Subsurface geological models are often used to visualize and analyze the nature, geometry, and variability of geologic and hydrogeologic units in the context of groundwater resource studies. The development of three-dimensional (3D) subsurface geological models covering increasingly larger model domains has steadily increased in recent years, in step with the rapid development of computing technology and software, and the increasing need to understand and manage groundwater resources at the regional scale. The models are then used by decision makers to guide activities and policies related to source water protection, well field development, and industrial or agricultural water use. It is important to ensure that the modelling techniques and procedures are able to accurately delineate and characterize the heterogeneity of the various geological environments included within the regional model domain. The purpose of this study is to examine if 3D stratigraphic models covering complex Quaternary deposits can be improved by splitting the regional model into multiple submodels based on the degree of variability observed between surrounding data points and informed by expert geological knowledge of the geological–depositional framework. This is demonstrated using subsurface data from the Paris Moraine area near Guelph in southern Ontario. The variogram models produced for each submodel region were able to better characterize the data variability, resulting in a more geologically realistic interpolation of the entire model domain as demonstrated by the comparison of the model output with preexisting maps of surficial geology and bedrock topography as well as depositional models for these complex glacial environments. Importantly, comparison between model outputs reveals significant differences in the resulting subsurface stratigraphy, complexity, and variability, which would in turn impact groundwater flow model predictions.
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Research Article|
September 26, 2017
Using a multiple variogram approach to improve the accuracy of subsurface geological models1
Kelsey MacCormack
;
a
School of Environmental Sciences, University of Guelph, Guelph, ON N1G 2W1, Canada.b
G360 Institute for Groundwater Research, University of Guelph, 360 College Avenue, Guelph, ON N1G 2W1, Canada.Corresponding author: Kelsey MacCormack (email: kelsey.maccormack@aer.ca).
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Emmanuelle Arnaud
;
a
School of Environmental Sciences, University of Guelph, Guelph, ON N1G 2W1, Canada.b
G360 Institute for Groundwater Research, University of Guelph, 360 College Avenue, Guelph, ON N1G 2W1, Canada.†
Emmanuelle Arnaud currently serves as a Special Editor; peer review and editorial decisions regarding this manuscript were handled by Special Editor Hazen Russell.
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Beth L. Parker
Beth L. Parker
b
G360 Institute for Groundwater Research, University of Guelph, 360 College Avenue, Guelph, ON N1G 2W1, Canada.c
School of Engineering, University of Guelph, Guelph, ON N1G 2W1, Canada.
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Canadian Journal of Earth Sciences (2018) 55 (7): 786–801.
Article history
received:
26 Jun 2016
accepted:
29 Jul 2017
first online:
12 Jul 2018
Citation
Kelsey MacCormack, Emmanuelle Arnaud, Beth L. Parker; Using a multiple variogram approach to improve the accuracy of subsurface geological models. Canadian Journal of Earth Sciences 2017;; 55 (7): 786–801. doi: https://doi.org/10.1139/cjes-2016-0112
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Index Terms/Descriptors
- accuracy
- Canada
- Cenozoic
- clastic sediments
- correlation coefficient
- Eastern Canada
- ground water
- Guelph Ontario
- hydrostratigraphy
- kriging
- lithostratigraphy
- moraines
- Ontario
- Quaternary
- sediments
- statistical analysis
- three-dimensional models
- till
- variance analysis
- variograms
- Wellington County Ontario
- Paris Moraine
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