You do not have to think too much about difficult things. Regarding the failure prediction method of the machine, you suffer from difficulties too much.

The Artificial intelligence and a deep learning are useless in your case. Those techniques require huge amounts of bad data and good data. Bad data? There is not a lot of bad data! 

Please do not be deceived by the trend for money making which  is called Mr.A I.

 oops!

The most important thing is quality control.
 It is so-called the QC.The QC uses statistics abundantly. 

I invented tools to measure. I observe the data and discover "the beginning of machine failure".

 Let 's make use of the wisdom of our predecessors. 

Let 's cherish the basic!

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