Please use this identifier to cite or link to this item: http://hdl.handle.net/2122/6746
AuthorsPeruzzo, E.* 
Barsanti, M.* 
Flandoli, F.* 
Papale, P* 
TitleThe stochastic quantization method and its application to the numerical simulation of volcanic conduit dynamics under random conditions
Issue Date2010
Series/Report no./1(2010)
DOI10.5194/se-1-49-2010
URIhttp://hdl.handle.net/2122/6746
Keywordsvolcano physics
conduit dynamics
probabilities
mixed deterministic-probabilistic approach
Subject Classification04. Solid Earth::04.08. Volcanology::04.08.08. Volcanic risk 
05. General::05.01. Computational geophysics::05.01.05. Algorithms and implementation 
05. General::05.05. Mathematical geophysics::05.05.99. General or miscellaneous 
AbstractStochastic 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.
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