Network Actual Traffic Prediction Algorithm Based on alpha-stable Distribution and Wavelet Transformation

被引:0
|
作者
Chen, Guobin [1 ]
Luo, Nanying [1 ]
机构
[1] Chongqing Technol & Business Univ, RongZhi Coll, Chongqing 400033, Peoples R China
关键词
Wireless sensor network; prediction; alpha-stable distribution; wavelet transformation; error;
D O I
10.1515/cait-2014-0004
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In order to improve the prediction precision of wireless sensor network traffic, a new prediction algorithm (State Prediction algorithm based on alpha-stable distribution alpha, SP-alpha) is proposed, combined with alpha-stable distribution and wavelet transformation. The algorithm proposed first defines the characteristics of alpha-stable distribution and then gives the judge basis that obeys alpha-stable distribution. At the same time, it reduces the prediction error of the actual traffic by fusion of the prediction results of alpha-stable distribution with wavelet transformation. Finally, the paper thoroughly researches the key factors impacting on the new algorithm through simulations in OPNET and MATLAB. Compared with the performance of FARIMA model, the simulation results proved that SP-alpha algorithm has better adaptability.
引用
收藏
页码:45 / 55
页数:11
相关论文
共 50 条
  • [1] On the testing for alpha-stable distributions of network traffic
    Ge, XH
    Zhu, GX
    Zhu, YT
    COMPUTER COMMUNICATIONS, 2004, 27 (05) : 447 - 457
  • [2] Beam Forming Algorithm Based On Symmetric Alpha-stable Distribution
    Cheng, Peng
    Bo, Wang Ping
    Cun, Jiang Jin
    Kun, Zhang Peng
    PROCEEDINGS OF THE 2014 INTERNATIONAL CONFERENCE ON MECHATRONICS, ELECTRONIC, INDUSTRIAL AND CONTROL ENGINEERING, 2014, 5 : 836 - 840
  • [3] ON THE TESTING FOR ALPHA-STABLE DISTRIBUTIONS OF ETHERNET NETWORK TRAFFIC
    Ge Xiaohu Zhu Guanxi Zhu Yaoting (Electron. & Info. Eng. Dept.
    Journal of Electronics(China), 2003, (04) : 309 - 312
  • [4] A Network Traffic Prediction Model Based on Wavelet Transformation and LSTMNetwork
    Lu, Haipeng
    Yang, Fan
    PROCEEDINGS OF 2018 IEEE 9TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND SERVICE SCIENCE (ICSESS), 2018, : 1131 - 1134
  • [5] An Integrated Prediction Model for Network Traffic based on Wavelet Transformation
    Ding, Lei
    She, Jinhua
    Peng, Sheng
    ELEKTRONIKA IR ELEKTROTECHNIKA, 2013, 19 (03) : 73 - 76
  • [6] An improved modeling for network traffic based on alpha-stable self-similar processes
    Ge, XH
    Zhu, GXZ
    Zhu, YT
    CHINESE JOURNAL OF ELECTRONICS, 2003, 12 (04): : 487 - 493
  • [7] A new modeling for self-similar network traffic based on the alpha-stable processes
    Zhu, GX
    Ge, XH
    Zhu, YT
    Shi, CY
    PROCEEDINGS OF 2003 INTERNATIONAL CONFERENCE ON NEURAL NETWORKS & SIGNAL PROCESSING, PROCEEDINGS, VOLS 1 AND 2, 2003, : 1689 - 1693
  • [8] A new model for network traffic based on alpha-stable self-similar processes
    Ge, XH
    Zhu, GX
    Zhu, YT
    ICON 2003: 11TH IEEE INTERNATIONAL CONFERENCE ON NETWORKS, 2003, : 1 - 5
  • [9] Network Traffic Prediction Based on Wavelet Transform and Genetic Algorithm
    Zhao, Xuehui
    Zheng, Wanbo
    Ding, Lei
    Zhang, Xingang
    HUMAN CENTERED COMPUTING, HCC 2017, 2018, 10745 : 189 - 200
  • [10] Representation of Positive Alpha-Stable Network Traffic Through Levy Mixtures
    Bollmann, Chad
    Tummala, Murali
    McEachen, John
    2017 FIFTY-FIRST ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS, AND COMPUTERS, 2017, : 1460 - 1464