www.solid-earth.net/1/49/2010/ doi:10.5194/se-1-49-2010 © Author(s) 2010. This work is distributed under the Creative Commons Attribution 3.0 License. The stochastic quantization method and its application to the numerical simulation of volcanic conduit dynamics under random conditions 1Scuola Normale Superiore, Piazza dei Cavalieri 7, 56126, Pisa, Italy 2Dipartimento di Matematica Applicata, Università di Pisa, Via Buonarroti 1c, 56127, Pisa, Italy 3Istituto Nazionale di Geofisica e Vulcanologia, Sezione di Pisa, Via della Faggiola 32, 56126, Pisa, Italy *Invited contribution by E. Peruzzo, one of the EGU Young Scientists Outstanding Poster Paper Award winners 2009 Abstract. Stochastic Quantization (SQ) is a method for the approximation of a continuous probability distribution with a discrete one. The proposal made in this paper is to apply this technique to reduce the number of numerical simulations for systems with uncertain inputs, when estimates of the output distribution are needed. This question is relevant in volcanology, where realistic simulations are very expensive and uncertainty is always present. We show the results of a benchmark test based on a one-dimensional steady model of magma flow in a volcanic conduit. Final Revised Paper (PDF, 1293 KB) Discussion Paper (SED) Citation: Peruzzo, E., Barsanti, M., Flandoli, F., and Papale, P.: The stochastic quantization method and its application to the numerical simulation of volcanic conduit dynamics under random conditions, Solid Earth, 1, 49-59, doi:10.5194/se-1-49-2010, 2010. Bibtex EndNote Reference Manager XML |
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