کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4712877 1638296 2016 23 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A global sensitivity analysis of the PlumeRise model of volcanic plumes
موضوعات مرتبط
مهندسی و علوم پایه علوم زمین و سیارات ژئوشیمی و پترولوژی
پیش نمایش صفحه اول مقاله
A global sensitivity analysis of the PlumeRise model of volcanic plumes
چکیده انگلیسی


• A global sensitivity analysis of an integral model of wind-blown volcanic plumes is performed.
• The sensitivity is examined using variance-based sensitivity indices and parallel coordinates plots.
• A small set of source conditions and model parameters strongly controls the model predictions.
• Predictions of the source mass flux/plume height are sensitive to the entrainment coefficients that model turbulent mixing.

Integral models of volcanic plumes allow predictions of plume dynamics to be made and the rapid estimation of volcanic source conditions from observations of the plume height by model inversion. Here we introduce PlumeRise, an integral model of volcanic plumes that incorporates a description of the state of the atmosphere, includes the effects of wind and the phase change of water, and has been developed as a freely available web-based tool. The model can be used to estimate the height of a volcanic plume when the source conditions are specified, or to infer the strength of the source from an observed plume height through a model inversion. The predictions of the volcanic plume dynamics produced by the model are analysed in four case studies in which the atmospheric conditions and the strength of the source are varied. A global sensitivity analysis of the model to a selection of model inputs is performed and the results are analysed using parallel coordinate plots for visualisation and variance-based sensitivity indices to quantify the sensitivity of model outputs. We find that if the atmospheric conditions do not vary widely then there is a small set of model inputs that strongly influence the model predictions. When estimating the height of the plume, the source mass flux has a controlling influence on the model prediction, while variations in the plume height strongly effect the inferred value of the source mass flux when performing inversion studies. The values taken for the entrainment coefficients have a particularly important effect on the quantitative predictions. The dependencies of the model outputs to variations in the inputs are discussed and compared to simple algebraic expressions that relate source conditions to the height of the plume.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of Volcanology and Geothermal Research - Volume 326, 15 October 2016, Pages 54–76
نویسندگان
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