Spectral efficiency improvement in downlink fog radio access network with deep reinforcement learning-enabled power control
NB Mohamed, MZ Hassan… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Fog radio access network (F-RAN) is a promising architecture that leverages edge
computing and caching to improve devices' latency and quality of service. However …
computing and caching to improve devices' latency and quality of service. However …
Deep reinforcement learning-based mode selection and resource management for green fog radio access networks
Fog radio access networks (F-RANs) are seen as potential architectures to support services
of Internet of Things by leveraging edge caching and edge computing. However, current …
of Internet of Things by leveraging edge caching and edge computing. However, current …
Energy efficient resource allocation optimization in fog radio access networks with outdated channel knowledge
Fog Radio Access Networks (F-RAN) are gaining worldwide interests for enabling mobile
edge computing for Beyond 5G. However, to realize the future real-time and delay-sensitive …
edge computing for Beyond 5G. However, to realize the future real-time and delay-sensitive …
Joint throughput-power optimization of fog-RAN using rate-splitting multiple access and reinforcement-learning based user clustering
Rate-splitting multiple access (RSMA) and reinforcement-learning (RL) based user
clustering are leveraged to manage interference of a downlink fog radio access network. In …
clustering are leveraged to manage interference of a downlink fog radio access network. In …
Deep reinforcement learning based computation offloading and resource allocation for low-latency fog radio access networks
GMS Rahman, T Dang, M Ahmed - Intelligent and Converged …, 2020 - ieeexplore.ieee.org
Fog Radio Access Networks (F-RANs) have been considered a groundbreaking technique
to support the services of Internet of Things by leveraging edge caching and edge …
to support the services of Internet of Things by leveraging edge caching and edge …
A game-theoretic approach to cache and radio resource management in fog radio access networks
Fog radio access networks (F-RANs) have been seen as promising paradigms to handle the
stringent requirements in the 5G era by utilizing the cache and resource management …
stringent requirements in the 5G era by utilizing the cache and resource management …
Downlink sum-rate optimization leveraging Hungarian method in fog radio access networks
With the expected rigorous requirements of 5G era (eg, throughput, serviceability, and
latency), the fog radio access networks (F-RANs) emerge as a promising paradigm for 5G …
latency), the fog radio access networks (F-RANs) emerge as a promising paradigm for 5G …
QoS-driven resource optimization for intelligent fog radio access network: A dynamic power allocation perspective
J Yu, R Wang, J Wu - IEEE Transactions on Cognitive …, 2021 - ieeexplore.ieee.org
The fog radio access network (Fog-RAN) has been considered a promising wireless access
architecture to help shorten the communication delay and relieve the large data delivery …
architecture to help shorten the communication delay and relieve the large data delivery …
Recent advances in fog radio access networks: Performance analysis and radio resource allocation
M Peng, K Zhang - IEEE Access, 2016 - ieeexplore.ieee.org
As a promising paradigm for the fifth generation wireless communication (5G) system, the
fog radio access network (F-RAN) has been proposed as an advanced socially aware …
fog radio access network (F-RAN) has been proposed as an advanced socially aware …
Deep-reinforcement-learning-based resource allocation for content distribution in fog radio access networks
With the rapid development of wireless communication technologies, the emerging
multimedia applications make mobile Internet traffic grow explosively while putting forward …
multimedia applications make mobile Internet traffic grow explosively while putting forward …