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I have a set of alarm codes which are occuring over many days that finally lead to a failure. 

Is there any algorithm which can take in the complete sequence of alarm codes along with the timestamp to generate a pattern leading to failure?

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Sequence Based Classification for Predictive Maintenance ?

Authors: Julio Martinez, Christianne Dennison, Zhengyi Lian

A study on predictive maintenance of vehicles.  I'm not sure it will help or not.

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