Volume 7 Number 1 (Jan. 2012)
Home > Archive > 2012 > Volume 7 Number 1 (Jan. 2012) >
JSW 2012 Vol.7(1): 81-87 ISSN: 1796-217X
doi: 10.4304/jsw.7.1.81-87

Complex Maneuverable Events Detection Based On REFNN

Wei Chen1, Ji-zheng Wu2, Qing Li3, and PengHui Rong3
1Engineering College, Air Force Engineering University, Xi’an, 710038, China Xuzhou Air Force College, Xuzhou, 221000, China
2College of Science , Air Force Engineering University, Xi’an, P.R.China, 710051
3Xuzhou Air Force College, Xuzhou, 221000, China

Abstract—In this paper, a method based on REFNN (Rough- Evolution Fuzzy Neural Network) is proposed to deal with such problems as imprecision and poor real-time performance in complex maneuverable events detection. Firstly, the optimal discrete values of continuous attributes are obtained through GA (Genetic Algorithm); secondly, the minimal rule sets from data samples are acquired by using the Rough Set Theory; then, these rules are used to construct the initial scalar values of neural cells in each layer and their relative parameters in the fuzzy neural network; lastly, parameters of the network are acquired by using BP(back propagation) algorithm. The simulation shows the effectiveness of the new method of complex maneuverable events detection based on REFNN; simultaneously REFNN has structure advantages.

Index Terms—situation assessment, complex maneuverable events, events detection, REFNN.


Cite:Wei Chen, Ji-zheng Wu, Qing Li, and Peng Hui Rong, "Complex Maneuverable Events Detection Based On REFNN," Journal of Software vol. 7, no.1, pp. 81-87, 2012.

General Information

ISSN: 1796-217X (Online)
Frequency: Monthly
Editor-in-Chief: Prof. Antanas Verikas
Executive Editor: Ms. Yoyo Y. Zhou
Abstracting/ Indexing: DBLP, EBSCO, ProQuest, INSPEC, ULRICH's Periodicals Directory, WorldCat, etc
E-mail: jsw@iap.org
  • Aug 21, 2019 News!

    Papers published in JSW Vol 14, No 1- Vol 14 No 8 have been indexed by DBLP     [Click]

  • Jun 25, 2019 News!

    Vol.13, No.9 has been indexed by EI (Inspec).   [Click]

  • Aug 01, 2018 News!

    [CFP] 2019 the annual meeting of JSW Editorial Board, ICCSM 2019, will be held in Barcelona, Spain, July 14-16, 2019.   [Click]

  • Jul 10, 2019 News!

    Vol 14, No.8 has been published with online version 4 original aritcles from 2 countries are published in this issue.    [Click]

  • Jul 22, 2019 News!

    Welcome Prof Ferhat Khendek from Canada to join the Editorial board of JSW    [Click]