A Large-Scale Annotated Multivariate Time Series Aviation Maintenance Dataset from the NGAFID. (arXiv:2210.07317v1 [cs.LG])

This paper presents the largest publicly available, non-simulated, fleet-wide
aircraft flight recording and maintenance log data for use in predicting part
failure and maintenance need. We present 31,177 hours of flight data across
28,935 flights, which occur relative to 2,111 unplanned maintenance events
clustered into 36 types of maintenance issues. Flights are annotated as before
or after maintenance, with some flights occurring on the day of maintenance.
Collecting data to evaluate predictive maintenance systems is challenging
because it is difficult, …

arxiv aviation dataset maintenance scale series time series