Direction and Non Linearity in Non-local Diffusion Transport Models
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Transcript of Direction and Non Linearity in Non-local Diffusion Transport Models
Direction and Non Linearity in Non-local Diffusion Transport Models
F. Falcini , V. Ganti V.1,2, R. Garra , E. Foufoula Georgiou, C. Paola, V.R. Voller
University of Minnesota
1km
Sediment Fans
Hydrological Examples of interest: Sediment Depositional Deltas
Water and sediment input
Main characteristic: Channels (at multiple scales) transporting and depositing sediment through and on system
~3m
“Jurasic Tank” Experiment system for building deltas
Multi-scaled channelized surface with heterogeneities
A “Two-D Porous Media” ?
An experimental system: Sediment input into standing water, in a subsiding basin
Will first look at non-local and non-linear effects in this system
A first order mass balance model: Geometry and Governing Equation
A first order mass balance model: Geometry and Governing Equation
Piston subsidence
q –input sed-flux balances subsidence
A first order mass balance model: Geometry and Governing Equation
q –input sed-flux balances subsidence
A first order mass balance model: Geometry and Governing Equation
10,1 xdx
dq
0)0(,1)0( hq
)(xh
Assume a diffusion model
dx
dhq
221 )1( xh
Sediment elevation above datum
Diffusion solution “too-curved”When compared to experiment
~3m
Compare with experiment
q –input sed-flux balances subsidence
10,1 xdx
dq
0)0(,1)0( hq
)(xh
One solution use a non-linear diffusion model
01,1
1
dx
dh
dx
dhqq linnon
1)1(~ xh
One proposed Improvement is a non-linear model Posma et al., 2008
313.01)1(~ xh
Better Comparison with Experiment ------BUT
Required value of beta much smaller than expected theoretical value 6.01
q –input sed-flux balances subsidence
10,1 xdx
dq
0)0(,1)0( hq
)(xh
use a non-local model
1)1(~ xh
Another solution is a non-local model Voller and Paola, 2010
01,)(
xd
hdqq locnons
Note: same form as non-linear
1
)()1(
1
)( x
dd
dhx
xd
hd
Where: The right hand Caputo derivative isInterpret as weighted sum of down--stream local slopesWhy RIGHT HAND ?
313.01)1(~ xh
Get the identical Comparison with Experiment ------BUT
Difficult to know how to obtain value for alphaBut non-locality is clearly in system soexpected to be less than 1
q –input sed-flux balances subsidence10,1 x
dx
dq
0)0(,1)0( hq)(xh
use a NLNL model
1)1(~ xh
Motivates development of a non-local non-linear NLNL model
Note: same form as non-linear
0,1
)()1(
1 1 11
x
NLNLs d
d
dh
d
dhxq
The weighted sum of down-stream non-linear slopes down
The same form again !But now The non-local “dilutes” the non-linearity---To obtain same fit the non-local allows for a weaker non-linearity
Current work withFede Falcini and others
1)1(~ xh
But now The non-local “dilutes” the non-linearity---To obtain same fit the non-local allows for a weaker non-linearity
0.313 1.000 0.313 0.333 0.938 0.313 0.400 0.781 0.313 0.602 0.519 0.313 0.667 0.469 0.313 1.000 0.313 0.313
A range of alpha andbeta values canachieve fit
Including values of beta in theoretical range
What about direction in Non-local models?
Consider a simple source to sinksediment transport model
hill-slope
delta
weathering-erosion
upliftsubsidence
by-pass transport
deposition-burial
The Sediment Cycle
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0 1
A first order model Mass Balance Model (divergence of flux)
Eliminate by-pass -region
erosion/uplift
deposition/subsidence
normalize domain
)(xh
Model with Exner Equation
0)(,0)0(;0,1 21
21 hqx
dx
dq
0)1(,0)(;1,1 21
21 qhx
dx
dq
erosion-uplift
depo.-sub.
divergence of fluxExner mass-balance deposit thickness
above datumExpected profile shape
0)(,0)0(;0,1 21
21 hqx
dx
dq
0)1(,0)(;1,1 21
21 qhx
dx
dq
)(2
1
2
1)(
xd
hd
dx
hdxq
Now model this combined erosion-depositional system with a fractional model
use a general non-local model for flux
And exam role of for fixed alpha (0.7)
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direction
0)(,0)0(;0,1 21
21 hqx
dx
dq
0)1(,0)(;1,1 21
21 qhx
dx
dq
)(2
1
2
1)(
xd
hd
dx
hdxq
And us a general non-local model for flux
First gamma = 1—only upstream non-locality
Control-information from upstream
Correct shape and max location for fluvial surfaceIn erosional domain
Now model this combined erosion-depositional system with a fractional model
0)(,0)0(;0,1 21
21 hqx
dx
dq
0)1(,0)(;1,1 21
21 qhx
dx
dq
)(2
1
2
1)(
xd
hd
dx
hdxq
And us a general non-local model for flux
Correct shape and max location for fluvial surfaceIn erosional (hillslope) domain
But incorrect shape in depositional domain minimum elevation not at sea-level !
First gamma = 1—only upstream non-locality
Control-information from upstream
0)(,0)0(;0,1 21
21 hqx
dx
dq
0)1(,0)(;1,1 21
21 qhx
dx
dq
)(2
1
2
1)(
xd
hd
dx
hdxq
And us a general non-local model for flux
Correct shape and min location for fluvial surfaceIn depositional domain
Now try gamma = -1—only down-str. non locality
Control-information from downstream
0)(,0)0(;0,1 21
21 hqx
dx
dq
0)1(,0)(;1,1 21
21 qhx
dx
dq
)(2
1
2
1)(
xd
hd
dx
hdxq
And us a general non-local model for flux
Correct shape and max location for fluvial surfaceIn depositional domain
But incorrect shape in erosional domain maximum elevation not at continental divide !
Now try gamma = -1—only down-str. non locality
Control-information from downstream
0)(,0)0(;0,1 21
21 hqx
dx
dq
0)1(,0)(;1,1 21
21 qhx
dx
dq
IN fact Only physically reasonable solutionsUNDER FRAC. DER. MODEL OF NON-LOCALITY Require that locality points upstream inThe erosional domain but needs to point Downstream in the depositional domain.
Transport controlled by upstream features inerosional regime but controlled by downstreamfeatures in depositional domain
depositionxd
hd
erosiondx
hd
xq
,1)(
,1
)(
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Voller et al, GRL 2012
Is there a distinguishing feature between these regimes that may explain this switch inThe direction of transport (flow of information) ----
Erosional domainConverges informationdown-stream
Depositional domainDiverges information down-stream
The Direction of flow of information matters in non-local systems
Direction and Non Linearity in Non-local Diffusion Transport Models
Although difficult to quantify there is sufficient Physical evidence to suggest that Non-locality is present inSediment transport systems
“toy” models presented here have shown that
1
1
1
)1()1(
)1(
xx
xNon-linear
Non-localNLNL
Non-locality Dilutes apparent Non-linearity
)(2
1
2
1)(
xd
hd
dx
hdxq