高级搜索

留言板

尊敬的读者、作者、审稿人, 关于本刊的投稿、审稿、编辑和出版的任何问题, 您可以本页添加留言。我们将尽快给您答复。谢谢您的支持!

姓名
邮箱
手机号码
标题
留言内容
验证码

异构无线网络中基于模糊逻辑的分级垂直切换算法

马彬 李尚儒 谢显中

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
引用本文: 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
Bin MA, Shangru LI, Xianzhong XIE. 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
Citation: Bin MA, Shangru LI, Xianzhong XIE. 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

异构无线网络中基于模糊逻辑的分级垂直切换算法

doi: 10.11999/JEIT190190
基金项目: 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),重庆邮电大学博士启动基金(A2015-16),重庆市研究生教育教学改革研究重点项目(yjg182024),重庆市高等教育教学改革研究项目(193095)
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

    李尚儒:男,1993年生,硕士生,主要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:

    李尚儒 lishangru93@163.com

  • 中图分类号: TN915

A Hierarchical Vertical Handover Algorithm Based on Fuzzy Logic in Heterogeneous Wireless Networks

Funds: 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), The Doctoral Startup Fund of Chongqing University of Posts and Telecommunications (A2015-16), The Key Project of Chongqing Graduate Education&Teaching Reform (yjg182024), The Project of Chongqing Graduate Higher Education&Teaching Reform (193095)
  • 摘要:

    在异构无线网络中,针对综合考虑网络端和用户端参数的垂直切换算法,参数权重难以确定,同时基于模糊逻辑的垂直切换算法存在复杂度高的问题,该文提出一种基于模糊逻辑的分级垂直切换算法。首先,将接收信号强度(RSS)、带宽、时延输入到1级模糊逻辑系统,结合规则自适应匹配,推理出QoS模糊值,并通过QoS模糊值对网络进行初步筛选得到候选网络集;然后通过触发机制触发2级模糊逻辑系统,并将候选网络的QoS模糊值、网络负载率、用户接入费用输入2级模糊逻辑系统,同时结合规则自适应匹配,得到输出判决值,从而选择最佳接入网络。最后,实验结果表明,该算法能保证网络性能的同时,降低系统的时间开销。

  • 图  1  判决算法示意图

    图  2  分级模糊逻辑系统

    图  3  模糊逻辑隶属度函数

    图  4  三角形隶属度函数

    图  5  梯形角形隶属度函数

    图  6  异构无线网络系统模型

    图  7  算法时间开销

    图  8  算法时间开销随网络数量的变化

    图  9  用户满意度

    图  10  切换阻塞率

    图  11  网络总吞吐量

    表  1  部分模糊规则示例

    IfandandThenIfandandThen
    RSS带宽时延QoSQoS负载率接入费用判决值
    下载: 导出CSV

    表  2  候选网络的参数值

    网络带宽(kbps)时延(ms)发送功率(dBm)路径损失(dBm)接入费用(元)
    LTE3104830330.6
    WLAN1 4100 105 20 54 0.1
    WLAN2 6900 180 20 54 0.4
    WLAN3 6500 80 20 54 0.5
    下载: 导出CSV
  • BHOSALE S and DARUWALA R. Multi-criteria vertical handoff decision algorithm using hierarchy modeling and additive weighting in an integrated WLAN/WiMAX/UMTS environment-A case study[J]. KSII Transactions on Internet and Information Systems, 2014, 8(1): 35–57. doi: 10.3837/tiis.2014.01.003
    HAIDER A, GONDAL I, and KAMRUZZAMAN J. Dynamic dwell timer for hybrid vertical handover in 4G coupled networks[C]. The 73rd IEEE Vehicular Technology Conference, Yokohama, Japan, 2011: 1–5. doi: 10.1109/VETECS.2011.5956636.
    NING Zhaolong, SONG Qingyang, LIU Yejun, et al. Markov-based vertical handoff decision algorithms in heterogeneous wireless networks[J]. Computers & Electrical Engineering, 2014, 40(2): 456–472. doi: 10.1016/j.compeleceng.2013.10.012
    SINGH N P and SINGH B. Vertical handoff decision in 4G wireless networks using multi attribute decision making approach[J]. Wireless Networks, 2014, 20(5): 1203–1211. doi: 10.1007/s11276-013-0670-1
    GOUDARZI S, HASSAN W H, ANISI M H, et al. MDP-based network selection scheme by genetic algorithm and simulated annealing for vertical-handover in heterogeneous wireless networks[J]. Wireless Personal Communications, 2017, 92(2): 399–436. doi: 10.1007/s11277-016-3549-5
    LAHBY M and SEKKAKI A. Optimal vertical handover based on TOPSIS algorithm and utility function in heterogeneous wireless networks[C]. 2017 International Symposium on Networks, Computers and Communications, Marrakech, Morocco, 2017: 1–6.
    ALOTAIBI N M and ALWAKEEL S S. A neural network based handover management strategy for heterogeneous networks[C]. The 14th IEEE International Conference on Machine Learning and Applications, Miami, USA, 2015: 1210–1214.
    NURJAHAN, RAHMAN S, SHARMA T, et al. PSO-NF based vertical handoff decision for ubiquitous heterogeneous wireless network[C]. 2016 International Workshop on Computational Intelligence, Dhaka, Bangladesh, 2016: 153–158.
    ALSAMHI S H and RAJPUT N S. An intelligent hand-off algorithm to enhance quality of service in high altitude platforms using neural network[J]. Wireless Personal Communications, 2015, 82(4): 2059–2073. doi: 10.1007/s11277-015-2333-2
    KALEEM F, MEHBODNIYA A, ISLAM A, et al. Dynamic target wireless network selection technique using fuzzy linguistic variables[J]. China Communications, 2013, 10(1): 1–16. doi: 10.1109/CC.2013.6457526
    CEKEN C and ARSLAN H. An adaptive fuzzy logic based vertical handoff decision algorithm for wireless heterogeneous networks[C]. The 10th IEEE Annual Wireless and Microwave Technology Conference, Clearwater, USA, 2009: 1–9.
    TSAI K L, LIU Hanyun, and LIU Yuwei. Using fuzzy logic to reduce ping-pong handover effects in LTE networks[J]. Soft Computing, 2016, 20(5): 1683–1694. doi: 10.1007/s00500-015-1655-z
    马彬, 张文静, 谢显中. 面向终端个性化服务的模糊垂直切换算法[J]. 电子与信息学报, 2017, 39(6): 1284–1290. doi: 10.11999/JEIT160839

    MA Bin, ZHANG Wenjing, and XIE Xianzhong. Individualization service oriented fuzzy vertical handover algorithm[J]. Journal of Electronics &Information Technology, 2017, 39(6): 1284–1290. doi: 10.11999/JEIT160839
    LI Limin, MA Lin, XU Yubin, et al. Motion adaptive vertical handoff in cellular/WLAN heterogeneous wireless network[J]. The Scientific World Journal, 2014, 2014: 341038. doi: 10.1155/2014/341038
    KUSTIAWAN I and CHI Kuanghui. Handoff decision using a kalman filter and fuzzy logic in heterogeneous wireless networks[J]. IEEE Communications Letters, 2015, 19(12): 2258–2261. doi: 10.1109/lcomm.2015.2495212
  • 加载中
图(11) / 表(2)
计量
  • 文章访问数:  2748
  • HTML全文浏览量:  1485
  • PDF下载量:  121
  • 被引次数: 0
出版历程
  • 收稿日期:  2019-03-27
  • 修回日期:  2019-06-13
  • 网络出版日期:  2019-07-03
  • 刊出日期:  2020-03-19

目录

    /

    返回文章
    返回