Highly Flexible RAN Slicing Approach to Manage Isolation, Priority, Efficiency
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DOI: 10.1109/access.2019.2929732
Abstract: The evolution toward 5G is driven by the need of providing a wide range of services differing on needed network functionalities, performance requirements, type of devices, and going beyond the human-type communications. Such a wide… read more here.
Keywords: ran slicing; slicing approach; efficiency; manage ... See more keywords
Applications of Machine Learning in Resource Management for RAN-Slicing in 5G and Beyond Networks: A Survey
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DOI: 10.1109/access.2022.3210254
Abstract: One of the key foundations of 5th Generation (5G) and beyond 5G (B5G) networks is network slicing, in which the network is partitioned into several separated logical networks, taking into account the requirements of diverse… read more here.
Keywords: resource management; network; machine learning; ran slicing ... See more keywords
Chained Orchestrator Algorithm for RAN-Slicing Resource Management: A Contribution to Ultra-Reliable 6G Communications
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3218061
Abstract: The exponentially growing trend of Internet-connected devices and the development of new applications have led to an increase in demands and data rates flowing over cellular networks. If this continues to have the same tendency,… read more here.
Keywords: resource management; chained orchestrator; network; orchestrator algorithm ... See more keywords
5G RAN Slicing for Verticals: Enablers and Challenges
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DOI: 10.1109/mcom.2018.1701319
Abstract: This article investigates the slicing concept in the 5G RAN with the related challenges and research problems. The objective is to identify the plausible options for implementing the slicing concept at the RAN level by… read more here.
Keywords: challenges ran; ran slicing; verticals enablers; enablers challenges ... See more keywords
Communication and Computation O-RAN Resource Slicing for URLLC Services Using Deep Reinforcement Learning
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Communications Standards Magazine"
DOI: 10.1109/mcomstd.0002.2100078
Abstract: The evolution of the future beyond-5G/6G networks toward a service-aware network is based on network slicing technology. With network slicing, communication service providers seek to meet all the requirements imposed by the verticals, including ultra-reliable… read more here.
Keywords: network; communication; ran slicing; urllc services ... See more keywords
Machine Learning-Based 5G RAN Slicing for Broadcasting Services
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Broadcasting"
DOI: 10.1109/tbc.2021.3122353
Abstract: Along with the commercialization of evolved multimedia broadcast multicast services (eMBMS), the number of mobile broadcasting users is growing notably. Previous works reveal that the accuracy of mobile channel estimation will significantly impact the quality… read more here.
Keywords: broadcasting services; channel; ran slicing; machine learning ... See more keywords
Service Provisioning Framework for RAN Slicing: User Admissibility, Slice Association and Bandwidth Allocation
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Mobile Computing"
DOI: 10.1109/tmc.2020.3000657
Abstract: Network slicing (NS) has been identified as one of the most promising architectural technologies for future mobile network systems to meet the extremely diversified service requirements of users. In radio access networks (RAN) slicing, service… read more here.
Keywords: slice; framework; ran slicing; association ... See more keywords
Blockchain-Enabled Resource Trading and Deep Reinforcement Learning-Based Autonomous RAN Slicing in 5G
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Network and Service Management"
DOI: 10.1109/tnsm.2021.3124046
Abstract: The advent of radio access network (RAN) slicing is envisioned as a new paradigm for accommodating different virtualized networks on a single infrastructure in 5G and beyond. Consequently, infrastructure providers (InPs) desire virtualized networks to… read more here.
Keywords: ran slicing; blockchain; resource trading; resource ... See more keywords
Device Association for RAN Slicing Based on Hybrid Federated Deep Reinforcement Learning
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Vehicular Technology"
DOI: 10.1109/tvt.2020.3033035
Abstract: Network slicing (NS) has been widely identified as a key architectural technology for 5G-and-beyond systems by supporting divergent requirements in a sustainable way. In radio access network (RAN) slicing, due to the device-base station (BS)-NS… read more here.
Keywords: ran slicing; reinforcement learning; association; device ... See more keywords
A Realization of Fog-RAN Slicing via Deep Reinforcement Learning
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Wireless Communications"
DOI: 10.1109/twc.2020.2965927
Abstract: To meet the wide range of 5G use cases in a cost-efficient way, network slicing has been advocated as a key enabler. Unlike the core network slicing in a virtualized environment, radio access network (RAN)… read more here.
Keywords: fog ran; reinforcement learning; ran slicing; deep reinforcement ... See more keywords