Author

Amit Shelke

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Open access Jul 2026

Temporal-sequential modeling for remaining useful life estimation of turbofan engine

The study demonstrates that combining CNN–LSTM with an appropriate optimization strategy improves the reliability and accuracy of RUL prediction for turbofan engines and shows that Stochastic Gradient Descent provides the best convergence behaviour and prediction accuracy for the proposed architecture.

Rajneesh Kumar, Shivam Ojha, Amit Shelke et al. · Scientific Reports · 0 citations