Dynamic Network Slice Scaling Assisted by Attention-Based Prediction in 5G Core Network
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DOI: 10.1109/access.2022.3190640
Abstract: Network slicing is a key technology in fifth-generation (5G) networks that allows network operators to create multiple logical networks over a shared physical infrastructure to meet the requirements of diverse use cases. Among core functions… read more here.
Keywords: network; resource; prediction; attention ... See more keywords
Deep Reinforcement Learning Approaches to Network Slice Scaling and Placement: A Survey
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DOI: 10.1109/mcom.006.2200534
Abstract: Network slicing in 5G and beyond networks allows the network to be customized for each application or service by chaining together different virtualized network functions (VNFs) according to service requirements. The increased flexibility offered by… read more here.
Keywords: network; deep reinforcement; slice scaling; scaling placement ... See more keywords
Satellite Network Slice Planning: Architecture, Performance Analysis, and Open Issues
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DOI: 10.1109/mvt.2023.3238515
Abstract: For beyond-5G and 6G communications, the satellite-terrestrial integrated network (STIN) is expected to provide diverse services with global coverage. The first step in implementing a successful STIN is to make the satellite network capable of… read more here.
Keywords: network; slice planning; satellite network; network slice ... See more keywords
Wireless Network Slice Assignment With Incremental Random Vector Functional Link Network
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Network Science and Engineering"
DOI: 10.1109/tnse.2022.3178740
Abstract: This paper presents an artificial intelligence-assisted network slice prediction method, which utilizes a novel incremental random vector functional link (IRVFL) network to deal with the wireless network slice assignment (WNSA) problem in a data-driven way.… read more here.
Keywords: network; network slice; wireless network; irvfl network ... See more keywords
Toward a Trust Aware Network Slice-Based Service Provision in Virtualized Infrastructures
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DOI: 10.1109/tnsm.2021.3128882
Abstract: Future communication networks such as 5G are expected to support end-to-end delivery of services for several vertical markets with diverging requirements. Network slicing is a key construct that is used to provide end to end… read more here.
Keywords: network functions; network; service; trust ... See more keywords
Toward Enabling Network Slice Mobility to Support 6G System
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Wireless Communications"
DOI: 10.1109/twc.2022.3182591
Abstract: Even a wider set of highly critical and latency-sensitive applications with resource needs from the access network and the edge will be supported by the 6G networks. Therefore, the 6G network will deal with diversification… read more here.
Keywords: network; network slice; toward enabling; end end ... See more keywords