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Kinematic Porosity and Heteroscedasticity in Hard Rock Terrains
Extreme variability and its role in hydrogeology
Land and Water Resources EngineeringRobert Earon
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• Changing Climate• Limited Storage• Increasing residency near coast• Heteroscedasticity
There is no annual shortage of water in Sweden.Problems arise due to temporal distribution of meteoric water and water storage.
Aug/07
Nov/07
Feb/08
Jun/08Sep
/08
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Mar/09
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Jan/1
0May
/10
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Jun/11Sep
/11
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13
13.5
14
14.5
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16.5
17
Grou
ndw
ater
Leve
l (m
und
er G
roun
d Su
rfac
e)
Glacial Till
Hard Rock
Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks
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Heterogeneity
Range
Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks
Nugget
Sill
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Spatial AnisotropyIntroduction PossibilitiesHeterogeneityAnistropy Concluding Remarks
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Spatial AnisotropyIntroduction PossibilitiesHeterogeneityAnistropy Concluding Remarks
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Spatial AnisotropyIntroduction PossibilitiesHeterogeneityAnistropy Concluding Remarks
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Heterogeneity in spatial variance
Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks
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Heterogeneity in spatial variance
Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks
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Heterogeneity in spatial variance
Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks
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• ANOVA, t-test both indicate samples significantly (sig.<0.000) different
Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks
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Multivariate Approach to Groundwater Resources
Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks
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Multivariate Approach to Groundwater ResourcesGroup GRP Range Group Median1 -0.75>GRP 3.96 l/hr, m
2 -0.75<GRP<-0.5 4.09 l/hr, m
3 0.5<GRP<0 6.08 l/hr, m
4 0<GRP 6.36 l/hr, m
4
3
2
1
01 2 3 4
GRP Group
LN(S
C)
Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks
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Kinematic Porosity
• Based on simple fracture geometry (Carlsson and Olsson, 1993)
• Relationship between fracture spacing, relation to measurement face, average angle between fractures, average estimated hydraulic aperture
• Relatively simple to collect data• Influenced by surficial physical factors (weathering)
Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks
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Kinematic Porosity
Area Rock typeFracture frequencyNa (m-1) 𝜖 eg
(m)λ
Kinematic porositynk
Median capacity(lit/hr)
Älgö Granite 2.13 1.5 0.001 0.25 0.08 % 375
Älgö Gneiss-granite 1.87 1.75 0.001 0.2 0.065 % 200
Älgö Sedimentary gneiss 1.57 1.5 0.001 0.2 0.05 % 100
Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks
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• Kinematic porosity maps correlated to specific capacity maps (sig. = 0.003) but have a very low correlation coefficient (0.2)
Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks
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Review
• Heterogeneity places a high burden on point estimates for regional or even local characterization
• Heterogenic, anisotropic variability implies caution should be taken when applying statistical tools
• From the standpoint of limited-resource hydrogeological investigation, plausibility of applying and developing other tools
Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks
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Questions?
Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks