3 papers
cs.NI2026
RL-based Joint Coverage and Beam Optimization of High Altitude Platform Systems
Guilhem Loussouarn, Nancy Nayak, Kin K. Leung +1
High Altitude Platform Systems (HAPS) are a promising component of 6G network architectures, offering a unique "freedom of movement" that distinguishes them from static terrestrial…
cs.IT2025
DRL-AdaPart: DRL-Driven Adaptive STAR-RIS Partitioning for Fair and Frugal Resource Utilization
Ashok S. Kumar, Nancy Nayak, Sheetal Kalyani +1
In this work, we propose a method for efficient resource utilization of simultaneously transmitting and reflecting reconfigurable intelligent surface (STAR-RIS) elements to ensure…
eess.SP2025
DRL-based Dolph-Tschebyscheff Beamforming in Downlink Transmission for Mobile Users
Nancy Nayak, Kin K. Leung, Lajos Hanzo
With the emergence of AI technologies in next-generation communication systems, machine learning plays a pivotal role due to its ability to address high-dimensional, non-stationary…