Transcript
Page 1: Kinematic Porosity and  Heteroscedasticity  in Hard Rock Terrains

Kinematic Porosity and Heteroscedasticity in Hard Rock Terrains

Extreme variability and its role in hydrogeology

Land and Water Resources EngineeringRobert Earon

Page 2: Kinematic Porosity and  Heteroscedasticity  in Hard Rock Terrains

• 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.

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Grou

ndw

ater

Leve

l (m

und

er G

roun

d Su

rfac

e)

Glacial Till

Hard Rock

Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks

Page 3: Kinematic Porosity and  Heteroscedasticity  in Hard Rock Terrains

Heterogeneity

Range

Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks

Nugget

Sill

Page 4: Kinematic Porosity and  Heteroscedasticity  in Hard Rock Terrains

Spatial AnisotropyIntroduction PossibilitiesHeterogeneityAnistropy Concluding Remarks

Page 5: Kinematic Porosity and  Heteroscedasticity  in Hard Rock Terrains

Spatial AnisotropyIntroduction PossibilitiesHeterogeneityAnistropy Concluding Remarks

Page 6: Kinematic Porosity and  Heteroscedasticity  in Hard Rock Terrains

Spatial AnisotropyIntroduction PossibilitiesHeterogeneityAnistropy Concluding Remarks

Page 7: Kinematic Porosity and  Heteroscedasticity  in Hard Rock Terrains

Heterogeneity in spatial variance

Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks

Page 8: Kinematic Porosity and  Heteroscedasticity  in Hard Rock Terrains

Heterogeneity in spatial variance

Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks

Page 9: Kinematic Porosity and  Heteroscedasticity  in Hard Rock Terrains

Heterogeneity in spatial variance

Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks

Page 10: Kinematic Porosity and  Heteroscedasticity  in Hard Rock Terrains

• ANOVA, t-test both indicate samples significantly (sig.<0.000) different

Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks

Page 11: Kinematic Porosity and  Heteroscedasticity  in Hard Rock Terrains

Multivariate Approach to Groundwater Resources

Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks

Page 12: Kinematic Porosity and  Heteroscedasticity  in Hard Rock Terrains

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

Page 13: Kinematic Porosity and  Heteroscedasticity  in Hard Rock Terrains

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

Page 14: Kinematic Porosity and  Heteroscedasticity  in Hard Rock Terrains

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

Page 15: Kinematic Porosity and  Heteroscedasticity  in Hard Rock Terrains

• Kinematic porosity maps correlated to specific capacity maps (sig. = 0.003) but have a very low correlation coefficient (0.2)

Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks

Page 16: Kinematic Porosity and  Heteroscedasticity  in Hard Rock Terrains

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

Page 17: Kinematic Porosity and  Heteroscedasticity  in Hard Rock Terrains

Questions?

Introduction PossibilitiesHeterogeneityAnistropy Concluding Remarks


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