Fault prediction of aircraft engine based on adaptive hybrid sampling and BiLSTM

Nature·Apr 21

This story is reported by Nature. Read what other outlets are saying below, then open the original report for full details.

Full coverage

1

Remaining Useful Life (RUL) Prediction Methods for Machine Health Estimation and Fault Diagnosis: A Comprehensive Review of Latest Techniques and Future Prospects

Wiley Online Library·Apr 14

2

Fault diagnosis using ISMA to optimize SVM parameters for aircraft engine damage repair

Nature·Nov 26

3

Explainable LSTM-AdamW based fault diagnosis of aircraft rotating components using airborne acoustic signals under dynamic operating conditions

Nature·Feb 28

4

Crack propagation mechanism and life prediction of liner under thermal fatigue loads

Nature·Mar 13

5

Interpretable ensemble remaining useful life prediction enables dynamic maintenance scheduling for aircraft engines

Nature·Nov 13

6

Predictive engine model incorporating physics based model estimation and machine learning

Nature·Nov 26

7

Prediction of remaining useful life for electronic equipment based on online PINN

Nature·Dec 15

8

BLTTNet: feature fusion based on BiLSTM-Transfomer-TCN for prediction of remaining useful life of aircraft engines

Nature·Jul 29