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Volume 41 Issue 5
Apr.  2019
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Bin MA, Shangru LI, Xianzhong XIE. An Adaptive Vertical Handover Algorithm Based on Artificial Neural Network in Heterogeneous Wireless Networks[J]. Journal of Electronics & Information Technology, 2019, 41(5): 1210-1216. doi: 10.11999/JEIT180534
Citation: Bin MA, Shangru LI, Xianzhong XIE. An Adaptive Vertical Handover Algorithm Based on Artificial Neural Network in Heterogeneous Wireless Networks[J]. Journal of Electronics & Information Technology, 2019, 41(5): 1210-1216. doi: 10.11999/JEIT180534

An Adaptive Vertical Handover Algorithm Based on Artificial Neural Network in Heterogeneous Wireless Networks

doi: 10.11999/JEIT180534
Funds:  The National Natural Science Foundation of China (61471076, 61601070), The Foundation and Advanced Research Program of Chongqing (cstc2016jcyjA0455), The Foundation Research and Advanced Exploration Project of Chongqing (cstc2018jcyjAX0432), The Doctoral Start-up Fund of Chongqing University of Posts and Telecommunications (A2015-16)
  • Received Date: 2018-05-30
  • Rev Recd Date: 2019-01-30
  • Available Online: 2019-02-25
  • Publish Date: 2019-05-01
  • Current research on Vertical HandOver algorithm based on Artificial Neural Network (ANN-VHO) has a poor service adaptability and high computational complexity. Considering this problem, an adaptive vertical handover algorithm based on artificial neural network is proposed. Firstly, according to the Received Signal Strength (RSS) obtained by the terminal, a method of thresholding is used to select a candidate network set. Secondly, in terms of the different types of services classified in this paper, the parameters are normalized and adaptively selected; Thirdly, the selected parameters are input into the artificial neural network to choose the best access network from the candidate network. Finally, the experimental results show that the algorithm can reasonably select the handover network according to the user's service type, reduce the handover blocking rate and lower the time complexity of the algorithm.
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  • STEVENS-NAVARRO E and WONG V W S. Comparison between vertical handoff decision algorithms for heterogeneous wireless networks[C]. Proceedings of the 2006 IEEE 63rd Vehicular Technology Conference, Melbourne, Australia, 2006: 947–951.
    HAIDER A, GONDAL I, and KAMRUZZAMAN J. Dynamic dwell timer for hybrid vertical handover in 4G coupled networks[C]. Proceedings of the 2011 IEEE 73rd Vehicular Technology Conference, Yokohama, Japan, 2011: 1–5.
    LEE S K, SRIRAM K, KIM K, et al. Vertical handoff decision algorithms for providing optimized performance in heterogeneous wireless networks[J]. IEEE Transactions on Vehicular Technology, 2009, 58(2): 865–881. doi: 10.1109/TVT.2008.925301.
    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.
    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
    LAHBY M and SEKKAKI A. Optimal vertical handover based on TOPSIS algorithm and utility function in heterogeneous wireless networks[C]. Proceedings of the 2017 International Symposium on Networks, Computers and Communications, Marrakech, Morocco, 2017: 1–6.
    YU Chenghai, MA Dawei, WANG Feng, et al. A novel vertical handoff algorithm based on differential pre-decision and improved utility-function method[J]. International Journal of Future Generation Communication and Networking, 2016, 9(3): 87–96. doi: 10.14257/ijfgcn.2016.9.3.09
    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.
    KUSTIAWAN I, LIU Chunyi, and HSU D F. Vertical handoff decision using fuzzification and combinatorial fusion[J]. IEEE Communications Letters, 2017, 21(9): 2089–2092. doi: 10.1109/LCOMM.2017.2709750
    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
    NASSER N, GUIZANI S, and Al-MASRI E. Middleware vertical handoff manager: A neural network-based solution[C]. Proceedings of the 2007 IEEE International Conference on Communications, Glasgow, UK, 2007: 5671–5676.
    ÇALHAN A and ÇEKEN C. Artificial neural network based vertical handoff algorithm for reducing handoff latency[J]. Wireless Personal Communications, 2013, 71(4): 2399–2415. doi: 10.1007/s11277-012-0944-4
    NURJAHAN, RAHMAN S, SHARMA T, et al. PSO-NF based vertical handoff decision for ubiquitous heterogeneous wireless network(UHWN)[C]. Proceedings of the 2016 International Workshop on Computational Intelligence, Dhaka, Bangladesh, 2017: 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.
    ZINEB A B, AYADI M, and TABBANE S. QoE-based vertical handover decision management for cognitive networks using ANN[C]. Proceedings of the 2017 Sixth International Conference on Communications and Networking, Hammamet, Tunisia, 2017: 1–7.
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