Design Principles for Model Generalization and Scalable AI Integration in Radio Access Networks

no code implementations • 9 Jun 2023 • Pablo Soldati, Euhanna Ghadimi, Burak Demirel, Yu Wang, Raimundas Gaigalas, Mathias Sintorn

Artificial intelligence (AI) has emerged as a powerful tool for addressing complex and dynamic tasks in radio communication systems.

Management

QoS-Aware Scheduling in New Radio Using Deep Reinforcement Learning

no code implementations • 14 Jul 2021 • Jakob Stigenberg, Vidit Saxena, Soma Tayamon, Euhanna Ghadimi

Fifth-generation (5G) New Radio (NR) cellular networks support a wide range of new services, many of which require an application-specific quality of service (QoS), e. g. in terms of a guaranteed minimum bit-rate or a maximum tolerable delay.

reinforcement-learning Reinforcement Learning (RL) +1