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Scheduling and Optimization of Wireless Virtual Network Resources Based on Reinforcement Learning

Junxiang Wang, Zhiguo Qu
2022 Wireless Communications and Mobile Computing  
To this end, a wireless virtual network resource scheduling model based on user satisfaction is constructed, and a reinforcement learning-based wireless virtual network resource scheduling mechanism, IRSUP  ...  With the booming and proliferation of 5G wireless network services in the future, a large number of wireless virtual network resources will emerge, and the densification and heterogeneity of the wireless  ...  The virtual layer is responsible for segmenting and reorganizing the physical resources from the In P to form virtual network resources, i.e., virtual spectrum resources and virtual wireless self-backhaul  ... 
doi:10.1155/2022/4509434 fatcat:mp4fvfpoe5gill4utvwom7ojxi

Dynamic Resource Provisioning and Resource Customization for Mixed Traffics in Virtualized Radio Access Network

Kun Xiong, Sebakara Samuel Rene Adolphe, Gordon Owusu Boateng, Guisong Liu, Guolin Sun
2019 IEEE Access  
In this paper, we propose a dynamic resource provisioning scheme involving mixed traffics with multiple base stations in a virtualized radio access network.  ...  To achieve this objective, network virtualization is needed to partition the physical network into various network slices with each slice providing a unique service in the network.  ...  Kokku and co proposed network virtualization substrate (NVS) that achieves effective virtualization of wireless resources in cellular networks in [7] .  ... 
doi:10.1109/access.2019.2935606 fatcat:tdav4ktsffcpdpl2xjeaxfuoca

A Survey on Integrated Access and Backhaul Networks [article]

Yongqiang Zhang, Mustafa A. Kishk, Mohamed-Slim Alouini
2021 arXiv   pre-print
Benefiting from the usage of the high-frequency band, utilizing part of the large available bandwidth for wireless backhauling is feasible without considerable performance sacrifice.  ...  In this paper, we first give a brief introduction of IAB based on the 3GPP release.  ...  In particular, they considered the requirements for network queue stability, average throughput of different SPs, and the backhaul link capacity.  ... 
arXiv:2101.01286v1 fatcat:tlclycckznel5huuxuwcnn6ysm

A Survey on Integrated Access and Backhaul Networks

Yongqiang Zhang, Mustafa A. Kishk, Mohamed-Slim Alouini
2021 Frontiers in Communications and Networks  
Benefiting from the usage of the high-frequency band, utilizing part of the large available bandwidth for wireless backhauling is feasible without considerable performance sacrifice.  ...  Then, the existing research on IAB networks based on 3GPP specifications and possible non-3GPP research extensions are surveyed.  ...  In particular, they considered the requirements for network queue stability, average throughput of different SPs, and backhaul link capacity.  ... 
doi:10.3389/frcmn.2021.647284 fatcat:fx4on6was5ghlokplkrugowgye

System architecture and key technologies for 5G heterogeneous cloud radio access networks

Mugen Peng, Yong Li, Zhongyuan Zhao, Chonggang Wang
2015 IEEE Network  
The principles, performance gains and open issues of key technologies including adaptive large-scale cooperative spatial signal processing, cooperative radio resource management, network function virtualization  ...  The major challenges in terms of fronthaul constrained resource allocation optimization and energy harvesting that may affect the promotion of H-CRANs are discussed as well.  ...  This can be understood by the fact that more RBs and power are allocated to RUEs to maintain the queue stability, leaving less resource for HUEs which are intended to access RRHs.  ... 
doi:10.1109/mnet.2015.7064897 fatcat:nfmtb3scc5epjgiqcobcnf7vfa

Game Theory-Based Load-Balancing Algorithms for Small Cells Wireless Backhaul Connections

Zsolt Alfred Polgar, Mihaly Varga
2023 Applied Sciences  
The paper proposes several Game Theory (GT)-based Load-Balancing (LB) algorithms for distributing the traffic of the small cell users over the macro cell links.  ...  5G wireless networks have as one of the main characteristics the large-scale deployment of small cells (microcells, picocells, etc.), which is expected to bring several advantages in what concerns the  ...  An analysis of the usage of mesh WiFi 802.11n networks for provisioning the backhaul connections for picocells is presented in [7] , and a self-optimizing partial mesh wireless backhaul solution is proposed  ... 
doi:10.3390/app13031485 fatcat:xiorpvndjre65i44x3zcroxtxa

2019 Index IEEE Transactions on Network and Service Management Vol. 16

2019 IEEE Transactions on Network and Service Management  
., +, T-NSM March 2019 56-71 Profile-Based Resource Allocation for Virtualized Network Functions.  ...  ., +, T-NSM Dec. 2019 1537-1551 Profile-Based Resource Allocation for Virtualized Network Functions.  ... 
doi:10.1109/tnsm.2019.2960621 fatcat:zdo7i4plobaqxp54v7624wkrxi

Wireless Network Virtualization: A Survey, Some Research Issues and Challenges

Chengchao Liang, F. Richard Yu
2015 IEEE Communications Surveys and Tutorials  
Since wireless network virtualization enables abstraction and sharing of infrastructure and radio spectrum resources, the overall expenses of wireless network deployment and operation can be reduced significantly  ...  isolation, control signaling, resource discovery and allocation, mobility management, network management and operation, and security as well as non-technical issues such as governance regulations, etc  ...  ACKNOWLEDGMENT We thank the reviewers for their detailed reviews and constructive comments, which have helped to improve the quality of this paper.  ... 
doi:10.1109/comst.2014.2352118 fatcat:eihz4mdguzbepowj4x42pgsuc4

Wireless Backhaul in 5G and Beyond: Issues, Challenges and Opportunities [article]

Berke Tezergil, Ertan Onur
2021 arXiv   pre-print
However, with these new technologies, fiber is no longer the foremost technology for backhauling. With the projected densification of networks, wireless backhaul has become mandatory to use.  ...  Resource allocation, deployment, scheduling, power management and energy efficiency are some of these problems.  ...  UAVs use self-backhauling and share the spectrum resources with the terrestrial network.  ... 
arXiv:2103.08234v2 fatcat:3fug6wsmtrg5bfxk2ga2f2al5i

Joint Load Balancing and Interference Mitigation in 5G Heterogeneous Networks

Trung Kien Vu, Mehdi Bennis, Sumudu Samarakoon, Merouane Debbah, Matti Latva-aho
2017 IEEE Transactions on Wireless Communications  
with a large number of antennas, overlaid with wireless self-backhauled small cells (SCs) are assumed.  ...  closed access ones in ultra-dense networks with 350 small cell base stations per km2 .  ...  9 Due to different traffic model for DL and UL, the ratio configuration for DL and UL transmission time will be varied.  ... 
doi:10.1109/twc.2017.2718504 fatcat:jzqhqgcs5jfsfkq524ipc4ejq4

Architectures and Bandwidth Allocation Schemes for Hybrid Wireless-Optical Networks

Antonios G. Sarigiannidis, Maria Iloridou, Petros Nicopolitidis, Georgios Papadimitriou, Fotini-Niovi Pavlidou, Panagiotis G. Sarigiannidis, Malamati D. Louta, Vasileios Vitsas
2015 IEEE Communications Surveys and Tutorials  
Moreover, as the up-todate hybrid network standards remain under development, since there is not yet an integrated standard for approving hybrid network access platforms, we accompany this survey with  ...  At the same time, hybrid wireless-optical networks pose as an ambitious, alternative, and efficient solution to cope with new, bandwidth-hungry user applications.  ...  In the context of a modern hybrid wireless-optical network, the aim is to identify the virtual topology, determine the virtual resources, and implement a fair resource allocation over the wireless and  ... 
doi:10.1109/comst.2014.2356640 fatcat:ezkbm7rbincmzhv54764odjncy

Realizing the Tactile Internet: Haptic Communications over Next Generation 5G Cellular Networks

Adnan Aijaz, Mischa Dohler, A. Hamid Aghvami, Vasilis Friderikos, Magnus Frodigh
2017 IEEE wireless communications  
Design efforts for both the Tactile Internet and the underlying haptic communications are in its infancy.  ...  With voice and data communications driving the designs of the current Internets, the Tactile Internet will enable haptic communications, which in turn will be a paradigm shift in how skills and labor are  ...  Gerhard Fettweis, TU Dresden, Germany, for the fruitful discussions on this topic.  ... 
doi:10.1109/mwc.2016.1500157rp fatcat:scghurvr3zdxdo4ycq5wucu37a

Resource Allocation in Multi-Radio Multi-Channel Multi-Hop Wireless Networks

S. Merlin, N. Vaidya, M. Zorzi
2008 2008 Proceedings IEEE INFOCOM - The 27th Conference on Computer Communications  
A joint congestion control, channel allocation and scheduling algorithm for multi-channel multi-interface multihop wireless networks is discussed.  ...  The goal of maximizing a utility function of the injected traffic, while guaranteeing queues stability, is defined as an optimization problem where the input traffic intensity, channel loads, interface  ...  A greedy scheduler based on the outcome of the previous LP solution is then applied for solving the actual resource allocation. A similar analysis is also found in [7] .  ... 
doi:10.1109/infocom.2007.110 fatcat:gxej2a6asfbrjgycq2m2zsnkey

Resource Allocation in Multi-Radio Multi-Channel Multi-Hop Wireless Networks

S. Merlin, N. Vaidya, M. Zorzi
2008 IEEE INFOCOM 2008 - The 27th Conference on Computer Communications  
A joint congestion control, channel allocation and scheduling algorithm for multi-channel multi-interface multihop wireless networks is discussed.  ...  The goal of maximizing a utility function of the injected traffic, while guaranteeing queues stability, is defined as an optimization problem where the input traffic intensity, channel loads, interface  ...  A greedy scheduler based on the outcome of the previous LP solution is then applied for solving the actual resource allocation. A similar analysis is also found in [7] .  ... 
doi:10.1109/infocom.2008.110 dblp:conf/infocom/MerlinVZ08 fatcat:urcpyghgrzdo5gd2h7omvbpzhq

Software Defined Applications in Cellular and Optical Networks [article]

Akhilesh Thyagaturu
2017 arXiv   pre-print
A novel access backhaul network architecture based on a Smart Gateway (Sm-GW) between the small cell base stations, e.g., LTE eNBs, and the conventional backhaul gateways, e.g., LTE Servicing/Packet Gateways  ...  Small wireless cells have the potential to overcome bottlenecks in wireless access through the sharing of spectrum resources.  ...  SDN-LayBack -an Advanced Wireless Network Backhaul Architecture This paper proposes SDN-LayBack, a fundamentally novel backhaul architecture for wireless backhaul access networks based on software defined  ... 
arXiv:1712.02951v1 fatcat:qq4b2qnxtna7hagjdagbllz77e
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