Abstract
Several geostatistical techniques for exploring the structure of spatially distributed multivariate data are presented. The techniques are based on a combination of variogram modelling, principal component analysis and cokriging. Some possibilities to map the essential features of the multivariate spatial structure of the data are discussed. An example using geochemical data is given with an interpretation.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Chiles, J.P. (1977) Géostatistique des Phénomènes Non-Stationnaires (Dans le Plan), Doctorate Thesis, Nancy University.
Chiles, J.P. & Guillen, A. (1984) Variogrammes et krigeage pour la gravimétrie et le magnétisme, Sciences de la Terre, Série Informatique 20, 455–468.
Flury, B. (1983) Some relations between the comparison of covariance matrices and principal component analysis. Computational Statistics & Data Analysis 1, 97–109.
Galli, A., Gerdil-Neuillet, F. & Dadou, C. (1984) Factorial kriging analysis: a substitute to spectral analysis of magnetic data. In: VERLY, G. & al. (eds.) Geostatistics for Natural Resources Characterization, Proc. NATO ASI, Series C 122, 543–557, Reidel, Dordrecht.
Journel, A.G. & Huijbregts, Ch. (1978) Mining Geostatistics, Academic Press, London.
Mallet, J.L. (1974) Présentation d’un Ensemble de Méthodes et Techniques de la Cartographie Automatique Numérique, Sciences de la Terre, Série Informatique 4, 212p.
Marbeau, J.P. (1976) Géostatistique Forestière, Doctorate Thesis, Nancy University.
Matheron, G. (1965) Les Variables Régionalisées et leur Estimation, Masson, Paris.
Matheron, G. (1970) The Theory of Regionalized Variables and its Applications, Les Cahiers du Centre de Morphologie 5, 211p., Centre de Géostatistique, Fontainebleau.
Matheron, G. (1973) The intrinsic random functions and their applications, Advances in Applied Probability 5, 439–468.
Matheron, G. (1982) Pour une analyse krigeante des données régionalisées, Internal Report N-732, Centre de Géostatistique, Fontainebleau, 22p.
Roquin, Cl. (1984) Traitement de Données en Prospection Géochimique, Documents du BRGM 86, Orléans, 316p.
Sandjivy, L. (1983) Analyse krigeante de données géochimiques, Sciences de la Terre, Série Informatique 18, 141–172.
Serra, J. (1968) Les structures gigognes: morphologie mathématique et interprétation métallogénique, Mineralium Deposita 3, 135–154.
Wackernagel, H. (1985) L’Inference d’un Modèle Linéaire en Géostatistique Multivariate, Doctorate Thesis, Paris School of Mines.
Wackernagel, H. (1986) Description of a computer program for analysing multivariate spatially distributed data, Computers & Geosciences 13, in press.
Wilhelm, E. & Zeegers, H. (1984) La prospection géochimique au BRGM, Geologisches Jahrbuch A75, 49–75.
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 1988 D. Reidel Publishing Company, Dordrecht, Holland
About this chapter
Cite this chapter
Wackernagel, H. (1988). Geostatistical Techniques for Interpreting Multivariate Spatial Information. In: Chung, C.F., Fabbri, A.G., Sinding-Larsen, R. (eds) Quantitative Analysis of Mineral and Energy Resources. NATO ASI Series, vol 223. Springer, Dordrecht. https://doi.org/10.1007/978-94-009-4029-1_24
Download citation
DOI: https://doi.org/10.1007/978-94-009-4029-1_24
Publisher Name: Springer, Dordrecht
Print ISBN: 978-94-010-8288-4
Online ISBN: 978-94-009-4029-1
eBook Packages: Springer Book Archive