基于认知自选择决策树的垂直切换方法研究

范存群; 王尚广; 孙其博; 邹华; 杨放春

doi:10.3969/j.issn.1000-436x.2013.11.009

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基于认知自选择决策树的垂直切换方法研究

学术论文

- 基于认知自选择决策树的垂直切换方法研究
- Vertical handoff research based on cognitive self-selection decision tree
- 通信学报 2013年34卷第11期页码：71-80
- 作者机构：
  
  北京邮电大学网络与交换技术国家重点实验室，北京 100876
- 作者简介：
  
  [ "范存群（1986-），男，江苏南通人，北京邮电大学博士生，主要研究方向为物联网安全和车联网技术。" ]
  [ "王尚广（1982-），男，河南周口人，博士，主要研究方向为服务计算、车联网技术及网络安全。" ]
  [ "孙其博（1975-），男，河南郑州人，博士，北京邮电大学副教授，主要研究方向为服务计算、物联网和网络安全。" ]
  [ "邹华（1969-），女，四川成都人，博士，北京邮电大学教授，主要研究方向为智能网络和服务计算。" ]
  [ "杨放春（1957-），男，北京人，博士，北京邮电大学教授，主要研究方向为智能网络、服务计算和交换技术。" ]
- 基金信息：
  
  国家自然科学基金资助项目(61272521);教育部博士点基金资助项目(20110005130001);教育部新世纪优秀人才支持计划基金资助项目(NCET100263);北京市自然科学基金资助项目(4132048)
- DOI：10.3969/j.issn.1000-436x.2013.11.009
  中图分类号： TN929
- 网络出版日期：2013-11，
  
  纸质出版日期：2013-11-25
- 稿件说明：
移动端阅览
范存群, 王尚广, 孙其博, 等. 基于认知自选择决策树的垂直切换方法研究[J]. 通信学报, 2013,34(11):71-80.

Cun-qun FAN, Shang-guang WANG, Qi-bo SUN, et al. Vertical handoff research based on cognitive self-selection decision tree[J]. Communication journal, 2013, 34(11): 71-80.
范存群, 王尚广, 孙其博, 等. 基于认知自选择决策树的垂直切换方法研究[J]. 通信学报, 2013,34(11):71-80. DOI： 10.3969/j.issn.1000-436x.2013.11.009.

Cun-qun FAN, Shang-guang WANG, Qi-bo SUN, et al. Vertical handoff research based on cognitive self-selection decision tree[J]. Communication journal, 2013, 34(11): 71-80. DOI： 10.3969/j.issn.1000-436x.2013.11.009.

摘要

在异构无线网络环境下高速移动的终端用户需要随时随地接入网络，然而，在垂直切换过程中，由于终端用户对网络选择的偏好不同以及切换之后网络连接时间和状态难以得到保障，无法满足用户的切换需求。因此，提出了一种支持终端用户高速移动的基于认知自选择决策树的垂直切换方法。该方法首先根据网络属性和终端运动趋势建立相应的切换概率分布，然后根据用户偏好选择相应的决策树进行决策，最后通过对切换后终端的业务类型和运动状态进行反馈分析，提出了反馈认知决策方法。仿真结果表明，所提的方法不仅能够保证高速移动终端在异构无线网络下的切换质量，而且减少了不必要的切换，保证了网络的及时更新。

Abstract

In heterogeneous wireless network environments

users need to access to the internet anytime

anywhere

even in a high-speed moving process. However

in the vertical handoff process

the preferences of different user and the unsta-ble network status after handoff cannot meet the switching requirement of users. So

a vertical handoff method based on cognitive self-selection decision tree was proposed. Firstly

according to the signal strength

transmission rate

bit error rate

blocking probability and movement trend

the respective handoff probability distribution of them was established and the decisions through the self-selection decision tree was made. Then

a method of feedback cognitive decision in line with the feedback of services and movements on terminals was proposed. Simulation results show that the proposed me-thod can not only ensure the vertical handoff quality of high-speed moving terminals in heterogeneous wireless networks

but also reduce unnecessary handoff and ensure the network update rate.

关键词

Keywords

references

PANDE M , MAKELA J , MAHONEN P . Optimization scheme for mobile users performing vertical handoffs between IEEE 802.11 and GPRS/EDGE networks [A ] . Proc GLOBECOM [C ] . San Antonio, USA , 2001 . 3439 - 3443 .

BUDDHIKOT M , CHANDRANMENON G , HAN S , et al . Integration of 802.11 and third-generation wireless data networks [A ] . INFOCOM 2003 [C ] . San Francisco, USA , 2003 . 503 - 512 .

LIU M , LI Z C . Performance evaluation of vertical handoff decision algorithms in heterogeneous wireless networks [A ] . Proc of GLOBE-COM [C ] . San Francisco, USA , 2006 . 1 - 5 .

MA D , MA M D . A QoS-based vertical handoff scheme for interwork-ing of WLAN and WiMAX [A ] . Proc of GLOBECOM [C ] . Honolulu, USA , 2009 . 1 - 6 .

SHAFIEE K , ATTAR A , LEUNG V . Optimal distributed vertical handoff strategies in vehicular heterogeneous networks [J ] . IEEE Jour-nal on Selected Areas in Communications , 2011 , 29 ( 3 ): 534 - 544 .

AKYILDIZ I F , LEE W Y , VURAN M , et al . Next generation/dynamic spectrum access/cognitive radio wireless networks: as vey [J ] . Com-puter Networks , 2006 , 50 ( 13 ): 2127 - 2159 .

QUAN Z , CUI S X G , SAYED A H , et al . Optimal linear cooperation for spectrum sensing in cognitive radio networks [J ] . IEEE urnal of Se-lected Topics in Signal Processing , 2008 , 2 ( 1 ): 28 - 40 .

GAMBINI J , SIMEONE O , BAN-NESS Y , et al . Packet-wise vertical handover for unlicensed multi-standard spectrum access with cognitive radios [J ] . IEEE Transactions on Wireless Communications , 2008 , 7 ( 12 ): 5172 - 5176 .

苏伟，刘琪，袁坚等 . 基于终端移动与业务到达认知的自适应无线接入控制机制 [J ] . 电子学报 , 2011 , 39 ( 9 ): 2148 - 2153 .

SU W , LIU Q , YUAN J , et al . Adaptive radio access control scheme based on terminal mobility and service arriving cognitn [J ] . Acta Electronica Sinica , 2011 , 39 ( 9 ): 2148 - 2153 .

杨双懋，郭伟，唐伟 . 认知无线网络中基于时间序列预测的冲突分解算法 [J ] . 通信学报 , 2011 , 32 ( 11 ): 51 - 58 .

YANG S M , GUO W , TANG W . Collision resolution algorithm based on time-series forecasting for cognitive wireless networks [J ] . Journal on Communications , 2011 , 32 ( 11 ): 51 - 58 .

SOCHELEAU F X , HOUCKE S , CIBLAT P , et al . Cognitive OFDM system detection using pilot tones second and third-order cyclostatio-narity [J ] . Signal Processing , 2011 , 91 ( 2 ): 252 - 268 .

李钊，李建东，肖丽媛 . 认知MIMO系统基于授权通信模式信息的空频域机会接入 [J ] . 通信学报 , 2012 , 33 ( 1 ): 38 - 44 .

LI Z , LI J D , XIAO L Y . Spatio-frequency domain opportunistic access in CR-MIMO system based on primary transmission mode informa-tion [J ] . Journal on Communications , 2012 , 33 ( 1 ): 38 - 44 .

CHANDY B , PALACIOS M . Open closed and mixed networks o queues with different classes of customers [J ] . Journal of the ACM , 1975 , 22 ( 2 ): 248 - 260 .

李常茗，李承恕 . 一种异构无线通信系统垂直切换分析方法 [J ] . 铁道学报 , 2009 , 31 ( 5 ): 118 - 124 .

LI C M , LI C S . Vertical handover of heterogeneous wireless commu-nications system [J ] . Journal of the China Railway Society , 2009 , 31 ( 5 ): 118 - 124 .

NAVARRO S , WONG W S . Comparison between vertical hando f decision algorithms for heterogeneous wireless networks [A ] . Vehicular Technology Conference (VTC 2006-Spring) IEEE 63rd [C ] . Melbourne , 2006 . 947 - 951 .

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