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Authors: Melkon Tatlier and H. Kerem Cigizoglu

Affiliation: Istanbul Technical University, Turkey

Keyword(s): Neural Network, Zeolite, Crystal, X-ray Diffraction.

Abstract: The possibility of using artificial neural network methods for the prediction of zeolite crystal structures, such as pore size and unit cell dimensions, from X-ray diffraction patterns was investigated. The Generalized Regression Neural Network method and X-ray diffraction data obtained from literature were utilized in these investigations. The predictions made by using this neural network method were, in general, more reliable than those performed by regression. The best predictions were achieved for the estimation of the pore size, while the neural network method improved significantly the very poor results obtained by regression for the unit cell dimensions.

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Paper citation in several formats:
Tatlier, M. and Cigizoglu, H. (2009). Investigation of the Use of an Artificial Neural Network Method for the Prediction of Crystal Structures of Zeolites from XRD Data. In Proceedings of the 5th International Workshop on Artificial Neural Networks and Intelligent Information Processing (ICINCO 2009) - Workshop ANNIIP; ISBN 978-989-674-002-3, SciTePress, pages 97-105. DOI: 10.5220/0002263700970105

@conference{workshop anniip09,
author={Melkon Tatlier. and H. Kerem Cigizoglu.},
title={Investigation of the Use of an Artificial Neural Network Method for the Prediction of Crystal Structures of Zeolites from XRD Data},
booktitle={Proceedings of the 5th International Workshop on Artificial Neural Networks and Intelligent Information Processing (ICINCO 2009) - Workshop ANNIIP},
year={2009},
pages={97-105},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002263700970105},
isbn={978-989-674-002-3},
}

TY - CONF

JO - Proceedings of the 5th International Workshop on Artificial Neural Networks and Intelligent Information Processing (ICINCO 2009) - Workshop ANNIIP
TI - Investigation of the Use of an Artificial Neural Network Method for the Prediction of Crystal Structures of Zeolites from XRD Data
SN - 978-989-674-002-3
AU - Tatlier, M.
AU - Cigizoglu, H.
PY - 2009
SP - 97
EP - 105
DO - 10.5220/0002263700970105
PB - SciTePress

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