Quantitative phase analysis of clay minerals by X-ray powder diffraction using artificial neural networks. I. Feasibility study with calculated powder patterns

Clay Minerals

Volumn 34, Issue 1, 1999, Pages 117-126

  Griffen, D T ^a  

^a BRIGHAM YOUNG UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BACKPROPAGATION; BINARY MIXTURES; FEEDFORWARD NEURAL NETWORKS; GENETIC ALGORITHMS; PHASE TRANSITIONS; POWDERS; TERNARY SYSTEMS; TRANSFER FUNCTIONS; X RAY POWDER DIFFRACTION;

CLAY CHARACTERIZATION FUNCTION; POWDER PATTERNS; QUANTITATIVE PHASE ANALYSIS;

CLAY MINERALS;

ARTIFICIAL NEURAL NETWORK; CLAY MINERAL; X-RAY DIFFRACTION;

EID: 0033510423     PISSN: 00098558     EISSN: None     Source Type: Journal    
DOI: 10.1180/000985599545975     Document Type: Conference Paper

References (15)

1. Bischof H., Schneider W. & Pinz A.J. (1992) Multispectral Classification of Landsat Images Using Neural Networks. IEEE Trans. Geosc. Rem. Sens. 30, 482-490.
2. Bish D.L. (1993) Studies of clays and clay minerals using X-ray powder diffraction and the Rietveld method. Pp. 79-121 in: Computer Applications to X-ray Powder Diffraction Analysis of Clay Minerals, (J.R. Walker & R.C. Reynolds, Jr., editors) CMS Workshop Lectures, 5, The Clay Minerals Society, Boulder, CO.
3. Carling A. (1992) Introducing Neural Networks. Sigma Press, Cheshire, England.
4. Carr J.R. & Hibbard M.J. (1991) Open-ended mineralogical/textural rock classification. Comp. Geosc. 17, 1409-1463.
5. Chester M. (1993) Neural Networks, A Tutorial. Prentice-Hall, Englewood Cliffs, New Jersey.
6. Demuth H. & Beale M. (1992) Neural Network Toolbox for use with MATLAB. The MathWorks, Natick, MA.
7. De Wilde P. (1997) Neural Network Models. Second Edition. Springer-Verlag, London.
8. Griffen D.T., Griffen B.T. & Secrest C.D. (1995) Toward an artificial neural network for the modal analysis of rocks from X-ray diffraction data. Geol. Soc. Am. Ann. Meet., Abstracts with Prog. 27, A-195.
9. Huang Y., Wong P.M. & Gedeon T.D. (1996) An Improved Fuzzy Neural Network for Permeability Estimation from Wireline Logs in a Petroleum Reservoir. Proc. IEEE Region Ten Conf. (TENCON) on Digital Signal Proc. Appl., 2, 912-917.
10. Jones R.C. (1989) A computer technique for X-ray diffraction curve fitting/peak decomposition. Pp. 52-101 in: Quantitative Mineral Analysis of Clays, (P.R. Pevear & F.A. Mumpton, editors), CMS Workshop Lectures, 1, The Clay Minerals Society, Boulder, CO.
11. Pevear D.R. & Schuette J.F. (1993) Inverting the NEWMOD© X-ray diffraction forward model for clay minerals using genetic algorithms. Pp. 19-41 in: Computer Applications to X-ray Powder Diffraction Analysis of Clay Minerals, (J.R. Walker & R.C. Reynolds, Jr., editors) CMS Workshop Lectures, 5, The Clay Minerals Society, Boulder, CO.
12. Prince E. (1994) Mathematical Techniques in Crystallography and Materials Science. Springer-Verlag, Berlin.
13. Reynolds R.C. (1985) NEWMOD©, a Computer Program for the Calculation of Basal X-ray Diffraction Intensities of Mixed-Layered Clays. 8 Brook Road, Hanover, NH 03755, USA.
14. Reynolds R.C. Jr. & Reynolds R.C. III (1987) Description of program NEWMOD2 for the calculation of the one-dimensional X-ray diffraction patterns of mixed-layered clays. 8 Brook Road, Hanover, NH 03755, USA.
15. Walker J.R. (1993) An introduction to computer modeling of X-ray diffraction patterns of clay minerals: A guided tour of NEWMOD©. Pp. 1-17 in: Computer Applications to X-ray Powder Diffraction Analysis of Clay Minerals, (J.R. Walker & R.C. Reynolds, Jr., editors) CMS Workshop Lectures, 5, The Clay Minerals Society, Boulder, CO.