NISCAIR Online Periodicals Repository

NISCAIR ONLINE PERIODICALS REPOSITORY (NOPR)  >
NISCAIR PUBLICATIONS >
Research Journals >
Indian Journal of Fibre & Textile Research (IJFTR) >
IJFTR Vol.32 [2007] >
IJFTR Vol.32(2) [June 2007] >


Title: Support vector machines for predicting worsted yarn properties
Authors: Lü, Zhi-Jun
Yang, Jian-guo
Xiang, Qian
Wang, Xiao-ling
Keywords: Artificial neural networks
Kernel function
Structure risk minimization
Support vector machines
Worsted yarn
Issue Date: Jun-2007
Publisher: CSIR
IPC CodeInt.Cl.⁸ G06F
Abstract: Support vector machines (SVMs) models have been presented for predicting worsted yarn properties using SVM regression algorithms. Model selection which amounts to search in hyper-parameter space is performed to study the suitable parameter conditions. The predictive powers of the SVM models have been estimated and the results are compared with ANN models. It is observed that under the small population circumstances, SVM models are still capable of maintaining the stability of predictive accuracy, and more suitable for noisy and dynamic spinning process.
Page(s): 173-178
ISSN: 0971-0426
Source:IJFTR Vol.32(2) [June 2007]

Files in This Item:

File Description SizeFormat
FTR 32(2) (2007) 173-178.pdf427.36 kBAdobe PDFView/Open
 Current Page Visits: 529 
Recommend this item

 

National Knowledge Resources Consortium |  NISCAIR Website |  Contact us |  Feedback

Disclaimer: NISCAIR assumes no responsibility for the statements and opinions advanced by contributors. The editorial staff in its work of examining papers received for publication is helped, in an honorary capacity, by many distinguished engineers and scientists.

CC License Except where otherwise noted, the Articles on this site are licensed under Creative Commons License: CC Attribution-Noncommercial-No Derivative Works 2.5 India

Copyright © 2012 The Council of Scientific and Industrial Research, New Delhi. All rights reserved.

Powered by DSpace Copyright © 2002-2007 MIT and Hewlett-Packard | Compliant to OAI-PMH V 2.0

Home Page Total Visits: 558975 since 06-Feb-2009  Last updated on 30-Jul-2014Webmaster: nopr@niscair.res.in