A multivariate discrimination scheme of detrital garnet chemistry for use in sedimentary provenance analysis
Garnet chemistry provides a well-established tool in the discrimination and interpretation of sediment prove-nance. Current discrimination approaches, however, (i) suffer from using less variables than available, (ii) subjec-tive determination of discrimination fields with strict boundaries suggesting clear separations where in fact probabilities are converging, and (iii) significant overlap of compositional fields of garnet from different host-rock groups. The new multivariate discrimination scheme is based on a large database, a hierarchical discrimina-tion approach involving three steps, linear discriminant analysis at each step, and the five major host-rock groups to be discriminated: eclogite- (A), amphibolite- (B) and granulite- (C) facies metamorphic rocks as well as ultra-mafic (D) and igneous rocks (E). The successful application of statistical discrimination approaches requires con-sideration of the a priori knowledge of the respective geologic setting. This is accounted for by the use of prior probabilities. Three sets of prior probabilities (priors) are introduced and their advantages and disadvantages are discussed. The user is free to choose among these priors, which can be further modified according to the spe-cific geologic problem and the level of a priori knowledge. The discrimination results are provided as integrated probabilities of belonging to the five major host-rock groups. For performing calculations and results a supple-mentary Excel® spreadsheet is provided.
The discrimination scheme has been tested for a large variety of examples of crystalline rocks covering all of the five major groups and several subgroups from various geologic settings. In most cases, garnets are assigned cor-rectly to the respective group. Exceptions typically reflect the peculiarities of the regional geologic situation. Eval-uation of detrital garnets frommodern and ancient sedimentary settings of the Western Gneiss Region (Norway), Eastern Alps (Austria) and Albertine Rift (Uganda) demonstrates the power to reflect the respective geologic sit-uations and corroborates previous results. As most garnet is derived from metamorphic rocks and many prove-nance studies aim at reconstructing the tectonic and geodynamic evolution in the source area, the approach and the examples emphasize discrimination of metamorphic facies (i.e., temperature-pressure conditions) rather than protolith composition.
Publication Details
Type
Journal ArticleTitle
A multivariate discrimination scheme of detrital garnet chemistry for use in sedimentary provenance analysisYear
2018Author(s)
Tolosana-Delgado, R., von Eynatten, H., Krippner, A. and Meinhold, G.Journal
Sedimentary GeologyVolume
375Page(s)
14-26URL