Paper Title:
Research on RS-WNN Integrated Modeling
  Abstract

Wavelet Neural Network (WNN) integration modeling based on Rough Set (RS) is studied. An integration modeling algorithm named RS-WNN, which first introduces a heuristic attribute reduction recursion algorithm to determine the optimum decision attributes and then conducts WNN modeling, is proposed. This method is adopted to more effectively eliminate the redundant attributes, lower the structure complexity of WNN, which reduce the time of training and improve the generalization ability of WNN. The result of the experiment shows this method is superior and efficient.

  Info
Periodical
Chapter
Chapter 9: Manufacturing Engineering and Simulation
Edited by
Paul P. Lin and Chunliang Zhang
Pages
2169-2173
DOI
10.4028/www.scientific.net/AMM.105-107.2169
Citation
Z. C. Xu, X. Q. Tang, S. F. Huang, "Research on RS-WNN Integrated Modeling", Applied Mechanics and Materials, Vols. 105-107, pp. 2169-2173, 2012
Online since
September 2011
Export
Price
$32.00
Share

In order to see related information, you need to Login.

In order to see related information, you need to Login.

Authors: Wei Feng Wang, Jun Tao Yuan, An Lin Zhang, Meng Li
Chapter 5: Road and Bridge Engineering
Abstract:For present-day bridges.cable tensions test is a vitally important job in course of construction.The tensions condition of cables plays an...
1117
Authors: Dong Wang, Shi Huan Xiong
Chapter 8: Nanomaterials and Nanomanufacturing
Abstract:The learning sequence is an important factor of affecting the study effect about incremental Bayesian classifier. Reasonable learning...
1455
Authors: Na Rui Bu, Run Shan Bai, Zhang Zhen Li, De Zhong Lin
Chapter 6: Vibration, Noise Analysis and Control
Abstract:Analysis of slope stability based on BP neural network, the analytical model of slope stability is built. Aiming at the defects that BP...
1263
Authors: Li Yan Jiang, Ya Ping Zhong, Qing Jian Wu
Chapter 5: Algorithm Design and Applications
Abstract:The sports injury is common in training, hindered the athletes to further improve the sports results. There are many factors in sports...
1545
Authors: Jian Xue Chen, Shui Yu
Chapter 4: Mechatronics and Automation Manufacturing Systems, Control Technologies
Abstract:Combining ant colony optimization (ACO) algorithm with back-propagation (BP) algorithm, the ACO-BP algorithm is proposed to optimize shift...
553