Field Calibration of Plant Disease Models Using Smartphones Joe Russo Midwest Weather Working Group...
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Transcript of Field Calibration of Plant Disease Models Using Smartphones Joe Russo Midwest Weather Working Group...
Field Calibration of Plant Disease Models Field Calibration of Plant Disease Models Using SmartphonesUsing Smartphones
Joe Russo
Midwest Weather Working Group3rd Annual Meeting
Charlotte, North CarolinaAugust 6, 2010
EnvironmentPathogen
Host
Disease
Disease Triangle
Copyright © 2010 ZedX Inc.
Linking 924 m Weather Data to Field-Scale Decisions
1 - 100 sec 100 – 10000 sec 10 – 100 hours 100 – 1000 hours
Eddy
Thunder-storm
Tornado
Water Spout
Dust Devil
Squall Line
Land/Sea Breeze
Chinook Wind
Tropical Storm
Hurricane
Cyclone
Front
Life Span
924 m Weather Model
Feedback of Local Data for Crop and Pest Development
Copyright © 2010 ZedX Inc.
100 m (Precision Ag)
Local Models and/or Interpretation
Downscale, Models and/or Integration of Surface Features
Copyright © 2010 ZedX Inc.
Linking 924 m Weather Data to Field-Scale Decisions
Biglerville, PA Experimental Site
Copyright © 2010 ZedX Inc.
Biglerville, PA Orchard Plot and 10m Elevation Grid
Higher elevation Lower elevation 10 m elevation
Copyright © 2010 ZedX Inc.
Biglerville, PA Experimental Site
Credit: Jim Travis, Noemi Halbrendt, Penn State Fruit Research & Extension Station, Biglerville, PA
2009 Scab Incidence on Shoot Leaves, Red DeliciousUniversity Drive Orchard, PSU-FREC, Biglerville, PA
Credit: Jim Travis, Noemi Halbrendt, Penn State Fruit Research & Extension Station, Biglerville, PA
PA-PIPE 5 km Apple Scab Model Simulation
Biglerville, PA
May 5, 2009
Source: pa-pipe.zedxinc.com
2009 Scab Incidence on Shoot Leaves, Red DeliciousUniversity Drive Orchard, PSU-FREC, Biglerville, PA
PA-PIPE 5 km Model
Credit: Jim Travis, Noemi Halbrendt, Penn State Fruit Research & Extension Station, Biglerville, PA
App
le S
cab
Infe
ctio
n (%
)
0
100
App
le G
row
th S
tage
(%
)
100
(0.05) Green Tip
(1.0) Bloom
(0.05) Fruit Set
Scab Susceptibility
Apple Cultivars
Comparison of Apple Tree Growth and Scab Infection
Copyright © 2010 ZedX Inc.
Apple Scab Relative Risk of Infection Work Sheet
Step 1. Preseason. Grower bounds fields & provides soil, hybrid, pest history.
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Copyright © 2010 ZedX Inc.
Steps for Linking Weather Data to Field-Scale Decisions
Step 2. In-season. Model predicts crop stage and disease infection at an approximate 1 km resolution.
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2
Copyright © 2010 ZedX Inc.
Steps for Linking Weather Data to Field-Scale Decisions
Step 3. In-season. Scout records field-level crop stage and disease development.
Copyright © 2010 ZedX Inc.
Steps for Linking Weather Data to Field-Scale Decisions
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Step 4. In-season. Smartphone transmits crop & pest data via the Internet.
Copyright © 2010 ZedX Inc.
Steps for Linking Weather Data to Field-Scale Decisions
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Data
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Step 5. In-season. Model uses crop & disease observations to calibrate model output to field scale.
Copyright © 2010 ZedX Inc.
Steps for Linking Weather Data to Field-Scale Decisions
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Data
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Step 6. In-season. Interface allows expert consultant to view crop and pest data geospatially & track application decisions versus disease infection predictions.
Copyright © 2010 ZedX Inc.
Steps for Linking Weather Data to Field-Scale Decisions
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2
Data
4
3
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Step 7. Post-season. Expert consultant analyzes practices versus predictions on a field-by-field basis to improve management decision making.
Copyright © 2010 ZedX Inc.
Steps for Linking Weather Data to Field-Scale Decisions
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2
Data
4
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Apple Scab Relative Risk of Infection Work Sheet
Field Calibration of Pest Disease Models Via Smartphones
Online Program Copyright © 2010 ZedX Inc.
1. Setup 2. Historical Obs. 3. Risk Assessment
Credit: iPhone Simulator by Testiphone.com (http://www.testiphone.com/) Copyright © 2007-2010 Web design
Thank You!Thank You!Questions?Questions?