Geostatistical analysis and inverse modeling of the upper Santa Cruz Basin, Arizona
Data from the Upper Santa Cruz basin are analyzed to determine parameters for input into a groundwater model. The geostatistical interpolation and averaging technique of kriging are used to obtain prior estimates of log- transmissivity. These estimates are enhanced with specific-capacity data by mea...
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The University of Arizona.
1987
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ndltd-arizona.edu-oai-arizona.openrepository.com-10150-1919632015-10-23T04:37:55Z Geostatistical analysis and inverse modeling of the upper Santa Cruz Basin, Arizona Williams, Derrik,1961- Neuman, Shlomo P. Maddock, Thomas R., III Yeh, Jim Data from the Upper Santa Cruz basin are analyzed to determine parameters for input into a groundwater model. The geostatistical interpolation and averaging technique of kriging are used to obtain prior estimates of log- transmissivity. These estimates are enhanced with specific-capacity data by means of regression and co-kriging. Parameters of the log- transmissivity semi-variogram model are improved using a maximum likelihood technique. Hydraulic head measurements are kriged in two ways, by universal kriging and by using an iterative generalized least squares method of semi-variogram and drift estimation. An inverse method for steady state conditions is used to estimate optimum transmissivity and mountain front recharge for modeling purposes. Input includes the prior transmissivity estimates, their covariance, and steady state head data. Results are judged on six criteria: (1) log-likelihood function, (2) head objective function, (3) mean weighted head residual, (4) mean squared weighted head residual, (5) residual coefficient of variation, and (6) a Chi-square fit. None of these criteria is sufficient to define a best estimate, but taken together, they point toward a possible optimum set of parameters. 1987 Thesis-Reproduction (electronic) text http://hdl.handle.net/10150/191963 213332912 en Copyright © is held by the author. Digital access to this material is made possible by the University Libraries, University of Arizona. Further transmission, reproduction or presentation (such as public display or performance) of protected items is prohibited except with permission of the author. The University of Arizona. |
collection |
NDLTD |
language |
en |
sources |
NDLTD |
description |
Data from the Upper Santa Cruz basin are analyzed to determine parameters for input into a groundwater model. The geostatistical interpolation and averaging technique of kriging are used to obtain prior estimates of log- transmissivity. These estimates are enhanced with specific-capacity data by means of regression and co-kriging. Parameters of the log- transmissivity semi-variogram model are improved using a maximum likelihood technique. Hydraulic head measurements are kriged in two ways, by universal kriging and by using an iterative generalized least squares method of semi-variogram and drift estimation. An inverse method for steady state conditions is used to estimate optimum transmissivity and mountain front recharge for modeling purposes. Input includes the prior transmissivity estimates, their covariance, and steady state head data. Results are judged on six criteria: (1) log-likelihood function, (2) head objective function, (3) mean weighted head residual, (4) mean squared weighted head residual, (5) residual coefficient of variation, and (6) a Chi-square fit. None of these criteria is sufficient to define a best estimate, but taken together, they point toward a possible optimum set of parameters. |
author2 |
Neuman, Shlomo P. |
author_facet |
Neuman, Shlomo P. Williams, Derrik,1961- |
author |
Williams, Derrik,1961- |
spellingShingle |
Williams, Derrik,1961- Geostatistical analysis and inverse modeling of the upper Santa Cruz Basin, Arizona |
author_sort |
Williams, Derrik,1961- |
title |
Geostatistical analysis and inverse modeling of the upper Santa Cruz Basin, Arizona |
title_short |
Geostatistical analysis and inverse modeling of the upper Santa Cruz Basin, Arizona |
title_full |
Geostatistical analysis and inverse modeling of the upper Santa Cruz Basin, Arizona |
title_fullStr |
Geostatistical analysis and inverse modeling of the upper Santa Cruz Basin, Arizona |
title_full_unstemmed |
Geostatistical analysis and inverse modeling of the upper Santa Cruz Basin, Arizona |
title_sort |
geostatistical analysis and inverse modeling of the upper santa cruz basin, arizona |
publisher |
The University of Arizona. |
publishDate |
1987 |
url |
http://hdl.handle.net/10150/191963 |
work_keys_str_mv |
AT williamsderrik1961 geostatisticalanalysisandinversemodelingoftheuppersantacruzbasinarizona |
_version_ |
1718098726493356032 |