Predicting Aircraft Engine Failure Using Random Forest on NASA’s CMAPSS Turbofan Dataset 1. The Problem Turbofan jet engines degrade over time. In aviation maintenance, the key question is: how many operational cycles does an engine have left before it needs servicing? Unplanned engine failures cost airlines millions — and more [...]