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超密集异构无线网络中基于位置预测的切换算法

马彬 王梦雪 谢显中

马彬, 王梦雪, 谢显中. 超密集异构无线网络中基于位置预测的切换算法[J]. 电子与信息学报, 2020, 42(12): 2899-2907. doi: 10.11999/JEIT190751
引用本文: 马彬, 王梦雪, 谢显中. 超密集异构无线网络中基于位置预测的切换算法[J]. 电子与信息学报, 2020, 42(12): 2899-2907. doi: 10.11999/JEIT190751
Bin MA, Mengxue WANG, Xianzhong XIE. Handoff Algorithm Based on Location Prediction in Ultra-dense Heterogeneous Wireless Network[J]. Journal of Electronics & Information Technology, 2020, 42(12): 2899-2907. doi: 10.11999/JEIT190751
Citation: Bin MA, Mengxue WANG, Xianzhong XIE. Handoff Algorithm Based on Location Prediction in Ultra-dense Heterogeneous Wireless Network[J]. Journal of Electronics & Information Technology, 2020, 42(12): 2899-2907. doi: 10.11999/JEIT190751

超密集异构无线网络中基于位置预测的切换算法

doi: 10.11999/JEIT190751
基金项目: 国家自然科学基金 (61601070),重庆市教委科学技术研究重大项目(KJZD-M201900602),重庆市教委科学技术研究重点项目(KJZD-K201800603),重庆市基础研究与前沿探索项目(CSTC2018jcyjAX0432)
详细信息
    作者简介:

    马彬:男,1978年生,教授,主要研究方向为异构无线网络、认知无线电网络等

    王梦雪:女,1995年生,硕士生,研究方向为异构无线网络

    谢显中:男,1966年生,教授,博士生导师,主要研究方向为无线和移动通信技术

    通讯作者:

    马彬  mab_cqupt@sina.com

  • 中图分类号: TN915

Handoff Algorithm Based on Location Prediction in Ultra-dense Heterogeneous Wireless Network

Funds: The National Natural Science Foundation of China (61601070), The Major Project of Science and Technology Research of Chongqing Education Commission (KJZD-M201900602),The Key Project of Science and Technology Research of Chongqing Education Commission (KJZD-K201800603), The Foundation Research and Advanced Exploration Project of Chongqing (CSTC2018jcyjAX0432)
  • 摘要:

    在密集异构蜂窝网络和无线局域网络构成的超密集异构无线网络中, 变速移动的车辆终端会面临更加频繁的切换,导致用户服务质量(QoS)变差。该文针对上述问题,首先,利用高斯马尔可夫移动模型,预测车辆下一时刻的位置,筛选出满足终端服务质量的候选网络集,与当前的候选网络集做交运算,其次,当前接入网络不在交集中,则使用变步长的萤火虫算法寻找最佳网络;再次,对因预测误差导致的切换失效,则把终端用户迁移到宏蜂窝,以保证通信的持续性。仿真结果表明,在超密集异构无线网络中,使用该文所提算法能够减少乒乓切换等频繁切换现象,同时,提升了用户的服务质量和网络吞吐量。

  • 图  1  超密集异构无线场景示意图

    图  2  输入隶属度函数表示图

    图  3  夹角示意图

    图  4  终端的移动速度及其位移

    图  5  误差对比

    图  6  预测位置获得参数值的数量关系

    图  7  动态采样模拟获得QoS阈值

    图  8  算法的收敛对比

    图  9  不同切换算法切换对比

    图  11  切换算法平均吞吐量的对比

    表  1  仿真参数的设置

    网络 覆盖半径(km) 发送功率(dBm) 路径损耗因(dBm) 最大终端接入(个)
    5G1 1.00 46 25 15
    5G2 1.30 46 25 15
    WLAN 0.50 35 35 12
    micro 0.35 30 32 10
    下载: 导出CSV
  • GHOSH A, MAEDER A, BAKER M, et al. 5G evolution: A view on 5G cellular technology beyond 3GPP release 15[J]. IEEE Access, 2019, 7: 127639–127651. doi: 10.1109/access.2019.2939938
    NESTEROVA M, NICOL S, and NESTEROVA Y. Evaluating power density for 5G applications[C]. 2018 IEEE 5G World Forum, Silicon Valley, USA, 2018: 247–350. doi: 10.1109/5GWF.2018.8517003.
    HASAN M M, KWON S, and OH S. Frequent-handover mitigation in ultra-dense heterogeneous networks[J]. IEEE Transactions on Vehicular Technology, 2019, 68(1): 1035–1040. doi: 10.1109/TVT.2018.2874692
    WIDJAJA D and UTHANSAKUL P. Additional selective threshold for velocity-considered SINR based vertical handoff[C]. 2016 International Conference on Electronics, Information, and communications, Da Nang, Vietnam, 2016: 1–4. doi: 10.1109/ELINFOCOM.2016.7562979.
    XU Jie, ZHAO Yanan, and ZHU Xiaorong. Mobility model based handover algorithm in LTE-advanced[C]. 2014 IEEE International Conference on Natural Computation, Xiamen, China, 2014: 230–234. doi: 10.1109/ICNC.2014.6975840.
    LI Xiaobin. An adaptive vertical handover method based on prediction for heterogeneous wireless networks[C]. 2017 13th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery, Guilin, China, 2017: 2782–2787. doi: 10.1109/FSKD.2017.8393221.
    孙蔚, 夏利. 基于效用的无线异构接入网络选择机制[J]. 计算机应用, 2018, 38(S1): 116–119, 123.

    SUN Wei and XIA Li. Selection mechanism for utility-based heterogeneous wireless access network[J]. Journal of Computer Applications, 2018, 38(S1): 116–119, 123.
    尹生华, 唐伦, 沈海强, 等. 基于参考信号接收功率预测和负载的切换算法[J]. 电子技术应用, 2017, 43(9): 101–105, 110.

    YIN Shenghua, TANG Lun, SHEN Haiqiang, et al. A handoff algorithm based on reference signal received power prediction and load[J]. Application of Electronic Technique, 2017, 43(9): 101–105, 110.
    马良玉, 曹鹏蕊. 几种改进的萤火虫算法性能比较及应用[J]. 软件导刊, 2017, 16(1): 21–25. doi: 10.11907/rjdk.162200

    MA Liangyu and CAO Pengrui. Performance comparison and application of several improved firefly algorithms[J].Software Guide, 2017, 16(1): 21–25. doi: 10.11907/rjdk.162200
    HUO Yiming, DONG Xiaodai, XU Wei, et al. Cellular and WiFi co-design for 5G user equipment[C]. 2018 IEEE 5G World Forum, Silicon Valley, USA, 2018: 256–261. doi: 10.1109/5GWF.2018.8517059.
    马彬, 李尚儒, 谢显中. 异构无线网络中基于模糊逻辑的分级垂直切换算法[J]. 电子与信息学报, 2020, 42(3): 629–636. doi: 10.11999/JEIT190190

    MA Bin, LI Shangru, and XIE Xianzhong. A hierarchical vertical handover algorithm based on fuzzy logic in heterogeneous wireless networks[J]. Journal of Electronics&Information Technology, 2020, 42(3): 629–636. doi: 10.11999/JEIT190190
    席斌, 李帅, 侯媛媛. 基于多目标粒子群算法的异构网接入控制[J]. 无线电通信技术, 2012, 38(40): 42–44, 50. doi: 10.3969/j.issn.1003-3114.2012.04.013

    XI Bin, LI Shuai, and HOU Yuanyuan. Joint call admission control in heterogeneous wireless network based on multi-objective particle swarm optimization algorithm[J]. Radio Communications Technology, 2012, 38(40): 42–44, 50. doi: 10.3969/j.issn.1003-3114.2012.04.013
    吕邦国, 杨健, 于涛. 5G标准进展及关键技术[J]. 电信工程技术与标准化, 2016, 29(8): 39–43. doi: 10.3969/j.issn.1008-5599.2016.08.010

    LV Bangguo, YANG Jian, and YU Tao. Brief introduction of 5G standard development and key technology[J]. Telecom Engineering Technics and Standardization, 2016, 29(8): 39–43. doi: 10.3969/j.issn.1008-5599.2016.08.010
    陶洋, 刘小虎, 陶玲. 基于QoS的异构网络垂直切换算法[J]. 计算机工程, 2016, 42(12): 91–96. doi: 10.3969/j.issn.1000-3428.2016.12.016

    TAO Yang, LIU Xiaohu, and TAO Ling. Vertical handoff algorithm in heterogeneous network based on QoS[J]. Computer Engineering, 2016, 42(12): 91–96. doi: 10.3969/j.issn.1000-3428.2016.12.016
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出版历程
  • 收稿日期:  2019-09-29
  • 修回日期:  2020-05-29
  • 网络出版日期:  2020-07-12
  • 刊出日期:  2020-12-08

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