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Geochemical Anomaly and Mineral Prospectivity Mapping in GIS
           by E.J.M. Carranza
           Handbook of Exploration and Environmental Geochemistry, Vol. 11 (M. Hale, Editor)
           © 2009 Elsevier B.V. All rights reserved.                            147

           Chapter 6




           ANALYSIS OF GEOLOGIC CONTROLS ON MINERAL OCCURRENCE






           INTRODUCTION
              Occurrences (or locations)  of mineral deposits  of the type sought are themselves
           significant geochemical anomalies and are  samples of a  mineralised landscape. The
           spatial distribution  of such samples is invariably considered by many geoscientists,
           especially mineral explorationists, to be non-random because of the knowledge that an
           inter-play of certain geological processes has controlled their occurrence. It follows then
           that such samples of a mineralised landscape are associated spatially, as well as
           genetically, with certain geological features. It is for these reasons that  mineral
           prospectivity for the type  of deposits sought is, in many cases, modeled by way  of
           probabilistic techniques. That is to say, the probability or likelihood that mineral deposits
           of the type sought are contained  or can  be  found in a part  of the  Earth’s crust is
           considered greater than would be expected due to chance.
              We recall from Chapter 1 that, in any scale of target generation, modeling of mineral
           prospectivity usually starts with the definition of a  conceptual model of mineral
           prospectivity for mineral deposits of the type sought (Fig. 1-2). Analysis of the spatial
           distribution of occurrences of mineral deposits of the type sought and analysis of their
           spatial associations with certain geological features are useful in defining a conceptual
           model of mineral prospectivity of the type sought in a study area. Analysis of the spatial
           distribution of occurrences of mineral deposits of the type sought can provide insights
           into  which  geological features have  plausibly controlled their localisation at certain
           locations. In addition, the analysis of spatial associations between occurrences of mineral
           deposits of the type sought and certain geological features is instructive in defining and
           weighting  relative importance of certain  geological features to  be used as spatial
           evidence in predictive modeling of mineral prospectivity.
              This Chapter explains techniques for  analysis of the spatial distribution  of
           occurrences of  mineral deposits of the type sought and techniques for the analysis of
           spatial associations  between occurrences  of mineral deposits  of the type sought and
           certain  geological features.  These techniques are  demonstrated by  using a map of
           occurrences  of epithermal Au deposits in the case study  Aroroy district (Philippines)
           (Fig. 3-9) in order to define a conceptual model of prospectivity for this type of mineral
           deposit in that district. Models of multi-element anomalies, which are derived  by
           applications of the methods explained and demonstrated in Chapters 3 to 5, are examined
           further here in terms of their spatial associations  with the known occurrences  of
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