Volume 9 Number 6 (Jun. 2014)
Home > Archive > 2014 > Volume 9 Number 6 (Jun. 2014) >
JSW 2014 Vol.9(6): 1581-1586 ISSN: 1796-217X
doi: 10.4304/jsw.9.6.1581-1586

A Prediction Method for Underwater Acoustic Chaotic Signal Based on RBF Neural Network

Guohui Li, Hong Yang
School of Electronic and Engineering, Xi’an University of Posts and Telecommunications, Xi’an, China

Abstract—In this paper, the chaotic time series RBF neural network model was designed. A prediction method for underwater acoustic chaotic signal based on RBF neural network is proposed in this paper according to the characteristics of chaotic signal with the short-term prediction. Typical Henon chaotic signal and the actual underwater acoustic chaotic signal are respectively predicted by the RBF neural network. Then the prediction results are analyzed. The results show that the proposed prediction method increases at least two orders of magnitude in the mean square error terms compared with existing prediction method, and that the RBF neural network can be used to predict the chaotic signal effectively.

Index Terms—chaotic signal, phase space reconstruction, RBF neural network, prediction

[PDF]

Cite: Guohui Li, Hong Yang, "A Prediction Method for Underwater Acoustic Chaotic Signal Based on RBF Neural Network," Journal of Software vol. 9, no. 6, pp. 1581-1586, 2014.

General Information

ISSN: 1796-217X (Online)
Frequency:  Bimonthly (Since 2020)
Editor-in-Chief: Prof. Antanas Verikas
Executive Editor: Ms. Yoyo Y. Zhou
Abstracting/ Indexing: DBLP, EBSCO, Google Scholar, ProQuest, INSPEC(IET), ULRICH's Periodicals Directory, WorldCat, etc
E-mail: jsw@iap.org
  • Apr 26, 2021 News!

    Vol 14, No 4- Vol 14, No 12 has been indexed by IET-(Inspec)     [Click]

  • Jun 22, 2020 News!

    Papers published in JSW Vol 14, No 1- Vol 15 No 4 have been indexed by DBLP     [Click]

  • Sep 13, 2021 News!

    The papers published in Vol 16, No 6 have all received dois from Crossref    [Click]

  • Jan 28, 2021 News!

    [CFP] 2021 the annual meeting of JSW Editorial Board, ICCSM 2021, will be held in Rome, Italy, July 21-23, 2021   [Click]

  • Sep 13, 2021 News!

    Vol 16, No 6 has been published with online version     [Click]