process length scales as a framework for understanding flow, transport, and evolution ... · 2013....
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Process length scales as a framework for understanding flow, transport, and evolution of the
karst Critical ZoneMatt Covington – University of Arkansas
Collaborators: Sid Jones (TDEC), Andrew Luhmann (U. Minnesota), Joe
Myre (U. Arkansas), Matija Perne (U. Arkansas), Martin Saar (U. Minnesota), Carol Wicks (LSU)
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“It is nice to know that the computer
understands the problem, but I would like to understand it too.”
-Eugene Wigner
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Descriptive:Statistical models
and black box models
Numerical simulations:Models built from basic physics and chemistry
Strength: Easy to apply, fewparameters, may accuratelypredict system behavior.
Weakness: connection to physical processes is frequently unclear. Predictivemodels may fail outside ofobserved range.
Strength: Direct connections to physical processes, assumptions clear.
Weakness: computationally expensive, many unknownparameters, and hard togeneralize.
Two typical approaches to mathematical modelingin the geosciences
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Descriptive:Statistical models
and black box models
Numerical simulations:Models built from basic physics and chemistry
Strength: Easy to apply, fewparameters, may accuratelypredict system behavior.
Weakness: connection to physical processes is frequently unclear. Predictivemodels may fail outside ofobserved range.
Strength: Direct connections to physical processes, assumptions clear.
Weakness: computationally expensive, many unknownparameters, and hard togeneralize.
Simple models (toy models)Metrics and analytical solutions developed from process-based analysis
Two typical approaches to mathematical modelingin the geosciences
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Descriptive:Statistical models
and black box models
Numerical simulations:Models built from basic physics and chemistry
Recession curve analysis
Reservoir models
System analysis
Neural networks
Reactive transport
Heat transport
Coupled conduit-matrix flow
CFD simulations
How can we interpret the physical and chemical variationsin flow at karst spring, cave stream, or drip site?
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Descriptive:Statistical models
and black box models
Numerical simulations:Models built from basic physics and chemistry
Recession curve analysis
Reservoir models
System analysis
Neural networks
Reactive transport
Heat transport
Coupled conduit-matrix flow
CFD simulations
Simple models (toy models)Characteristic time scales,
characteristic length scales, dimensionless metrics
How can we interpret the physical and chemical variationsin flow at karst spring, cave stream, or drip site?
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Process Lengths: A simple idea with many potential applications
Two requirements:
1. A process that occurs over a particular time scale
2. Flow that carries the process down a conduit(water or air)
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A characteristic length scale emergesA characteristic length scale emerges
Characteristic length scale
Length = (Time Scale) X (Flow Velocity)
Flow
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Does a given process produce variations at a flowpathDoes a given process produce variations at a flowpathoutlet?outlet?
Covington et al., (2012). Process length scales and longitudinal damping in karst conduits. J. Geophys. Res.
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Dissolutional Length ScalesDissolutional Length Scales
Using laminar flow: Using turbulent flow:
Longitudinal profiles of concentration are exponential, with e-folding length, λ.
(Covington et al., 2012, J. Geophys. Res.)
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Decreasing head
gradient
Laminar/turbulenttransitions
(Covington et al., 2012, J. Geophys. Res.)
Typicalthickness ofkarst Critical
Zone
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(Covington et al., 2012, J. Geophys. Res.)
The “transmission fraction,” Fi,
is related to process length scale
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Linear case:
(Covington et al., 2012, J. Geophys. Res.)
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(Covington et al., 2012, J. Geophys. Res.)
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(Covington et al., 2012, J. Geophys. Res.)
F=0.5
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(Covington et al., 2012, J. Geophys. Res.)
F=0.5
F=0.95
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(Covington et al., 2012, J. Geophys. Res.)
F=0.5
F=0.95 F=0.95
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Response of Conduit Networks
Physical Interpretation: factors that control signal amplitude
1. Input signal amplitude
2. The capability of individual flow paths to transmit or dampen the signal
3. The distribution of flow among paths with different transmission factors
(Covington et al., 2012, J. Geophys. Res.)
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Response of Conduit Networks
Physical Interpretation: factors that control signal amplitude
1. Input signal amplitude
2. The capability of individual flow paths to transmit or dampen the signal
3. The distribution of flow among paths with different transmission factors
(Covington et al., 2012, J. Geophys. Res.)
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Response of Conduit Networks
Physical Interpretation: factors that control signal amplitude
1. Input signal amplitude
2. The capability of individual flow paths to transmit or dampen the signal
3. The distribution of flow among paths with different transmission factors
(Covington et al., 2012, J. Geophys. Res.)
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Response of Conduit Networks
Physical Interpretation: factors that control signal amplitude
1. Input signal amplitude
2. The capability of individual flow paths to transmit or dampen the signal
3. The distribution of flow among paths with different transmission factors
(Covington et al., 2012, J. Geophys. Res.)
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Spe
cific
Con
duct
ance
(S
/cm
)
Borsato (1997). Data from two drip sitesin Grotta di Ernesto
Tem
pera
ture
(C
)
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Covington et al., 2012, J. Geophys. Res.
Fraction of signal transmitted
Fra
ctio
n o
f re
char
ge
Spe
cific
Con
duct
ance
(S
/cm
)
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Length scales and epikarst evolution
A rich playground of length scalesand time scales!
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Length scales and epikarst evolution
Gabrovšek (2007), Acta Carsologica
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Length scales and epikarst evolutionWhat about CO
2?
Depth (m)
PC
O2
(atm
)
Frequently, CO2
increases with depth
in the vadose zone
Atkinson (1977), Journal ofhydrology.
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CO2 at depth may be an important
driver in speleogenesis and diagenesis
Gulley et al (2013). ESPL.
See also Whitaker andSmart (2007).
Hydrol. Process.
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CO2 production and diffusion: the basics
Increasing CO2
Dep
th b
elo
w s
urf
ace
Surface
Wood (1985). Geology.
● Diffusion is a slow process
● With even a small amount of CO
2 production at depth, we
can reach high concentrations.
● Without a significant CO2 sink at
depth, have to establish a significant gradient to allow diffusion to the surface.
● For the same CO2 production,
deeper vadose zones will have higher CO
2
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● Diffusion is a slow process
● With even a small amount of CO
2 production at depth, we
can reach high concentrations.
● Without a significant CO2 sink at
depth, have to establish a significant gradient to allow diffusion to the surface.
● For the same CO2 production,
deeper vadose zones will have higher CO
2
CO2 production and diffusion: the basics
Increasing CO2
Dep
th b
elo
w s
urf
ace
Surface
Wood (1985). Geology.
Production=Flux∼D(Cdeep−C surface)
h
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What about advection?
Photo: Hazel Barton
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What about advection?
CO2 (ppm)
Dep
th (
m)
Figure from Benavente et al. (2010).
Vadose Zone J.
Diffusion abhors
sharp edges!
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Seasonal airflow patterns as a strong control on cave CO
2
Wong et al.(2011), GCA.
See also:
Frisia et al.(2011), GCA.
and
Breecker et al.(2012), GCA.
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Modes of advective flow in karstEntrance zone convection cells
Entrancewithcool
externaltemperatures
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Modes of advective flow in karstEntrance zone convection cells
Similar mechanismsmay drive convectivecells through fracture
networks
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Modes of advective flow in karstChimney-effect airflow
When outsidetemperature
is cooler thancave temperature
airflow is driven fromlower to higher
entrances
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Modes of advective flow in karstChimney-effect airflow
When outsidetemperature
is warmer thancave temperature
airflow is driven fromhigher to lower
entrances
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Advective flow dominates in caves, but what about fractures?
Photo: Hazel Barton
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Advection vs. Diffusion:The Peclet Number
Pe=t diff
t adv
=VLD
Pe=a2 g
12νD (ΔTT ext )H
If Pe >> 1: advective
If Pe << 1: diffusive
For a 1 mm fracture in a 10 m vadose zone, with a 3% temperature difference, Pe~3x105 !!!
For chimney-effect airflow, we get:
a = fracture aperture
H
Cave
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Can advection really influencethe bulk of the vadose zone
or just isolated regions around caves and fractures?
Diffusioncontrolled
Advectioncontrolled
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Can advection really influencethe bulk of the vadose zone
or just isolated regions around caves and fractures?
Diffusioncontrolled
Advectioncontrolled
Diffusion time to the nearestfracture is the important factor
rather than diffusion to the surface
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Wind-driven advective flows
Roland et al. (2013), Biogeosciences.
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Loads of lengths
CO2 production
length scales:Filtration
Decay of organic matterRoot depth distribution
Air-water CO2
exchange length scale:Controls whether water equilibrates
to air CO2 or lags behind it with
depth
Ratio of dissolution length scale to lengthscale over which CO
2 changes
Controls vertical distribution of dissolution
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Simple models allow rapid generation of relevant questions and
testable hypotheses
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Temperature changes with depthTemperature changes with depthfrom surface conductionfrom surface conduction
(periodic forcing)(periodic forcing)
skin depth∼√αrTπ
For diurnal variations: ~10 cm
For annual variations: ~3 m
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Propagation of periodic thermal signalsPropagation of periodic thermal signalsthrough advection down fracturesthrough advection down fractures
A periodic change in recharge water temperature leads to a thermal penetration length given by
=w c p , w
r c p , rwhere
V is the flow velocity, DH is the hydraulic diameter,
r is the thermal diffusivity of rock,
and is the angular frequency of temperature variations.
Luhmann et al. (in prep)
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Propagation of periodic thermal signalsPropagation of periodic thermal signalsthrough advection down fracturesthrough advection down fractures
∇h=0.01
∇h=1∇h=0.1
Typical Karst Critical Zone Thickness
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Propagation of periodic thermal signalsPropagation of periodic thermal signalsthrough advection down fracturesthrough advection down fractures
∇h=0.01
∇h=1∇h=0.1
Typical Karst Critical Zone Thickness
Caveat: this length scale can be significantlyenhanced by exchange of air through the
vadose zone (e.g. Luetscher and Jeannin, 2004, Terra Nova)
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Decreasing head
gradient
Laminar/turbulenttransitions
(Covington et al., 2012, J. Geophys. Res.)
Typicalthickness ofkarst Critical
Zone
Example: DH = 1 mm, ∇h=0.01
~3 m
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Decreasing head
gradient
Laminar/turbulenttransitions
(Covington et al., 2012, J. Geophys. Res.)
Typicalthickness ofkarst Critical
Zone
Example: DH = 1 mm, ∇h=0.01
~5 m
Signal is damped
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Decreasing head
gradient
Laminar/turbulenttransitions
(Covington et al., 2012, J. Geophys. Res.)
Typicalthickness ofkarst Critical
Zone
Signal is undamped