Using Neural Networks and NIR Spectrophotometry to Identify Fibers-Reference-Cited by-同舟云学术

Using Neural Networks and NIR Spectrophotometry to Identify Fibers

Published:1994-08 Issue:8 Volume:64 Page:444-448
ISSN:0040-5175
Container-title:Textile Research Journal
language:en
Short-container-title:Textile Research Journal

Author:

Jasper Warren J.¹,Kovacs Eva T.¹

Affiliation:

1. College of Textiles, North Carolina State University, Raleigh, North Carolina 27695, U.S.A.

Abstract

A qualitative nondestructive technique for fiber identification was developed using near infrared (NIR) spectroscopy. A neural network was trained to identify 17 different fiber types using the NIR absorbance spectra from a library of 390 samples. The neural network model was verified by testing untrained samples. It was not only able to identify single fibers, but was also able to correctly identify blends of fibers from fabrics for which it had not been trained.

Publisher

SAGE Publications

Subject

Polymers and Plastics,Chemical Engineering (miscellaneous)

Link

http://journals.sagepub.com/doi/pdf/10.1177/004051759406400803

Reference13 articles.

1. Ham, F.M., Cohen, G.M., and Cho, B., Improved Detection of Biological Substances Using a Hybrid Neural Network and Infrared Absorption Spectroscopy, in "Proc. IEEE International Conference on Neural Networks," vol. 1, IEEE, 1991, pp. 227-231.

2. Chemometric Data Analysis Using Artificial Neural Networks

3. Comparing the performance of neural networks to well-established methods of multivariate data analysis: the classification of mass spectral data

Cited by 32 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Technological Innovations Shaping Production;SDGs and Textiles;2024

2. Discrimination of traditional plant fibers used in Japanese cultural artifacts by infrared spectroscopy;Vibrational Spectroscopy;2022-11

3. Non-invasive identification of textile fibres using near-infrared fibre optics reflectance spectroscopy and multivariate classification techniques;The European Physical Journal Plus;2022-01-03

4. Discrimination of cellulose fabrics using infrared spectroscopy and newly developed discriminant analysis;Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy;2021-08

5. Prediction of clothing comfort sensation of an undershirt using artificial neural networks with psychophysiological responses as input data;Textile Research Journal;2021-07-28