cosmic ray neutron sensing in cropped field - ufzgabriele baroni ufz chs (leipzig, germany) 1 4th...
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4th COSMOS workshopLeipzig (Germany) May 2014
Gabriele BaroniUFZ CHS (Leipzig, Germany)
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4th COSMOS Workshop
Leipzig (Germany)
5-8 May 2014
Cosmic ray neutron sensing in cropped field:
challenges and progress
Gabriele Baroni(1) and Sascha E.Oswald(2)
(1) UFZ CHS, Leipzig (Germany)(2) Inst. for Earth and Env.Sci., University of Potsdam (Germany)
4th COSMOS workshopLeipzig (Germany) May 2014
Gabriele BaroniUFZ CHS (Leipzig, Germany)
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Outline
�Motivation� Agricultural water management
�What are the challenges?� The role of biomass
�What is the progress?� Paper in prep.
4th COSMOS workshopLeipzig (Germany) May 2014
Gabriele BaroniUFZ CHS (Leipzig, Germany)
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Uni Potsdam (Germany)
S.E.OswaldC.A.Rivera Villareyes
G.Baroni
Motivation
UFZ Leipzig (Germany)S.Zacharias and U.Wollschläger
Challenges Progress
� 2010 start
� Four Cosmic ray neutron probes
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Motivation
Is it possible to use the Cosmic-Ray neutron sensing for agricultural water
management? e.g. irrigation
� cropped field close to university
� Altitude 40 m a.s.l.� Relatively flat
� Area: ~ 30 ha
� sand >75%; clay <15%� Groundwater < 5 m
� 2 CRS
� 18 points FDR
Challenges Progress
4th COSMOS workshopLeipzig (Germany) May 2014
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First results… But in a longer period…
Four months (full crop season)
Motivation Challenges Progress
Two weeks (~constant biomass)
Rivera Villareyes et al. (2011)Systematic deviation
4th COSMOS workshopLeipzig (Germany) May 2014
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Motivation Challenges Progress
� Work conducted by Carlos
� Calibration approaches� C.R.Villareyes et al.,
2012
� Inverse modeling for effective soil parameters� C.R.Villareyes et al.,
2014 under review
� PhD Thesis� C.R.Villareyes, 2014
But in a longer period…
Four months (full crop season)
Systematic deviation
?
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( )pNfH p ,=
Neutron countsparametersH pool in the footprint
(30 ha 10-70 cm depth)
ChallengesMotivation Progress
Many sources of H
4th COSMOS workshopLeipzig (Germany) May 2014
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By T.Franz
ChallengesMotivation Progress
4th COSMOS workshopLeipzig (Germany) May 2014
Gabriele BaroniUFZ CHS (Leipzig, Germany)
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ChallengesMotivation Progress
(1) Static hydrogen pool can be intrinsic considered in the local calibration
(2) Measurements of all the H sources except the target (e.g. soil moisture)
� Two possible approaches
( )pNfHv
,=θ ( ) ∑−=k
iHpNfHv
1
,θ
In case more than one time-varying H pool?
( )( )tpNfHv
,=θ ( ) ( )tHpNfHk
iv ∑−=1
,θ
4th COSMOS workshopLeipzig (Germany) May 2014
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The role of biomassHornbuckle et al. (2012)
( )( )tpNfHv
,=θ
ChallengesMotivation Progress
4th COSMOS workshopLeipzig (Germany) May 2014
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(1)
(2)
� To develop an approach to correct the signal for multiple time-varying hydrogen pool (e.g., biomass)
( ) ( )tHpNfHk
iv ∑−=1
,θ
( )( )tpNfHv
,=θ
ChallengesMotivation Progress
4th COSMOS workshopLeipzig (Germany) May 2014
Gabriele BaroniUFZ CHS (Leipzig, Germany)
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� Correlation with height crop or LAI
ChallengesMotivation Progress
4th COSMOS workshopLeipzig (Germany) May 2014
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� Even more complicate when we saw the results in Franz et al. (2013)
ChallengesMotivation Progress
harvesting
4th COSMOS workshopLeipzig (Germany) May 2014
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(1)
(2)
� To develop an approach to correct the signal for multiple time-varying hydrogen pool (e.g., biomass)
� related also to below ground biomass
( ) ( )tHpNfHk
iv ∑−=1
,θ
( )( )tpNfHv
,=θ
ChallengesMotivation Progress
4th COSMOS workshopLeipzig (Germany) May 2014
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biocCRSCRS θθθ ±=w
b
o
CRS aa
N
Na
ρρθ ⋅
−−
= 2
1
0
( ) 10⋅⋅−= zBWE CRScCRS θθ
The assumptions…
Desilet et al. (2010)
ProgressMotivation Challenges
(1) Static hydrogen pool can be intrinsic considered in the local calibration
In case more than one time-varying H pool
4th COSMOS workshopLeipzig (Germany) May 2014
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sampling campaign θsam
snapshot in time
network θSoilNet
Installation??
biocCRSCRS θθθ ±=
samCRSc θθ = SoilNetCRSc θθ =
Can we do something more?
ProgressMotivation Challenges
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A scaling approach
2013 MaizeCosmic-Ray probe
FDR probes4 soil sampling campaigns
iiiCRSc cm +⋅= θθ
ProgressMotivation Challenges
Soil moisture in one position within the field
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( ) 10)4(
⋅⋅−= zBWE samCRS θθ
ProgressMotivation Challenges
4th COSMOS workshopLeipzig (Germany) May 2014
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Y = -0.7316x+0.1792
RMSE from 2.2% to 1.5%
ProgressMotivation Challenges
A scaling approach
iiiCRSc cm +⋅= θθ
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Experimental site (Bornim)Data from 2011 in different crop conditions
ProgressMotivation Challenges
4th COSMOS workshopLeipzig (Germany) May 2014
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Scaling approach in a longer term application
ProgressMotivation Challenges
4th COSMOS workshopLeipzig (Germany) May 2014
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Conclusions
� Application of Cosmic ray neutron sensing for soil moisture in cropped field� Challenges due to multiple time-varying hydrogen pools
� Scaling soil moisture� Practicable and reliable method to account for biomass
correction� Opportunity for upscale and downscale soil moisture � Attention: empirical approach!
� Paper in prep.
4th COSMOS workshopLeipzig (Germany) May 2014
Gabriele BaroniUFZ CHS (Leipzig, Germany)
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Acknowledgment
University of Potsdam (Germany)
C.A.Rivera Villareyes, H.Esser, I.Hahn, T.Greiner, P.Bíró
UFZ Leipzig (Germany)S.Zacharias and U.Wollschläger
ATB Bornim (Germany)R.Gebbers
Thank you for the attentionQuestions and comments