Audio analysis for industrial maintenance
02/ What can be achieved?
03/ The problem
04/ Opportunity for deep learning
05/ How is the AI model implemented?
06/ Data requirements
07/ Test it yourself
08/ Where to learn more?
A model for this use case has been developed using the Peltarion Platform. The audio recordings are preprocessed to create spectrograms which can be used in a binary image classification model. Follow the machinery operating conditions tutorial to see how this is done.
If you're interested in learning more about AI in manufacturing, have a look at the in-depth article about predictive maintenance or read about how one of our customers uses deep learning for manufacturing to improve paper production.