4 papers
A Novel Reinforcement Learning Based Framework for Scalable MIMO Interference Alignment
Samitha Gunarathne, Eslam Eldeeb, Nurul Huda Mahmood +1
Interference alignment (IA) is a widely recognized approach for mitigating inter-cell interference in multi-user multiple-input multiple-output (MIMO) networks. Despite its effecti…
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…
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…
On the Impact of Electromagnetic Interference and Inter-RIS Reflections in Indoor Factory Local 6G Networks
Ishan Rangajith Koralege, Nurul Huda Mahmood, Arthur Sousa de Sena +1
The Sixth Generation (6G) radio technology is expected to include local 6G networks as a special use case, extending the capabilities of `generic' 6G networks towards more demandin…