Industry 4.0 is characterized by the availability of sensors to operate so-called intelligent factory. Predictive maintenance, in particular, failure prediction, an important issue cut costs associated with production breaks. We studied more than 40 publications on predictive maintenance. point out that they focus various machine learning algorithms rather selection suitable datasets. In fact, ...

It is well-known that large amounts of data are collected and processed during the operation electric submersible pumps. To optimize work mining control center operators, it recommended to use an automated emergency prevention system. In this way, operators will be able receive timely information about possible equipment failures, which in its turn increase service life reduce operating costs f...

The failure rate of an example avionics control unit with approximately 7.000 electronic components is calculated with the latest state-of-the-art prediction models FIDES Guide 2004 and RIAC-Handbook-217Plus (2006). To allow comparison of the component prediction models a standard civil avionics profile was defined and used for both calculations. Results are compared supported by analysis of th...