5 citations · 9 across the 4 of their papers we have counts for
4 papers · 1 filter
Improved GPR-Based CSI Acquisition via Spatial-Correlation Kernel
Syed Luqman Shah, Nurul Huda Mahmood, Italo Atzeni
Accurate channel estimation with low pilot overhead and computational complexity is key to efficiently utilizing multi-antenna wireless systems. Motivated by the evolution from pur…
A Novel Geometry-Aware GPR-Based Energy-Efficient and Low-Overhead Channel Estimation Scheme
Syed Luqman Shah, Nurul Huda Mahmood
Accurate channel state information (CSI) acquisition under tight pilot and training-energy constraints is essential for next-generation wireless networks. In this work, we model th…
Low-Overhead CSI Prediction via Gaussian Process Regression
Syed Luqman Shah, Nurul Huda Mahmood, Italo Atzeni
Accurate channel state information (CSI) is critical for current and next-generation multi-antenna systems. Yet conventional pilot-based estimators incur prohibitive overhead as an…
Interference Prediction Using Gaussian Process Regression and Management Framework for Critical Services in Local 6G Networks
Syed Luqman Shah, Nurul Huda Mahmood, Matti Latva-aho
Interference prediction and resource allocation are critical challenges in mission-critical applications where stringent latency and reliability constraints must be met. This paper…