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Modeling Phosphorus to Test the
P Index in the Chesapeake Bay Region
Pete Kleinman, D. Beegle, Z. Easton, A. Collick, J.
Weld, Q. Ketterings, K. Czymmek, D. Fuka, T. Veith,
A. Shober, S. Cela, M. Reiter, A. Allen, J. McGrath, R.
Bryant, J. Liu, K. Clark, T. Buda and
M. Amin, T. Basden
Spring
Creek
Mahantango
Creek
Conewago
Creek
Allegheny
Plateau
Dressler
Run
Nanticoke River
(Bucks Branch)
Upper
Manokin
River
Factory
Brook
Valley & Ridge
Piedmont
Coastal Plain
Shenandoah
River
Chesapeake Conservation
Innovation Grant Watersheds
1. Model
proving
Monitoring
database
3. Site
assessment tool
evaluation
Project Approach
Phosphorus routines
Alternative models
Mahantango Creek, PA
Valley &
Ridge
WE38 – detailed field-scale modeling
https://i.ytimg.com/vi/wx0SJM7FeEc/mqdefault.jpg
http://www.extension.org/sites/default/files/w/4/4a/
Spreading_manure.jpg
• Pre-process SWAT to field-scale
• Every field can have a different set of
practices
• Field specific management scenarios
Hydrologic Routine Testing – Mahantango Creek
• Similar outlet discharge
hydrographs
• Better spatial distribution of
runoff with TopoSWAT
• Improved identification of
nutrient sources with TopoSWAT
Standard SWAT
WE38 outlet
TopoSWAT
Collick et al., 2014
P Routine Testing: Mahantango Creek
Collick et al., in review
6000 gal ac-1
9000 gal ac-1
NewOld NewOld
6
3
0
Total P
in runoff
kg ha-1
APPLICATION
RATE
Right Timing: 1, 5, and 10 days prior to storm
1/15 1/31 2/14
New
Old
Total P
in runoff
kg ha-1
0.1
0
0.2
6000 gal ac-1
APPLICATION
TIMING
Nanticoke River, DE and
Upper Manokin River, MD
Coastal
Plain
USGS gauge
UMES farm
Manokin River, Delmarva Peninsula
• Field-scale modeling limited by very flat
terrain
- SWAT lacks sufficient representation of subsurface P
transfers
• Solutions to modeling challenge
– Geophysical imagery
– Coarse-scale model setup - waterbalance
Flat terrain in ditched crop fields, < 1%
4.5
5.0 5.0
5.0
5.5
4.0
4.5
5.0
5.5
Ditches
Monitoring
flumes
Contours, 0.5m
Figure : The delineations of the four
ditches on the 1m LiDAR (A), 3m NED
DEM (B) and 10m NED DEM (C).
Only three drainage areas are
apparent from the 10m DEM.
A. 1m DEM B. 3m DEM
C. 10m DEM
HUC12 Manokin River –
Taylor Branch
10m DEM
3m DEM
UMES
Experimental Farm
D. Manokin Watershed
Ditch 5 Ditch 7
Ditch 6
Ditch 8
Ditch 5 Ditch 7
Ditch 6
Ditch 8
Ditch 5
Ditch 6 &
Ditch 7
Ditch 8
4
Testing the coastal plain P Index
Drainage intensity and distance to drains
Majority of P loss occurs
in subsurface flow Empirical work
Geophysical techniques to map
shallow flow paths
Factory Brook, NY
Allegheny
Plateau
Factory Brook – Limited watershed
monitoring
• TopoSWAT without calibration
• Automation of farm nutrient
management plan data
– 100 field management schedules
converted to modeling format in
10 minutes
• Upcoming: APLE model
comparison
NY P index and TopoSWAT – 1st Run
R² = 0.29
R² = 0.57
0
5
10
15
20
25
30
35
40
45
0.0 100.0 200.0 300.0 400.0 500.0 600.0
SolublePfromTopoSWAT,kgha-1
Dissolved P index
Corn and alfalfa fields
Grass fields
Very preliminary results from uncalibrated TopoSWAT run of Factory Brook
R² = 0.4785
0
0.5
1
1.5
2
2.5
3
3.5
0 50 100
SolublePoutputfrom
SWAT,kgha-1
Phosphorus applied, kg ha-1
Soluble P load in SWAT compared to dissolved P index
R² = 0.9061
0
100
200
300
400
500
600
0.0 200.0 400.0 600.0
NYDissolvedPindex
Total Source Contribution from NY P Index
Exploration
Using SWAT to assess
factors in P Index.
1st Run indicates further vetting of
results and rerunning when necessary
Spatial Comparison of P index and TopoSWAT
NY Dissolved
Pindex, 2009
NY Particulate
Pindex, 2009
McMahon_Farm_PartP
PARTPI_09
0.0 - 50.0
50.1 - 74.0
74.1 - 99.0
> 100
Low
Medium
High
Very High
Soluble P in
TopoSWAT, 2009
Particulate P in
TopoSWAT, 2009
Scenario development
Testing the P Index and SWAT
• Assess range of conditions in physiographic provinces
• Simulate management scenarios on range of representative sites
SWAT FrameworkPennsylvania P index
How representative are our watersheds?
Are there important site conditions we’re missing?
Developing reasonable scenarios
Distance to stream – what important
conditions are missing in our watersheds?
Field
management
Soils
Field
delineation
Landuse
Topography
Watershed
Soil texture
at variable
distance
from stream
.
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PLoss
(ModeledorMeasured)
Representative* Scenarios Modeled
Monitored Scenario
. Modeled Scenario
Integrating Modeling and Monitoring
Doug Beegle’s dream…
* Major Panel Activity
P Index
Physiographic region – Expert panels
Feedback (problems, needs, project review)
Image PACD, http://pacd.org/2014/11/manure-management-workshop-held-in-columbia-county/
Initial meetings held for all regional expert panels
• Introduced regional project staff
• Reviewed project objectives
• Discussed survey results
Next steps…
• Follow-up meetings to review SWAT and P Index results
• Management scenario feedback
Allegheny Plateau
New York and Pennsylvania
Ridge and Valley/Piedmont
Pennsylvania and West Virginia Coastal Plain
Delaware
Assess opinions regarding…
– Current P Index factors (importance and reliability)
– P Index modifications (boundaries and screening tool)
Evaluation and Revision of Phosphorus Indices
Questionnaire for Nutrient
Management Experts
Pete Kleinman
USDA Agricultural Research Service
University Park, PA 16802
peter.kleinman@ars.usda.gov
Thank you
Shenandoah River, VA
Piedmont
Next generation: Forecasting models
SWAT with weather forecasterWatershed stakeholder decision
support system architecture
• Forecast runoff risks (6-hrs to 3
days) across Chesapeake Bay
watershed
• Provide information for land
management decision-making to reduce
nonpoint source pollution risks
• Enabled for smart phones and other GPS-
enabled devices

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Modeling phosphorus runoff in the chesapeake bay region to test the phosphorus index

  • 1. Modeling Phosphorus to Test the P Index in the Chesapeake Bay Region Pete Kleinman, D. Beegle, Z. Easton, A. Collick, J. Weld, Q. Ketterings, K. Czymmek, D. Fuka, T. Veith, A. Shober, S. Cela, M. Reiter, A. Allen, J. McGrath, R. Bryant, J. Liu, K. Clark, T. Buda and M. Amin, T. Basden
  • 2. Spring Creek Mahantango Creek Conewago Creek Allegheny Plateau Dressler Run Nanticoke River (Bucks Branch) Upper Manokin River Factory Brook Valley & Ridge Piedmont Coastal Plain Shenandoah River Chesapeake Conservation Innovation Grant Watersheds
  • 3. 1. Model proving Monitoring database 3. Site assessment tool evaluation Project Approach Phosphorus routines Alternative models
  • 5. WE38 – detailed field-scale modeling https://i.ytimg.com/vi/wx0SJM7FeEc/mqdefault.jpg http://www.extension.org/sites/default/files/w/4/4a/ Spreading_manure.jpg • Pre-process SWAT to field-scale • Every field can have a different set of practices • Field specific management scenarios
  • 6. Hydrologic Routine Testing – Mahantango Creek • Similar outlet discharge hydrographs • Better spatial distribution of runoff with TopoSWAT • Improved identification of nutrient sources with TopoSWAT Standard SWAT WE38 outlet TopoSWAT Collick et al., 2014
  • 7. P Routine Testing: Mahantango Creek Collick et al., in review 6000 gal ac-1 9000 gal ac-1 NewOld NewOld 6 3 0 Total P in runoff kg ha-1 APPLICATION RATE Right Timing: 1, 5, and 10 days prior to storm 1/15 1/31 2/14 New Old Total P in runoff kg ha-1 0.1 0 0.2 6000 gal ac-1 APPLICATION TIMING
  • 8. Nanticoke River, DE and Upper Manokin River, MD Coastal Plain
  • 9. USGS gauge UMES farm Manokin River, Delmarva Peninsula • Field-scale modeling limited by very flat terrain - SWAT lacks sufficient representation of subsurface P transfers • Solutions to modeling challenge – Geophysical imagery – Coarse-scale model setup - waterbalance
  • 10. Flat terrain in ditched crop fields, < 1% 4.5 5.0 5.0 5.0 5.5 4.0 4.5 5.0 5.5 Ditches Monitoring flumes Contours, 0.5m
  • 11. Figure : The delineations of the four ditches on the 1m LiDAR (A), 3m NED DEM (B) and 10m NED DEM (C). Only three drainage areas are apparent from the 10m DEM. A. 1m DEM B. 3m DEM C. 10m DEM HUC12 Manokin River – Taylor Branch 10m DEM 3m DEM UMES Experimental Farm D. Manokin Watershed Ditch 5 Ditch 7 Ditch 6 Ditch 8 Ditch 5 Ditch 7 Ditch 6 Ditch 8 Ditch 5 Ditch 6 & Ditch 7 Ditch 8 4
  • 12. Testing the coastal plain P Index Drainage intensity and distance to drains Majority of P loss occurs in subsurface flow Empirical work Geophysical techniques to map shallow flow paths
  • 14. Factory Brook – Limited watershed monitoring • TopoSWAT without calibration • Automation of farm nutrient management plan data – 100 field management schedules converted to modeling format in 10 minutes • Upcoming: APLE model comparison
  • 15. NY P index and TopoSWAT – 1st Run R² = 0.29 R² = 0.57 0 5 10 15 20 25 30 35 40 45 0.0 100.0 200.0 300.0 400.0 500.0 600.0 SolublePfromTopoSWAT,kgha-1 Dissolved P index Corn and alfalfa fields Grass fields Very preliminary results from uncalibrated TopoSWAT run of Factory Brook R² = 0.4785 0 0.5 1 1.5 2 2.5 3 3.5 0 50 100 SolublePoutputfrom SWAT,kgha-1 Phosphorus applied, kg ha-1 Soluble P load in SWAT compared to dissolved P index R² = 0.9061 0 100 200 300 400 500 600 0.0 200.0 400.0 600.0 NYDissolvedPindex Total Source Contribution from NY P Index Exploration Using SWAT to assess factors in P Index. 1st Run indicates further vetting of results and rerunning when necessary
  • 16. Spatial Comparison of P index and TopoSWAT NY Dissolved Pindex, 2009 NY Particulate Pindex, 2009 McMahon_Farm_PartP PARTPI_09 0.0 - 50.0 50.1 - 74.0 74.1 - 99.0 > 100 Low Medium High Very High Soluble P in TopoSWAT, 2009 Particulate P in TopoSWAT, 2009
  • 17. Scenario development Testing the P Index and SWAT • Assess range of conditions in physiographic provinces • Simulate management scenarios on range of representative sites SWAT FrameworkPennsylvania P index
  • 18. How representative are our watersheds? Are there important site conditions we’re missing?
  • 19. Developing reasonable scenarios Distance to stream – what important conditions are missing in our watersheds? Field management Soils Field delineation Landuse Topography Watershed Soil texture at variable distance from stream
  • 20. . . . . . . .. . . . . . . . . . .. . . . . . . . . . .. . . . . . . ... . .. .. . . .. . . . . . . .. . . . . . . . . . .. . . . . . . . . . .. . . . . . . ... . .. .. . . .. . . . . . . .. . . . . . . . . . .. . . . . . . . . . .. . . . . . . ... . .. .. . . .. . . . . . . .. . . . . . . . . . .. . . . . . . . . . .. . . . . . . ... . .. .. . . .. . . . . . . .. . . . . . . . . . .. . . . . . . . . . .. . . . . . . ... . .. .. . . .. . . . . . . .. . . . . . . . . . .. . . . . . . . . . .. . . . . . . ... . .. .. . . ... . . . . . .. . . . . . . . . . .. . . . . . . . . . .. . . . . . . ... . .. .. . . .. . . . . . . .. . . . . . . . . . .. . . . . . . . . . .. . . . . . . ... . .. .. . . .. PLoss (ModeledorMeasured) Representative* Scenarios Modeled Monitored Scenario . Modeled Scenario Integrating Modeling and Monitoring Doug Beegle’s dream… * Major Panel Activity P Index
  • 21. Physiographic region – Expert panels Feedback (problems, needs, project review) Image PACD, http://pacd.org/2014/11/manure-management-workshop-held-in-columbia-county/ Initial meetings held for all regional expert panels • Introduced regional project staff • Reviewed project objectives • Discussed survey results Next steps… • Follow-up meetings to review SWAT and P Index results • Management scenario feedback
  • 22. Allegheny Plateau New York and Pennsylvania Ridge and Valley/Piedmont Pennsylvania and West Virginia Coastal Plain Delaware Assess opinions regarding… – Current P Index factors (importance and reliability) – P Index modifications (boundaries and screening tool) Evaluation and Revision of Phosphorus Indices Questionnaire for Nutrient Management Experts
  • 23. Pete Kleinman USDA Agricultural Research Service University Park, PA 16802 peter.kleinman@ars.usda.gov Thank you
  • 25. Next generation: Forecasting models SWAT with weather forecasterWatershed stakeholder decision support system architecture • Forecast runoff risks (6-hrs to 3 days) across Chesapeake Bay watershed • Provide information for land management decision-making to reduce nonpoint source pollution risks • Enabled for smart phones and other GPS- enabled devices