Routing algorithm based on triangular fuzzy layer model and multi-layer clustering for opportunistic network

被引:7
|
作者
Li, Zhuoyang [1 ,2 ]
Chen, Zhigang [1 ,2 ]
Wu, Jia [1 ,2 ]
Liu, Kanghuai [1 ,2 ]
机构
[1] Cent South Univ, Sch Comp Sci & Engn, Changsha 410075, Peoples R China
[2] Mobile Hlth Minist Educ China Mobile Joint Lab, Changsha 410083, Peoples R China
关键词
social networking (online); fuzzy set theory; mobile computing; routing protocols; telecommunication network routing; routing algorithm; triangular fuzzy layer model; opportunistic social network; fuzzy analytic hierarchy process model; social similarity; message transmission node; TFMC algorithm; opportunistic network; existing routing algorithms; node similarity; relay node; opportunistic social algorithms; social properties; opportunity social network;
D O I
10.1049/iet-com.2019.0888
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
With the development of 5G network and big data and the popularity of mobile intelligent devices, the opportunistic social network has been further developed. At present, several existing routing algorithms based on node similarity use the context information of the node to select the best relay node. However, most opportunistic social algorithms only consider the social properties of nodes and ignore the importance of the similarity of the moving trajectories of the nodes. The transmission opportunity of messages in the opportunity social network is generated by the movement of the nodes, so this feature must betaken into account in the designing of the routing algorithm. Therefore, this study proposes a routing algorithm based on the triangular fuzzy layer model and multi-layer clustering for the opportunistic social network. In this study, the authors use the fuzzy analytic hierarchy process model to analyse the social similarity and trajectory similarity to determine the best message transmission node. This study compares the other four opportunistic social network routing algorithms in the simulation environment. In general, among the five routing algorithms, the transmission rate of the TFMC algorithm is the best. The average end-to-end delay and average network overhead are also the lowest.
引用
收藏
页码:2905 / 2914
页数:10
相关论文
共 50 条
  • [1] A Dijkstra Algorithm Based Multi-layer Satellite Network Routing Mechanism
    Sun, Yinchu
    Wang, Xingwei
    Li, Fuliang
    Huang, Min
    [J]. ADVANCED INTELLIGENT COMPUTING THEORIES AND APPLICATIONS, ICIC 2015, PT III, 2015, 9227 : 586 - 597
  • [2] A multi-layer fuzzy model based on fuzzy-rule clustering for prediction tasks
    Fan, Zongwen
    Chiong, Raymond
    Hu, Zhongyi
    Lin, Yuqing
    [J]. NEUROCOMPUTING, 2020, 410 (410) : 114 - 124
  • [3] Multi-layer clustering routing algorithm for wireless vehicular sensor networks
    Liu, Y.
    Xiong, N.
    Zhao, Y.
    Vasilakos, A. V.
    Gao, J.
    Jia, Y.
    [J]. IET COMMUNICATIONS, 2010, 4 (07) : 810 - 816
  • [4] Multi-layer Trajectory Clustering: a Network Algorithm for Disease Subtyping
    Krishnagopal, Sanjukta
    [J]. BIOMEDICAL PHYSICS & ENGINEERING EXPRESS, 2020, 6 (06)
  • [5] Multi-layer channel routing algorithm based on via minimization
    Gan, Jun-Ren
    Wang, Xiao-Gang
    Luo, Zhi-Hong
    [J]. Jisuanji Xuebao/Chinese Journal of Computers, 2002, 25 (08): : 830 - 836
  • [6] Evaluation model of economic competitiveness based on multi-layer fuzzy neural network
    Wang Zhongfu
    Feng Yanhong
    [J]. Cluster Computing, 2019, 22 : 4405 - 4412
  • [7] Evaluation model of economic competitiveness based on multi-layer fuzzy neural network
    Wang Zhongfu
    Feng Yanhong
    [J]. CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2019, 22 (02): : S4405 - S4412
  • [8] Multi-layer optical network design based on clustering method
    Prathombutr, P
    Park, EK
    [J]. ELEVENTH INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATIONS AND NETWORKS, PROCEEDINGS, 2002, : 466 - 471
  • [9] Hybrid routing model of regional multi-layer highway transportation network considering the OD demand clustering
    Wang, Pu
    Wang, Tianhao
    Yang, Hu
    [J]. Journal of Railway Science and Engineering, 2024, 21 (04) : 1355 - 1364
  • [10] Opportunistic Routing Based Scheme with Multi-layer Relay Sets in Cognitive Radio Networks
    Dai, Ying
    Wu, Jie
    [J]. 2015 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2015, : 1159 - 1164