Prediction of Internet Traffic Based on Elman Neural Network

被引：17
|
作者：
Wang Junsong [1 ]
Wang Jiukun [2 ]
Zeng Maohua [2 ]
Wang Junjie [2 ]
机构：
[1] Tianjin Univ Technol & Educ, Tianjin 300222, Peoples R China
[2] Dagang Oil Field, Tianjin 300280, Peoples R China
来源：
CCDC 2009: 21ST CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, PROCEEDINGS | 2009年
关键词：
Internet traffic; Elman Neural network; Modeling; Prediction;
D O I：
10.1109/CCDC.2009.5192639
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Predicting internet traffic is needed for effective dynamic bandwidth allocation and for quality-of-service (QoS) control strategies implemented at the network edges. In this paper, a method is presented to model and predict the internet traffic based on Elman neural network(Elman-NN). The traffic is viewed as a time series, which is nonlinear and variant functions. An Elman neural network is employed to model the relationship with a satisfactory accuracy, and the Elman NN-based traffic model is used to conduct prediction for the future traffic. The simulation results show that this method is feasible and efficient to model and predict the traffic.
引用
收藏
页码：1248 / +
页数：2
相关论文
共 50 条
  • [21] Systems Modeling Using Deep Elman Neural Network
    Salah, Latifa Belhaj
    Fourati, Fathi
    ENGINEERING TECHNOLOGY & APPLIED SCIENCE RESEARCH, 2019, 9 (02) : 3881 - 3886
  • [22] Network traffic prediction based on Grey Neural Network Integrated model
    Liu, Yuan
    Cao, Jianhua
    2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 4360 - +
  • [23] Elman-Neural-Network Based Prediction of Microsecond Laser Coloring on Stainless Steel
    Zhang Longda
    Li Haofa
    An Fengshuo
    Wang Zhiwen
    Zheng Hongyu
    CHINESE JOURNAL OF LASERS-ZHONGGUO JIGUANG, 2022, 49 (08):
  • [24] Prediction of Titanium Module in Blast Furnace Based on Multilayer Perceptron and Elman Neural Network
    Barbasova, T. A.
    Lapteva, Y. V.
    2018 GLOBAL SMART INDUSTRY CONFERENCE (GLOSIC), 2018,
  • [25] Prediction of aircraft cabin energy consumption based on IPSO-Elman neural network
    Lin J.
    Sun F.
    Li Y.
    Zhuang Z.
    Hangkong Xuebao/Acta Aeronautica et Astronautica Sinica, 2020, 41 (07):
  • [26] Prediction of Urban Rail Transit Sectional Passenger Flow Based on Elman Neural Network
    Li, Qian
    Qin, Yong
    Wang, Ziyang
    Zhao, Zhongxin
    Zhan, Minghui
    Liu, Yu
    ADVANCES IN TRANSPORTATION, PTS 1 AND 2, 2014, 505-506 : 1023 - +
  • [27] Prediction of water inrush from floor based on GWO-Elman neural network
    Shi L.
    Zhang R.
    Xu D.
    Li Y.
    Qiu M.
    Gao W.
    Meitan Xuebao/Journal of the China Coal Society, 2020, 45 (07): : 2455 - 2463
  • [28] A Model of Traffic Accident Prediction Based on Convolutional Neural Network
    Lu Wenqi
    Luo Dongyu
    Yan Menghua
    2017 2ND IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION ENGINEERING (ICITE), 2017, : 198 - 202
  • [29] Prediction of traffic flow based on the EMD and wavelet neural network
    Feng, Teng
    Wang, Xiaohong
    He, Yunlai
    PROCEEDINGS OF THE 2015 2ND INTERNATIONAL CONFERENCE ON ELECTRICAL, COMPUTER ENGINEERING AND ELECTRONICS (ICECEE 2015), 2015, 24 : 933 - 938
  • [30] Neural network based traffic prediction for wireless data networks
    Gowrishankar
    Satyanarayana P.S.
    Int. J. Comput. Intell. Syst., 2008, 4 (379-389): : 379 - 389
12345