计算机科学 ›› 2014, Vol. 41 ›› Issue (9): 119-124.doi: 10.11896/j.issn.1002-137X.2014.09.023

• 网络与通信 • 上一篇    下一篇

基于上下文感知和移动位置预测的切换机制

王玉祥,王进,谢胜东   

  1. 南京信息工程大学江苏省网络监控中心 南京210044 南京信息工程大学计算机与软件学院 南京210044;南京信息工程大学江苏省网络监控中心 南京210044 南京信息工程大学计算机与软件学院 南京210044;南京信息工程大学江苏省网络监控中心 南京210044 南京信息工程大学计算机与软件学院 南京210044
  • 出版日期:2018-11-14 发布日期:2018-11-14
  • 基金资助:
    本文受南京信息工程大学科研基金(20100393),江苏高校优势学科建设工程项目,国家自然科学基金(60802034,41071253)资助

Handoff Mechanism Based on Context-aware and Mobile Location Prediction

WANG Yu-xiang,WANG Jin and XIE Sheng-dong   

  • Online:2018-11-14 Published:2018-11-14

摘要: 切换机制是无线通信系统中为用户提供无缝移动应用服务的一项关键技术,切换成功与否直接影响着用户业务体验和使用。提出了基于上下文感知和移动位置预测的切换机制,即采用多种类型上下文信息并利用修正证据理论预测移动用户的准确位置。提出的方法能够避免“乒乓切换”,缩短切换延迟,提前预留资源,为快速、准确和可靠的切换判决提供依据,显著地改善了网络服务质量。理论分析和仿真结果表明,该方法位置预测更接近用户真实的运动轨迹,位置预测的均方根误差较小,大大提高了切换成功率。

关键词: 切换机制,上下文,证据理论,地理信息系统GIS(Geographic information system),Hausdorff距离

Abstract: The handoff mechanism is a key technology which can provide user with seamless mobile application services in wireless communication system.It also has very important impact on user oriented service experience and application.In this paper,a context-aware and mobile location prediction based handoff mechanism was proposed,which uses the modified Dempster-Shafer theory together with a variety of context information to predict the location of mobile users.The proposed method can not only efficiently avoid "ping-pong" handoff,but also shorten handoff delay,and provide basis for fast,accurate and reliable decisions,and reserve resources in advance.Thus,it can significantly improve the QoS(Quality of Service)of network.Theoretical analysis and simulation results show that location prediction is closer to user’s real trajectory.The RMSE of position is smaller,which means the success rate of handoff is largely improved.

Key words: Handoff mechanism,Context,Dempster-Shafer(D-S)theory,GIS(Geographic information system),Hausdorff distance

[1] 李鹏.一种基于业务信道信号质量的优化接力切换策略[J].西华大学学报,2013,32(4):58-61
[2] Luo Tao,Lv Zi-ru,Yao Zhe,et al.A Position-Based HandoffScheme in WAVE Systems[J].China Communications,2011:8(1):95-101
[3] Yang Zi-gang,Wang Xiao-dong.Joint Mobility Tracking andHandoff in Cellular Networks via Sequential Monte Carlo Filtering[J].IEEE Transactions on Signal Processing,2003,51(1):269-281
[4] Marmasse N,Schmandt C.A User-Centered Location Model[J].Personal and Ubiquitous Computing,2002,6(5):318-321
[5] Shen X,Mark J W,Ye J.User Mobility Profile Prediction:AnAdaptive Fuzzy Inference Approach[J].Wireless Networks,2000,6(6):363-374
[6] Kumar V,Venkataram P.A Prediction Based Location Management Using Multi-Layer Neural Networks[J].J.Indian Inst.of Science,2002,82(1):7-21
[7] Tseng Chien-chao,Lin Chia-liang,Shih B-Y,et al.Topolo-gyaware handoff scheme for surveillance patrol robot[J].Nonlinear Dynamics,2013,73(3):2073-2081
[8] Abo-Zahhad M,Ahmed S M,Mourad M.Future location prediction of mobile subscriber over mobile network using Intra Cell Movement pattern algorithm[C]∥International Conference on Communications.Signal Processing,and their Applications(ICCSPA).2013:1-6
[9] Jin Zhao-yan,Shi Dian-xi,Wu Quan-yuan,et al.Random Walk Based Location Prediction in Wireless Sensor Networks.[J]International Journal of Distributed Sensor Networks,2013:1-9
[10] Samaan N,Karmouch A.A Mobility Prediction ArchitectureBased on Contextual Knowledge and Spatial Conceptual Maps[J].IEEE Transactions on Mobile Computing,2005,4(6):537-551
[11] 孙巍巍,苏寒松,滕友伟,等.3GPP LTE系统中结合位置预测的切换算法[J].计算机应用,2012,32(7):1849-1851
[12] Yuan Yue-ming,Guan Wei,Qiu Wei.Map matching of mobileprobes based on handoverlocation technology[C]∥2010 International Conference on Networking Sensing and Control.ICNSC,2010:587-592
[13] Wang Yuan-lin,Yu Zhao-yuan,Luo Wen,et al.A 3D GIS spatial data model based on conformal geometric algebra[J].Science China Earth Sciences,2011,4(1):101-112
[14] Shafer G.A Mathematical Theory of Evidence [M].Princeton,NJ:PrincetonUniv.Press,1976:124-130
[15] Miao Y Z,Zhang H X,Zhang J W,et al.Improvement of the combination rules of the D-S evidence theory based on dealing with the evidence conflict[C]∥2008 IEEE International Confe-rence on Information and Automation.Shanghai,2008:331-336
[16] Peterfreund N.Robust tracking of position and velocity withKalman snakes [J].IEEE Trans.on Pattern Analysis and Machine Intelligence,2000,22(6):564-569

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