2 papers
cs.LG2026
Toward accurate RUL and SoH estimation using reinforced graph-based physics-informed neural networks enhanced with dynamic weights
Mohamadreza Akbari Pour, Ali Ghasemzadeh, Mohamad Ali Bijarchi +1
Accurate estimation of Remaining Useful Life (RUL) and State of Health (SoH) is essential for reliable Prognostics and Health Management (PHM), supporting timely maintenance and de…
cs.LG2025
Temporal convolutional and fusional transformer model with Bi-LSTM encoder-decoder for multi-time-window remaining useful life prediction
Mohamadreza Akbari Pour, Mohamad Sadeq Karimi, Amir Hossein Mazloumi
Health prediction is crucial for ensuring reliability, minimizing downtime, and optimizing maintenance in industrial systems. Remaining Useful Life (RUL) prediction is a key compon…