To facilitate the uncertainty analysis of a finite element multiphase multi-component transport model MOFAT, this paper provides guidance on latin hypercube sampling Monte Carlo (LHS-MC) sample size selection. To evaluate the ability of LHS-MC to produce output cumulative distribution functions (cdfs) that replicate random sampling Monte Carlo (RS-MC) cdfs, output cdfs obtained with LHS-MC sample sizes of 100, 300, and 500, and a RS-MC sample size of 10 000 are compared using the two sample Kolmogorov–Smirnov test. The LHS-MC cdfs for the three different sample sizes are able to accurately replicate the corresponding RS-MC cdfs for benzene, toluene, ethylbenzene, and xylene (BTEX) concentrations in the water, gas, and solid phases. The stability of LHS-MC is also evaluated by comparing three replicates of a LHS-MC sample. The three replicates are all able to accurately replicate the corresponding RS-MC cdfs for all BTEX concentrations in all three phases.
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November 2008
Research Article|
October 01 2008
Latin hypercube sampling for uncertainty analysis in multiphase modelling
Amir Ali Khan;
aHydrologic Modelling Section, Department of Environment and Conservation, Government of NL, West Block, Fourth Floor, PO Box 8700, St. John’s, NL A1B 4J6, Canada.
Corresponding author (email: akhan@gov.nl.ca)
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Leonard Lye;
Leonard Lye
bFaculty of Engineering and Applied Science, Memorial University of Newfoundland, St. John’s, NL A1B 3X5, Canada.
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Tahir Husain
Tahir Husain
bFaculty of Engineering and Applied Science, Memorial University of Newfoundland, St. John’s, NL A1B 3X5, Canada.
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Corresponding author (email: akhan@gov.nl.ca)
Publisher: Emerald Publishing
Received:
February 05 2007
Accepted:
July 15 2008
Online ISSN: 1496-256X
Print ISSN: 1496-2551
2008
Journal of Environmental Engineering and Science (2008) 7 (6): 617–626.
Article history
Received:
February 05 2007
Accepted:
July 15 2008
Citation
Khan AA, Lye L, Husain T (2008), "Latin hypercube sampling for uncertainty analysis in multiphase modelling". Journal of Environmental Engineering and Science, Vol. 7 No. 6 pp. 617–626, doi: https://doi.org/10.1139/S08-031
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