Open access
Sep 2026
A generalized, outage period-aware CNN-BiLSTM architecture for real-world INS/GPS deployment under extended GNSS denials
A DeGIN (Deep GPS Increment Network) is proposed, which is a hybrid CNN-BiLSTM architecture for predicting GNSS position correction increments in latitude and longitude during signal outages, and achieves higher accuracy and better generalization than conventional baselines and recent deep learning approaches.
Khalid M. Nasr, Sherif Mostafa, Ali Maher et al.
· GPS Solutions · 0 citations