Research Article

A Spatio-Temporal Attention Mechanism Based Approach for Remaining Useful Life Prediction of Turbofan Engine

Table 1

Data set introduction.

Sub-datasetsFD001FD002FD003FD004

Engine units in the training dataset100260100249
Engine units in the test dataset100259100248
Fault modesOne (HPC degradation)One (HPC degradation)Two (HPC degradation, fan degradation)Two (HPC degradation, fan degradation)
ConditionsOne (sea level)SixOne (sea level)Six
Training samples17731488192182057522
Test samples100259100248