Author

E. Elakiya

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Open access Jul 2026

Hybrid temporal convolutional network-reservoir computing model for enhanced remaining useful life prediction in aerospace systems.

Experimental results demonstrate that the hybrid architecture consistently outperforms the standalone TCN and Reservoir components, as well as other benchmark methods, achieving substantially improved PHM scores while retaining competitive RMSE performance.

Mahika Annie Verghese, C. Columbus, E. Elakiya · Scientific Reports · 0 citations