Paper Title:
Fuzzy Neural Network Based Coal-Rock Interface Recognition
  Abstract

. In the coal-rock interface recognition (CIR) technology, signal process and recognition are the key parts. A method for CIR based on BP neural networks and fuzzy technique was proposed in this paper. By using the trail-and-error, the hidden layer dimension of the network was decided. Also the network training and weight modification were studied. In order to get a higher identification ratio, fuzzy neural networks (FNN) based data fusion was studied. For CIR, the structure and algorithm of FNN were determined. The results indicated that the test data can be used to train and simulate with the neural network and FNN. And the proposed method can be used in CIR with a higher recognition ratio.

  Info
Periodical
Edited by
Ran Chen
Pages
1402-1406
DOI
10.4028/www.scientific.net/AMM.44-47.1402
Citation
J. J. Shi, L. W. Zhou, K. W. Kong, Y. Wang, "Fuzzy Neural Network Based Coal-Rock Interface Recognition", Applied Mechanics and Materials, Vols. 44-47, pp. 1402-1406, 2011
Online since
December 2010
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: Hui Qin Sun, Zhi Hong Xue, Ke Jun Sun, Su Zhi Wang, Yun Du
Chapter 2: Manufacturing Technology
Abstract:BP neural network is currently the most widely used of neural network models in practical application in transformer fault diagnosis. BP...
789
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: 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
Authors: Teng Li, Xiao Mei Yuan, Shi Liang Yang, Xin Hui Zhang
Chapter 2: Motivation, Thermal, Electronics and Power Engineering
Abstract:A new approach is presented for analyzing gas mixtures by transforming the problem into a pattern classification one to reduce the effect of...
548