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RAN Slicing Performance Tradeoffs: Timing Versus Throughput Requirements

open access: yesIEEE Open Journal of the Communications Society, 2022
The coexistence of diverse services with heterogeneous requirements is a fundamental feature of 5G. This necessitates efficient Radio Access Network (RAN) slicing, defined as sharing of the wireless resources among diverse services while guaranteeing ...
Federico Chiariotti   +4 more
doaj   +1 more source

Intent-Based Radio Scheduler for RAN Slicing: Learning to Deal With Different Network Scenarios [PDF]

open access: yesIEEE Transactions on Mobile Computing
The future mobile network schedulers have the complex mission of distributing radio resources among various applications with different requirements.
C. Nahum   +6 more
semanticscholar   +1 more source

Dynamic handoff policy for RAN slicing by exploiting deep reinforcement learning

open access: yesEURASIP Journal on Wireless Communications and Networking, 2021
It has been widely acknowledged that network slicing is a key architectural technology to accommodate diversified services for the next generation network (5G).
Yuansheng Wu   +3 more
doaj   +1 more source

Intelligible Protocol Learning for Resource Allocation in 6G O-RAN Slicing [PDF]

open access: yesIEEE wireless communications, 2023
An adaptive standardized protocol is essential for addressing inter-slice resource contention and conflict in network slicing. Traditional protocol standardization is a cumbersome task that yields hardcoded predefined protocols, resulting in increased ...
Farhad Rezazadeh   +6 more
semanticscholar   +1 more source

Amorphous slicing of extended finite state machines [PDF]

open access: yes, 2013
Slicing is useful for many Software Engineering applications and has been widely studied for three decades, but there has been comparatively little work on slicing Extended Finite State Machines (EFSMs).
Clark, David   +17 more
core   +1 more source

Deep Reinforcement Learning Based Resource Allocation for Network Slicing With Massive MIMO

open access: yesIEEE Access, 2023
Network slicing is a critical technology for fifth-generation (5G) networks, owing to its merits in meeting the diversified requirements of users. Effective resource allocation for network slicing in Radio Access Networks (RAN) is still challenging owing
Dandan Yan   +3 more
doaj   +1 more source

The Semantics of Abstract Program Slicing [PDF]

open access: yes, 2008
The present paper introduces the semantic basis for abstract slicing. This notion is more general than standard, concrete slicing, in that slicing criteria are abstract, i.e., defined on properties of data, rather than concrete values.
Damiano Zanardini, Zanardini, Damiano
core   +1 more source

Joint RAN Slicing and Computation Offloading for Autonomous Vehicular Networks: A Learning-Assisted Hierarchical Approach

open access: yesIEEE Open Journal of Vehicular Technology, 2021
In this paper, a two-timescale radio access network (RAN) slicing and computing task offloading problem is investigated for a cloud-enabled autonomous vehicular network (C-AVN).
Qiang Ye   +5 more
doaj   +1 more source

On the automation of RAN slicing provisioning: solution framework and applicability examples

open access: yesEURASIP Journal on Wireless Communications and Networking, 2019
Network slicing is a fundamental feature of 5G systems that allows the partitioning of a single network into a number of segregated logical networks, each optimized for a particular type of service, or dedicated to a particular customer or application ...
R. Ferrús   +3 more
doaj   +1 more source

Characterization of Radio Access Network Slicing Scenarios With 5G QoS Provisioning

open access: yesIEEE Access, 2020
5G systems are envisaged to support a wide range of application scenarios with variate requirements. To handle this heterogeneity, 5G architecture includes network slicing capabilities that facilitate the partitioning of a single network infrastructure ...
Irene Vila   +3 more
doaj   +1 more source

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