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Classification Using Artificial Neural Network of Knot Images on Wood

Year 2016, Volume: 5 , 264 - 271, 07.11.2016

Abstract

In recently, there is a large increase in the development and research of automatic classification methods and systems especially in wood-rich countries. One of the main reasons for this increase is knots which are found in wood obtained from the trees. Allocated to the class according to the different types of knots by an expert is a huge waste of time and constitute failure. To eliminate this problem, classify the knots in the wood floorboards using artificial neural network in this study is aimed. As the first to do this, features of knot images with two-dimensional discrete wavelet method are extracted. Then, these features are classified with back propagation multilayer neural networks. Haar, Daubechies, Bior, Coif, Symlet type wavelet methods in feature extraction are used and effects on their classification are determined. Classification rate with used methods are tried to highest level, at the same time reviews are conducted in terms of process time by taking into importance of calculation time in the industry applications.

Year 2016, Volume: 5 , 264 - 271, 07.11.2016

Abstract

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Journal Section Articles
Authors

İbrahim Çetiner

Publication Date November 7, 2016
Published in Issue Year 2016 Volume: 5

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APA Çetiner, İ. (2016). Classification Using Artificial Neural Network of Knot Images on Wood. Journal of New Results in Science, 5, 264-271.
AMA Çetiner İ. Classification Using Artificial Neural Network of Knot Images on Wood. JNRS. November 2016;5:264-271.
Chicago Çetiner, İbrahim. “Classification Using Artificial Neural Network of Knot Images on Wood”. Journal of New Results in Science 5, November (November 2016): 264-71.
EndNote Çetiner İ (November 1, 2016) Classification Using Artificial Neural Network of Knot Images on Wood. Journal of New Results in Science 5 264–271.
IEEE İ. Çetiner, “Classification Using Artificial Neural Network of Knot Images on Wood”, JNRS, vol. 5, pp. 264–271, 2016.
ISNAD Çetiner, İbrahim. “Classification Using Artificial Neural Network of Knot Images on Wood”. Journal of New Results in Science 5 (November 2016), 264-271.
JAMA Çetiner İ. Classification Using Artificial Neural Network of Knot Images on Wood. JNRS. 2016;5:264–271.
MLA Çetiner, İbrahim. “Classification Using Artificial Neural Network of Knot Images on Wood”. Journal of New Results in Science, vol. 5, 2016, pp. 264-71.
Vancouver Çetiner İ. Classification Using Artificial Neural Network of Knot Images on Wood. JNRS. 2016;5:264-71.


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