Investigation of the Use of an Artificial Neural Network Method for the Prediction of Crystal Structures of Zeolites from XRD Data

Melkon Tatlier, H. Kerem Cigizoglu

2009

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 Harvard Style

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 - Volume 1: Workshop ANNIIP, (ICINCO 2009) ISBN 978-989-674-002-3, pages 97-105. DOI: 10.5220/0002263700970105


in Bibtex Style

@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 - Volume 1: Workshop ANNIIP, (ICINCO 2009)},
year={2009},
pages={97-105},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002263700970105},
isbn={978-989-674-002-3},
}


in EndNote Style

TY - CONF
JO - Proceedings of the 5th International Workshop on Artificial Neural Networks and Intelligent Information Processing - Volume 1: Workshop ANNIIP, (ICINCO 2009)
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