Please use this identifier to cite or link to this item: https://hdl.handle.net/20.500.14279/14396
Title: Efficient uncertainty propagation of lognormal hydraulic conductivity in a three dimensional hydrogeological model of flow and transport on very large regular grids
Authors: Gaganis, P. 
Liodakis, S. C. 
Kyriakidis, Phaedon 
Major Field of Science: Engineering and Technology
Field Category: Civil Engineering
Keywords: Rocket engines;Rockets;Rocket motors
Issue Date: 5-Sep-2015
Source: 17th Annual Conference of the International Association for Mathematical Geosciences, IAMG 2015, Freiberg, Germany, 5 September 2015 through 13 September 2015
Conference: Annual Conference of the International Association for Mathematical Geosciences 
Abstract: This work illustrates an efficient method for Monte Carlo uncertainty analysis in a three dimensional hydrogeological context involving very large grids. Although Monte Carlo simulation using Simple Random (SR) sampling is the de facto method for such an uncertainty analysis, it quickly becomes expensive in terms of time and computer resources, particularly for the case of complex models. To alleviate this problem, a new Latin Hypercube (LH) sampling method is proposed in this work for efficiently generating realizations of secondorder stationary lognormal random fields on large (order of million pixels) regular grids. he performance of the proposed LH sampling method is compared to that of SR sampling in the context of a 3D hydrogeological flow and transport model. The results show that the proposed LH sampling is more efficient than SR sampling, in that it can overall reproduce to a similar extent statistics of the conductivity (and associated concentration) field, yet with smaller sampling variability than the latter.
Description: Proceedings of IAMG 2015 - 17th Annual Conference of the International Association for Mathematical Geosciences 2015, Pages 369-377
URI: https://hdl.handle.net/20.500.14279/14396
ISBN: 9783000503375
Type: Conference Papers
Affiliation : University of Aegean 
University of California Santa Barbara 
University of Aegean 
Publication Type: Peer Reviewed
Appears in Collections:Δημοσιεύσεις σε συνέδρια /Conference papers or poster or presentation

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