Beyond Traditional Beamforming: Singular Vector Projection Techniques for MU-MIMO Interference Management

no code implementations • 7 Nov 2023 • Md Saheed Ullah, Rafid Umayer Murshed, Md. Forkan Uddin

The numerical results demonstrate the superiority of the SVBS algorithm over the existing algorithms, with the IOSVB offering near-identical SE and the DR-IOSVB balancing the performance and computational efficiency.

Computational Efficiency Management

Real-time Seismic Intensity Prediction using Self-supervised Contrastive GNN for Earthquake Early Warning

no code implementations • 25 Jun 2023 • Rafid Umayer Murshed, Kazi Noshin, Md. Anu Zakaria, Md. Forkan Uddin, A. F. M. Saiful Amin, Mohammed Eunus Ali

In this paper, we propose a novel deep learning approach, Seismic Contrastive Graph Neural Network (SC-GNN), for highly accurate seismic intensity prediction using a small portion of initial seismic waveforms from a few seismic stations.

Contrastive Learning