Can you tell us any more about when the system failure occurs (not the initial fault, but the end failure)? Does it occur at the end of the (training) data set or just at some point during the data set (and additional data is captured afterward)?
The remaining useful life of the last operational cycle of each unit in the training data is zero. At this time, one or more limits for safe operation have been reached, and the unit may not be used for another operational cycle. Note that it is not a “hard” failure – the unit does not explode or anything – although we admit that would be much cooler. Rather, it is more akin to reaching the wear bars on a set of automobile tires, or diving to the maximum safe pressure in a submarine.
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