动态超密集网络中的Markov预测切换

孟庆民; 赵媛媛; 岳文静; 邹玉龙; 王小明

doi:10.11959/j.issn.1000-436x.2018225

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动态超密集网络中的Markov预测切换

学术通信 | 更新时间：2024-06-05

- 动态超密集网络中的Markov预测切换
- Markov prediction based handover in dynamic ultra dense network
- 通信学报 2018年39卷第10期页码：166-174
- 作者机构：
  
  南京邮电大学通信与信息工程学院，江苏南京 210003
- 作者简介：
  
  [ "孟庆民（1965-），男，江苏滨海人，博士，南京邮电大学副教授，主要研究方向为信号处理、网络智能、网络自动化、绿色通信、安全通信、移动边缘计算等。" ]
  [ "赵媛媛（1992-），女，山东东营人，南京邮电大学硕士生，主要研究方向为无线资源管理。" ]
  [ "岳文静（1982-），女，山西应县人，博士，南京邮电大学副教授，主要研究方向为协作通信、认知无线电等。" ]
  [ "邹玉龙（1984-），男，江西新干人，博士，南京邮电大学教授，主要研究方向为认知无线电、信息安全等。" ]
  [ "王小明（1986-），男，山东聊城人，博士，南京邮电大学讲师，主要研究方向为绿色通信、资源分配等。" ]
- 基金信息：
  
  国家自然科学基金资助项目(61522109);国家自然科学基金资助项目(61501253);国家自然科学基金资助项目(61801240);江苏省自然科学基金资助项目(15KJA510003);江苏省自然科学基金资助项目(BK20151506)
- DOI：10.11959/j.issn.1000-436x.2018225
  中图分类号： TP393
- 网络出版日期：2018-10，
  
  纸质出版日期：2018-10-25
- 稿件说明：
移动端阅览
孟庆民, 赵媛媛, 岳文静, 等. 动态超密集网络中的Markov预测切换[J]. 通信学报, 2018,39(10):166-174.

Qingmin MENG, Yuanyuan ZHAO, Wenjing YUE, et al. Markov prediction based handover in dynamic ultra dense network[J]. Journal on communications, 2018, 39(10): 166-174.
孟庆民, 赵媛媛, 岳文静, 等. 动态超密集网络中的Markov预测切换[J]. 通信学报, 2018,39(10):166-174. DOI： 10.11959/j.issn.1000-436x.2018225.

Qingmin MENG, Yuanyuan ZHAO, Wenjing YUE, et al. Markov prediction based handover in dynamic ultra dense network[J]. Journal on communications, 2018, 39(10): 166-174. DOI： 10.11959/j.issn.1000-436x.2018225.

摘要

针对超密集蜂窝网络中大规模机器类通信所涉及的通信与计算问题，提出了一种基于 Markov 预测的切换方案。首先考虑半结构化的中心控制的异构网络设计，该设计中含有密集部署的虚拟节点，以实现低成本和高效率的覆盖。该网络可以根据用户的移动性及网络通信量动态调整接入点。其次构建 Markov 模型，引入负载感知思想，通过权衡信号质量与小区负载，有效地预测用户的下一个最优接入点。仿真实验结果证明了该方案用于小区切换预测的可行性与有效性。

Abstract

In order to solve the problem of the communication and computational problems of large-scale machine communication in an ultra-dense cellular network

a Markov prediction based handover scheme (MPHS) was proposed.Firstly

a kind of heterogeneous network design with semi-structure and central control was considered which contains the densely deployed virtual nodes and thus realized a low cost and efficient coverage.The network can dynamically adjust the access point according to the user's mobility and network traffic.Secondly

a Markov model was constructed

and the idea of load-aware was introduced.By weighing the signal quality and the cell load

the user's next optimal access point was effectively predicted.The simulation results show the feasibility and effectiveness of the proposed scheme for cell handover predicting.

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references

尤肖虎 , 潘志文 , 高西奇 , 等 . 5G移动通信发展趋势与若干关键技术 [J ] . 中国科学:信息科学 , 2014 , 44 ( 5 ): 551 - 563 .

YOU X H , PAN Z W , GAO X Q , et al . The 5G mobile communication:the development trends and its emerging key techniques [J ] . Scientia Sinica:Informationis , 2014 , 44 ( 5 ): 551 - 563 .

尤肖虎 , 赵新胜 . 分布式无线电和蜂窝移动通信网络结构 [J ] . 电子学报 , 2004 , 12A ( 32 ): 16 - 21 .

YOU X H , ZHAO X S . Distributed radio and cellular mobile communications network architecture [J ] . Acta Electronica Sinica , 2004 , 12A ( 32 ): 16 - 21 .

KREUTZ D , RAMOS F M V , VERISSIMO P E , et al . Software-defined networking:A comprehensive survey [J ] . Proceedings of the IEEE , 2015 , 103 ( 1 ): 14 - 76 .

PENG M , LI Y , ZHAO Z , et al . System architecture and key technologies for 5G heterogeneous cloud radio access networks [J ] . IEEE Network , 2015 , 29 ( 2 ): 6 - 14 .

任塨晔 , 赵季红 , 曲桦 . 基于模糊逻辑的多终端协同的垂直切换决策算法 [J ] . 通信学报 , 2014 , 35 ( 9 ): 67 - 78 .

REN G Y , ZHAO J H , QU Y . Vertical handoff decision algorithm for cooperation of multi-terminal based on fuzzy logic terminal [J ] . Journal on Communications , 2014 , 35 ( 9 ): 67 - 78 .

TENG Y L , LIU M T , SONG M . Effect of outdated CSI on handover decisions in dense networks [J ] . IEEE Communications Letters , 2017 ,PP( 99 ): 1 - 4 .

BECVAR Z , MACH P . Prediction of channel quality after handover for mobility management in 5G [C ] // International Conference on 5G for Ubiquitous Connectivity(5GU 2014) , 2014 : 35 - 39 .

RABE A , HESHAM E , SAMEH S , et al . Velocity-aware handover management in two-tier cellular networks [J ] . IEEE Transactions on Wireless Communications , 2017 , 16 ( 3 ): 1851 - 1867 .

MAALOUL S , AFIF M , TABBANE S . Handover decision in heterogeneous networks [C ] // IEEE 30th International Conference on Advanced Information Networking and Applications (AINA 2016) , 2016 : 588 - 595 .

YAN X , MANI N , SEKERCIOGLU Y A . A traveling distance prediction based method to minimize unnecessary handovers from cellular networks to WLANs [J ] . IEEE Communications Letters , 2008 , 12 ( 1 ): 14 - 16 .

KASSAR M , KERVELLA B , PUJOLLE G . An overview of vertical handover decision strategies in heterogeneous wireless networks [J ] . Computer Communications , 2008 , 31 ( 10 ): 2607 - 2620 .

DING Z X , WANG X J , WANG X , et al . An effective handover scheme in heterogeneous networks [C ] // International Conference on Computer Communication and Informatics (ICCCI) , 2016 : 1 - 6 .

刘淑慧 . LTE及Macrocell/Femtocell双层网络无线资源管理的研究 [D ] . 北京:北京邮电大学 , 2012 .

LIU S H . Research on wireless resource management of LTE and Macrocell/Femtocell dual-layer networks [D ] . Beijing:Beijing University of Posts and Telecommunications , 2012 .

万晋京 . Macrocell-Femtocell 分层网络中切换算法研究 [D ] . 重庆:重庆邮电大学 , 2017 .

WAN J J . Research on handover algorithm in Macrocell-Femtocell hierarchical network [D ] . Chongqing:Chongqing University of Posts and Telecommunications , 2017 .

SHARMA A K , SUMAN P N , JAIN A . Improving energy efficiency of femtocell network by joint estimation of downlink throughput and uplink power [C ] // 2015 International Conference on Advanced Computing and Communication Systems , 2015 : 1 - 5 .

ULVAN A , BESTAK R , ULVAN M . The study of handover procedure in LTE-based femtocell network [C ] // WMNC2010 , 2010 : 1 - 6 .

王汝言 , 周晓军 , 吴大鹏 . 带有负载均衡的LTE自适应切换算法 [J ] . 系统工程与电子技术 , 2015 , 37 ( 9 ): 2156 - 2163 .

WANG Y Y , ZHOU X J , WU D P . Adaptive LTE handover algorithm with load balancing [J ] . Systems Engineering and Electronics , 2015 , 37 ( 9 ): 2156 - 2163 .

马秀荣 , 张会龙 , 白媛 , 等 . 基于自适应小区选择的切换控制算法研究 [J ] . 通信学报 , 2011 , 32 ( 9 ): 9 - 17 .

MA X R , ZHANG H L , BAI Y , et al . Switching control algorithm based on adaptive cell selection [J ] . Journal on Communications , 2011 , 32 ( 9 ): 9 - 17 .

XENAKIS D , PASSAS N , GREGORIO L D , et al . A context-aware vertical handover framework towards energy-efficiency [C ] . 2011 IEEE 73rd Vehicular Technology Conference (VTC Spring) , 2011 : 1 - 5 .

ANTORO A D , MUSTIKA I W , WIBOWO S B . Downlink cross-tier interference mitigation for macrocell user in open access femtocell using handover scenario [C ] // 2015 International Conference on Electrical Engineering and Informatics (ICEEI) , 2015 : 656 - 660 .

MENG Q M , ZHONG S , ZOU Y L . Offloading in dynamic ultra dense small cell networks [C ] // 2016 7th IEEE International Conference on Software Engineering and Service Science (ICSESS) , 2016 : 148 - 152 .

3GPP TR 36.814.Further advancements for E-UTRA physical layer aspects (Release 9) [S ] .2010. 2010 :

GUIDOLIN F , PAPPALARDO I , ZANELLA A , et al . Context-aware handover policies in HetNets [J ] . IEEE Transactions on Wireless Communications , 2016 , 15 ( 3 ): 1895 - 1906 .

GHOSH A , THOMAS T A , CUDAK M C , et al . Millimeter wave enhanced local area systems:A high data rate approach for future wireless networks [J ] . IEEE Journal on Selected Areas in Communications , 2014 , 32 ( 6 ): 1152 - 1163 .

3GPP TR 36.839.Evolved universal terrestrial radio access (E-UTRA);Mobility enhancements in heterogeneous networks (Release 11) [S ] . 2012 :

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