Research Anthology on Developing and Optimizing 5G Networks and the Impact on Society最新文献

Guaranteeing User Rates With Reinforcement Learning in 5G Radio Access Networks 5G无线接入网络中强化学习保证用户速率

Research Anthology on Developing and Optimizing 5G Networks and the Impact on Society Pub Date : 2021-01-04 DOI: 10.4018/978-1-7998-7708-0.CH008

I. Comsa, Sijing Zhang, Mehmet Emin Aydin, P. Kuonen, R. Trestian, G. Ghinea

{"title":"Guaranteeing User Rates With Reinforcement Learning in 5G Radio Access Networks","authors":"I. Comsa, Sijing Zhang, Mehmet Emin Aydin, P. Kuonen, R. Trestian, G. Ghinea","doi":"10.4018/978-1-7998-7708-0.CH008","DOIUrl":"https://doi.org/10.4018/978-1-7998-7708-0.CH008","url":null,"abstract":"The user experience constitutes an important quality metric when delivering high-definition video services in wireless networks. Failing to provide these services within requested data rates, the user perceived quality is strongly degraded. On the radio interface, the packet scheduler is the key entity designed to satisfy the users' data rates requirements. In this chapter, a novel scheduler is proposed to guarantee the bit rate requirements for different types of services. However, the existing scheduling schemes satisfy the user rate requirements only at some extent because of their inflexibility to adapt for a variety of traffic and network conditions. In this sense, the authors propose an innovative framework able to select each time the most appropriate scheduling scheme. This framework makes use of reinforcement learning and neural network approximations to learn over time the scheduler type to be applied on each momentary state. The simulation results show the effectiveness of the proposed techniques for a variety of data rates' requirements and network conditions.","PeriodicalId":298363,"journal":{"name":"Research Anthology on Developing and Optimizing 5G Networks and the Impact on Society","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133300582","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 4

5G IoT Industry Verticals and Network Requirements 5G物联网行业垂直和网络需求

Research Anthology on Developing and Optimizing 5G Networks and the Impact on Society Pub Date : 2017-04-03 DOI: 10.4018/978-1-5225-2799-2.CH006

M. Condoluci, María Ángel Lema Rosas, Toktam Mahmoodi, M. Dohler

引用次数: 15

Licensing Terms for IoT Standard-Setting 物联网标准制定许可条款

Research Anthology on Developing and Optimizing 5G Networks and the Impact on Society Pub Date : 1900-01-01 DOI: 10.4018/978-1-5225-9008-8.CH011

Matt Heckman

引用次数: 1

Critical Success Factors to Create 5G Networks in the Smart Cities of India From the Security and Privacy Perspectives 从安全和隐私的角度看，在印度智慧城市创建5G网络的关键成功因素

Research Anthology on Developing and Optimizing 5G Networks and the Impact on Society Pub Date : 1900-01-01 DOI: 10.4018/978-1-7998-1786-4.ch010

Sheshadri Chatterjee

引用次数: 1

Clustering and 5G-Enabled Smart Cities 集群和5g智能城市

Research Anthology on Developing and Optimizing 5G Networks and the Impact on Society Pub Date : 1900-01-01 DOI: 10.4018/978-1-5225-7570-2.CH002

Irina Tal, Gabriel-Miro Muntean

引用次数: 1

Resource Management of Mixed Unicast and Multicast Services Over LTE LTE上混合单播和多播业务的资源管理

Research Anthology on Developing and Optimizing 5G Networks and the Impact on Society Pub Date : 1900-01-01 DOI: 10.4018/978-1-5225-7570-2.CH004

G. Araniti, M. Condoluci, S. Pizzi, A. Molinaro

引用次数: 0

Caching Resource Sharing for Network Slicing in 5G Core Network 5G核心网网络切片缓存资源共享

Research Anthology on Developing and Optimizing 5G Networks and the Impact on Society Pub Date : 1900-01-01 DOI: 10.4018/978-1-7998-7708-0.ch026

Qingmin Jia, Renchao Xie, Tao Huang, Jiang Liu, Yun-jie Liu

{"title":"Caching Resource Sharing for Network Slicing in 5G Core Network","authors":"Qingmin Jia, Renchao Xie, Tao Huang, Jiang Liu, Yun-jie Liu","doi":"10.4018/978-1-7998-7708-0.ch026","DOIUrl":"https://doi.org/10.4018/978-1-7998-7708-0.ch026","url":null,"abstract":"Network slicing has been considered a promising technology in next generation mobile networks (5G), which can create virtual networks and provide customized service on demand. Most existing works on network slicing mainly focus on virtualization technology, and have not considered in-network caching well. However, in-network caching, as the one of the key technologies for information-centric networking (ICN), has been considered as a significant approach in 5G network to cope with the traffic explosion and network challenges. In this article, the authors jointly consider in-network caching combining with network slicing. They propose an efficient caching resource sharing scheme for network slicing in 5G core network, aiming at solving the problem of how to efficiently share the limited physical caching resource of Infrastructure Provider (InP) among multiple network slices. In addition, from the perspective of network slicing, the authors formulate caching resource sharing problem as a non-cooperative game, and propose an iteration algorithm based on caching resource updating to obtain the Nash Equilibrium solution. Simulation results show that the proposed algorithm has good convergence performance, and illustrate the effectiveness of the proposed scheme.","PeriodicalId":298363,"journal":{"name":"Research Anthology on Developing and Optimizing 5G Networks and the Impact on Society","volume":"47 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114067441","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Digital Transformation of Supply Chains With Mobile IoT 利用移动物联网实现供应链数字化转型

Research Anthology on Developing and Optimizing 5G Networks and the Impact on Society Pub Date : 1900-01-01 DOI: 10.4018/978-1-7998-3175-4.ch007

Busra Ozdenizci Kose

引用次数: 1

Interference Management in Heterogeneous Networks 异构网络中的干扰管理

Research Anthology on Developing and Optimizing 5G Networks and the Impact on Society Pub Date : 1900-01-01 DOI: 10.4018/978-1-5225-1712-2.CH008

Yanxia Liang

引用次数: 1

Key Microwave and Millimeter Wave Technologies for 5G Radio 5G无线电的关键微波和毫米波技术

Research Anthology on Developing and Optimizing 5G Networks and the Impact on Society Pub Date : 1900-01-01 DOI: 10.4018/978-1-5225-2799-2.CH003

V. Milosevic, B. Jokanović, O. Boric-Lubecke, V. Lubecke

引用次数: 19