines.
Devices
Scores & Details
Our model was trained and evaluated on the publicly available MIMII* dataset. The dataset contains four different machine types: Valve, Pump, Fan, and Slide Rail (Slider). For each machine type, there are four unique machines, each with its own operating sound. We trained our model on normally operating machines for each machine type separately, and evaluated it on different real-environment noise levels: 6 dB (high SNR, low noise) and -6 dB (low SNR, high noise).
* Purohit H. et al. MIMII Dataset: Sound dataset for malfunctioning industrial machine investigation and inspection // arXiv:1909.09347 – 2019.