A NOVEL COMBINED NETWORK TRAFFIC PREDICTION MODEL IN COGNITIVE NETWORKS

被引:0
|
作者
Shang, Xiaopu [1 ,2 ]
Zhu, Xiaomin
Li, Dandan [1 ]
机构
[1] Beijing Jiaotong Univ, Inst Informat Syst, Beijing, Peoples R China
[2] Beijing Jiaotong Univ, Sch Mech, Beijing, Peoples R China
来源
ICISO 2010: PROCEEDINGS OF THE TWELFTH INTERNATIONAL CONFERENCE ON INFORMATICS AND SEMIOTICS IN ORGANISATIONS | 2010年
关键词
Cognitive network; Traffic prediction; Neural network; Wavelet; Auto-regression;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the development of the network technology, the concept of Cognitive Network has been proposed and studied, and various kinds of algorithms and models in Cognitive Networks thus have become an hot topic of research. This paper proposes a novel model, which includes three stages. The proposed model may achieve a high-precision traffic prediction in cognitive networks. The model solves some problems in cognitive networks, such as low adaptive capability and an easy trap in local optimum when coming up with a fluctuated network flow.
引用
收藏
页码:205 / 211
页数:7
相关论文
共 50 条
  • [31] A Novel Network Traffic Prediction Method Based on RMPM
    Wu, Jianjun
    Gong, Weijun
    Shang, Zhen
    2019 3RD INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE, AUTOMATION AND CONTROL TECHNOLOGIES (AIACT 2019), 2019, 1267
  • [32] Network-Wide Traffic Flow Dynamics Prediction Leveraging Macroscopic Traffic Flow Model and Deep Neural Networks
    Yang, Hanyi
    Yu, Wanxin
    Zhang, Guohui
    Du, Lili
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2024, 25 (05) : 4443 - 4457
  • [33] GTT-NTP: A Graph Convolutional Networks-Based Network Traffic Prediction model
    Li, Longfei
    Kim, Kyungbaek
    PROCEEDINGS OF 2024 IEEE/IFIP NETWORK OPERATIONS AND MANAGEMENT SYMPOSIUM, NOMS 2024, 2024,
  • [34] Research on service model of prediction in cognitive networks
    Dandan, Li
    Wanxin, Xue
    Yilei, Pei
    Open Cybernetics and Systemics Journal, 2015, 9 (01): : 1365 - 1372
  • [35] Network traffic prediction using ARIMA and neural networks models
    Rutka, G.
    ELEKTRONIKA IR ELEKTROTECHNIKA, 2008, (04) : 47 - 52
  • [36] A Capsule Network for Traffic Speed Prediction in Complex Road Networks
    Kim, Youngjoo
    Wang, Peng
    Zhu, Yifei
    Mihaylova, Lyudmila
    2018 SYMPOSIUM ON SENSOR DATA FUSION: TRENDS, SOLUTIONS, APPLICATIONS (SDF), 2018,
  • [37] A New Network Traffic Prediction Approach in Software Defined Networks
    Yuanqi Yang
    Mobile Networks and Applications, 2021, 26 : 681 - 690
  • [38] Network Traffic Prediction Based on LSTM Networks with Genetic Algorithm
    Chen, Juan
    Xing, Huanlai
    Yang, Hai
    Xu, Lexi
    SIGNAL AND INFORMATION PROCESSING, NETWORKING AND COMPUTERS (ICSINC), 2019, 550 : 411 - 419
  • [39] A New Network Traffic Prediction Approach in Software Defined Networks
    Yang, Yuanqi
    MOBILE NETWORKS & APPLICATIONS, 2021, 26 (02): : 681 - 690
  • [40] Neural Network Based Traffic Prediction for Wireless Data Networks
    Gowrishankar
    Satyanarayana, P. S.
    INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, 2008, 1 (04) : 379 - 389