SlideShare a Scribd company logo
1 of 59
Download to read offline
Ben Rosser and Ian McDonald
OMAFRA Field Crop Unit
University of Guelph
Guelph, On.
1. Why are you here?
A. I am heavy into PAg and ready to take
the next step.
B. I am interested in PAg and ready to go!
C. I am interested in PAg but still โ€œsitting
on the fenceโ€!
D. Just getting a first look at what it is.
E. Bored and no where else to go!
Basics of Precision Ag
Precision Ag Defined!
๏‚— The definition is elusive!
๏‚— PAg can be anything in ag that uses
technology and data, ie milking robots,
precision feeding via data feedback, etc
Traditional Cropping
๏‚—Farming by the average!
๏‚— Every acre gets the same input levels
What is Precision Ag in a Cropping
Context?
๏‚— Precision agriculture is the ability to manage
by the square meter instead of the square
mi/km using gps positioning and guidance
๏‚— In some ways its going back to Granpaโ€™s day
when he knew every nuance of his 100 acres.
๏‚— Today, PAg uses data and technology to
supply that knowledge on much larger
landscapes and at high resolutions
Think of PAg as Overlapping Layers of
Knowledge from which to make the
best decisions.
Corn 1995 Corn 1998 Corn 2001
Soybean 1996
Winter Wheat 2000
Soybean 1999 Soybean 2002
Annual Normalized Yield Maps
The Goal of Precision Ag!
๏‚— Exploit variation in the field
๏‚— Temporal (time)
๏‚— Within and between seasons
(yield varies)
๏‚— Spatial (space)
๏‚— Elevation, distance, slope
Shape, etc
Common PAg Technologies
๏‚— GPS Guidance (autosteer, lightbars, gps
tagged soil sampling)
๏‚— Yield Monitors (GPS enabled)
๏‚— Row and boom automated shut off
๏‚— Variable rate lime, fertilizer, pesticide
application
๏‚— Variable rate seeding
๏‚— On-the-go cultivar changes
๏‚— Variable tillage
Common PAg Technologies are:
The Outcomes of Precision Ag!
๏‚— Optimized productivity
๏‚— Reduce environmental footprint
๏‚— Better Record Keeping
๏‚— Enhanced decision making
๏‚— Improve traceability
๏‚— Enhance marketing of farm products
๏‚— Improve lease arrangements and relationship with
landlords
๏‚— Enhance the inherent quality of farm products (e.g.
protein level in bread-flour wheat)
2. How are you making decisions today?
A. Yield goal
B. Know my fields inside out
C. Advisors advice
D. Data layer available
E. Donโ€™t think about it, just do it!
3. Why do you want to implement
Precision Ag?
A. Save money
B. Better record keeping
C. Optimize production
D. Reduce environmental footprint
E. All of the above, or at least 3 of them
Blanket Treatment SS-VRA SS-VRA SS-VRA SS-VRA SS-VRA
Input
Yield
Possible Outcomes of Site Specific
Management (SSM)
Adapted from R. Khosla, Colorado State University
Blanket Treatment SS-VRA SS-VRA SS-VRA SS-VRA SS-VRA
Input
Yield
Possible Outcomes of Site Specific
Management (SSM)
Adapted from R. Khosla, Colorado State University
Blanket Treatment SS-VRA SS-VRA SS-VRA SS-VRA SS-VRA
Input
Yield
Possible Outcomes of Site Specific
Management (SSM)
Adapted from R. Khosla, Colorado State University
A
B
B
Getting Into
Precision Ag
Precision Ag: Where Should You
Start?
4. Precision Ag: Whatโ€™s First?
A. Drainage
B. Compaction
C. Good planter
D. Crop Rotation
E. All of the above and more
Precision Ag: Whatโ€™s First?
๏‚— Get the basic whole field agronomic โ€œstuffโ€
addressed before investing in PAg!
๏‚— PAg is the an additional โ€œtoolโ€, not the
โ€œsolutionโ€!
5. What is your first target?
A. Commercial fertilizer/lime mgmt
B. Variable Seeding Rate
C. On-the-go cultivar changes
D. Variable rate manure application
E. Still trying to decide
What are the Expected Trends in
PAg?
http://agribusiness.purdue.edu/files/resources/20
15-crop-life-purdue-precision-dealer-survey.pdf
What are the Constraints to
Increased Participation in PAg?
Whatโ€™s the cost of getting into
PAg?
๏‚— Equipment โ€“ hard to determine, much of new
equipment comes with PAg stuff included
(combine, planters, tractors with PAg ready
monitors, etc)
๏‚— RTK Guidance ~ $18,000
๏‚— Boom Shuts offs ~ $3,000 to 7,000
๏‚— Rate Controllers ~ $3,000
๏‚— Flow Meters ~ $5,000+
๏‚— VR Fertilizer Capability ~ $5,000
6. Are you using guidance on your farm?
A. RTK autosteer
B. WAAS corrected autosteer
C. Lightbar
D. No guidance
Whatโ€™s the cost of getting into
PAg?
๏‚— Services
๏‚— Grid/Directed Sampling ~ $6-8/ac maps, $1
chemistry)
๏‚— SIS Complete ~ $50/ac (1x)
๏‚— UAV Imagery~ $5-6/ac maps
๏‚— EC Type Sensing~$20/ac 1x(?) maps
๏‚— Soil Optix ~ $20/ac 1x(?) shape and pdf of 17 maps
๏‚— Digital Soil Mapping ~ $35/ac 1x shape file and
descriptions
๏‚— Consulting Services ~ $3-5/ac/yr
๏‚— Data Management ~ $5-10/ac/yr
Whatโ€™s the cost of getting into
PAg?
๏‚— Services
๏‚— Data Management, Reporting
๏‚— Software
๏‚— FarmWorks - $1000+400/yr
๏‚— (http://www.farmworks.com/)
๏‚— SMS ~ $1000+250/yr
๏‚— (http://www.agleader.com/products/sms-software/)
๏‚— SST (http://www.sstsoftware.com/)
๏‚— Excel (https://products.office.com/en-us/excel)
Whatโ€™s the cost of getting into
PAg?
๏‚— Services
๏‚— Data Management, Reporting
๏‚— John Deere (Ag Mgmt Solutions (AMS))
๏‚— CNH (Advanced Farming Systems (AAFS))
๏‚— AGCO (Fuse Technologies)
๏‚— Monsanto (Field Scripts ???)
๏‚— Dupont Pioneer (Encirca)
๏‚— Black box solutions???
7. What PAg Services do you have
Available?
๏‚— GPS Enabled Grid/Directed Sampling
A. In house
B. Consultant or retailer
C. Not Available
8. What PAg Services do you have
Available?
๏‚— GPS Enabled Elevation Data Collection
A. Owned RTK Guidance
B. Consultant or retailer
C. Not Available
9. What PAg Services do you have
Available?
๏‚— GPS Enabled Yield Monitor Equipped
Combine
A. Owned Combine
B. Custom Combine willingly gives data
C. Custom Combine reluctantly gives data
D. Not Available
10. What PAg Services do you have
Available?
๏‚—Variable Rate Fertilizer Application
Equipment
A. Owned Equipment
B. Custom Equipment
C. Not Available
11. What PAg Services do you have
Available?
๏‚—Variable Seeding Rate Planting
Equipment
A. Owned
B. Custom Available
C. Not Available
12. What PAg Services do you have
Available?
๏‚—Multiple Cultivar Planting Equipment
A. Owned
B. Custom Available
C. Not Available
13. What PAg Services do you have
Available?
๏‚—Data Mgmt, Map Creation, Prescription
Services
A. In-House
B. Retailer or Consultant
C. Not Available
The Basic Steps of
PAg and
Management Zones
Components of PAg Management Zone
Mapping
Hydrologic Slope
Value
High : 1.0 peak or ridge, dry
Low : 0.0 stream channel or pit (wet)
Yield Elevation
Soil
Sept 4, 2013Soybeans
Remote Sensing
PAg Step 1: Collect Data (The key to our
future success)
Few years of yield data
+
Elevation data off guidance system
or a PDSM from a UAV flight
+
Soil sampling
Yield
Making Yield Maps
Yield Data Table: X, Y, Zโ€ฆ..
Data โ†’ Points โ†’ Swath Map
Grid (Raster) โ†’ Polygons (Vector)
Corn 1995 Corn 1998 Corn 2001
Soybean 1996
Winter Wheat 1997 Winter Wheat 2000 Winter Wheat 2003
Corn
Winter Wheat
SoybeanSoybean 1999 Soybean 2002
Yield Index โ€“ All CropsAnnual Normalized Yield
Maps
Crop Yield Index Maps
Elevation
Elevation
๏‚— RTK (gathers x,y,z(elevation) coordinates)
๏‚— Swath Width
๏‚— Narrower with more topography
Figure 7: (a) diagram indicating convex v.s. concave curvature
positions connected to (b) field segmented into convex areas (blue)
and concave areas (red) derived from the profile and planform
curvatures.
Convex
Concave
7(a)
7b)
Elevation Mapping from RTK
Guidance Swaths
Profile curvature affects the acceleration
and deceleration of the flow of water
down the slope and therefore influences
the erosion and deposition of soil and
water.
Look at these edges
to determine shape A
is convex. B is
concave, c is planar or
straight
Across Slope (Planform): A is diverging, B is converging,
and C is planar or straight
Figure 6a) curvature examples for: concave v.s convex v.s. planar (flat & straight down) and
8b) slope as: diverging v.s. converging v.s planar (straight) โ€“ all of which affect the way
water and soil due to tillage practices have moved across the field over time.
Look at these edges to
determine shape
Downslope (Profile): A is convex, B is
concave, and C is planar or straight
Planform curvature relates to the
convergence (accumulation) or
divergence (loss) of flow across a
surface.
6a)
6b)
Types of Field Elevation
Soils
๏‚— Soil texture and properties (1x)
๏‚— Soil chemistry (~ 3yrs)
Technology = Accuracy
& Efficiency
Topography, soil and where to
sample?
Predicted Soil Properties
pH
Digital Soil Map Creation Inputs
Soybean September 2013 Relative Hydrological Slope Position
Terrain Classification Index Inspection Points
Predicted Digital Soil Type Map
PAg Step 2: Integrate Data to make
management zones
Yield + Elevation + Soil Sampling
Integrated Analysis
Management Zones
Evolutionary
Buildโ€ฆ
Soil Type and Yield Index
Combined = Management
Zones
MZโ€™s from Soil Type & Yield Index
Summary of 2015 Soil Test Results
%OM CEC P K Mg pH K:Mg
Avg 3.4 12.6 37 184 268 7.4 .7
Std .5 1.5 12.2 56 64 .3 .2
%CV 15 12 33 30 24 3.5 29
min 1.9 9.1 15 79 123 6.5 .3
max 4.6 17.6 70 352 393 7.9 1.2
Simplify the # zones means loss of opportunity โ€“ recognize that you must wrestle
with what the equipment can do realistically
Each zone
defined
by multiple
attributes or
factors:
- CEC
- Yield
- pH
4 Zones 7 Zones
MZ Maps Resolution Level
PAg Step 3: Grower
Knowledge
Management Zone Map
Review with your agronomist
Crop Input Recommendations
Prescription Map for Product Application
Revisions
Automated Learning
Plots
Validation of Mgmt Zones and
Prescriptions
14. Did the past 50 minutes:
Ian McDonald
Field Crop Unit,
Ag Development Branch
OMAFRA
Rm 407 Crop Sci.
University of Guelph
GUELPH, ON., N1G 2W1
519.824.4120 x56707
Ian.mcdonald@ontario.ca
http://bit.ly/iansdropbox
www.fieldcropnews.com
Ben Rosser
Field Crop Unit,
Ag Development Branch
OMAFRA
Rm 215 Crop Sci.
University of Guelph
GUELPH, ON., N1G 2W1
519.824.4120 x54865
Ben.rosser@ontario.ca
www.fieldcropnews.com
A. Help
B. Hinder
C. Confuse
D. Numb
E. All of
the above

More Related Content

Similar to Precision ag back to basics

18. Precision to Digital Agriculture - John Fulton
18. Precision to Digital Agriculture  - John Fulton18. Precision to Digital Agriculture  - John Fulton
18. Precision to Digital Agriculture - John FultonEasternOntarioCropConference
ย 
Landscape Capacity Analysis For Ventura County
Landscape Capacity Analysis For Ventura CountyLandscape Capacity Analysis For Ventura County
Landscape Capacity Analysis For Ventura CountyEcotrust
ย 
A Guide to Using Precision Viticulture Case Studies from the Grampians and Ya...
A Guide to Using Precision Viticulture Case Studies from the Grampians and Ya...A Guide to Using Precision Viticulture Case Studies from the Grampians and Ya...
A Guide to Using Precision Viticulture Case Studies from the Grampians and Ya...Amanda Woods
ย 
Accurate Vineyard Mapping for Mgmt & Marketing
Accurate Vineyard Mapping for Mgmt & MarketingAccurate Vineyard Mapping for Mgmt & Marketing
Accurate Vineyard Mapping for Mgmt & MarketingWalterMoody
ย 
Drones in Agriculture | EquiAgra
Drones in Agriculture | EquiAgra Drones in Agriculture | EquiAgra
Drones in Agriculture | EquiAgra EquinoxsdronesSEO
ย 
17. Precision Farming Realities - Nicole Rabe & Ben Rosser
17. Precision Farming Realities - Nicole Rabe & Ben Rosser17. Precision Farming Realities - Nicole Rabe & Ben Rosser
17. Precision Farming Realities - Nicole Rabe & Ben RosserEasternOntarioCropConference
ย 
Precision farming/Agriculture.pptx
Precision farming/Agriculture.pptxPrecision farming/Agriculture.pptx
Precision farming/Agriculture.pptxSomeshDhongade1
ย 
Geographic Information Systems for Food Security and Land Management in Afric...
Geographic Information Systems for Food Security and Land Management in Afric...Geographic Information Systems for Food Security and Land Management in Afric...
Geographic Information Systems for Food Security and Land Management in Afric...Commonwealth Telecommunications Organisation
ย 
Precision agriculture in relation to nutrient management by Dr. Tarik Mitran
Precision agriculture in relation to nutrient management by Dr. Tarik MitranPrecision agriculture in relation to nutrient management by Dr. Tarik Mitran
Precision agriculture in relation to nutrient management by Dr. Tarik MitranDr. Tarik Mitran
ย 
Zhe Guo - Africa Agriculture Watch (AAgWa) Launch Event.pdf
Zhe Guo - Africa Agriculture Watch (AAgWa) Launch Event.pdfZhe Guo - Africa Agriculture Watch (AAgWa) Launch Event.pdf
Zhe Guo - Africa Agriculture Watch (AAgWa) Launch Event.pdfAKADEMIYA2063
ย 
Crop Quest, Inc. Precision Ag Services
Crop Quest, Inc. Precision Ag ServicesCrop Quest, Inc. Precision Ag Services
Crop Quest, Inc. Precision Ag ServicesCrop Quest, Inc.
ย 
Commercial & research landscape for smart irrigation systems
Commercial & research landscape for smart irrigation systemsCommercial & research landscape for smart irrigation systems
Commercial & research landscape for smart irrigation systemsMuhammad Yaseen Aftab
ย 
IFPRI Low Emissions Development Strategies (LEDS) Colombia
IFPRI Low Emissions Development Strategies (LEDS) ColombiaIFPRI Low Emissions Development Strategies (LEDS) Colombia
IFPRI Low Emissions Development Strategies (LEDS) ColombiaIFPRI-EPTD
ย 
Geographical Information systems in Precision Agriculture
Geographical Information systems in Precision Agriculture Geographical Information systems in Precision Agriculture
Geographical Information systems in Precision Agriculture Chanuk Liyanage
ย 
Precision Farming and Good Agricultural Practices (1).pptx
Precision Farming and Good Agricultural Practices (1).pptxPrecision Farming and Good Agricultural Practices (1).pptx
Precision Farming and Good Agricultural Practices (1).pptxNaveen Prasath
ย 
AGRICULTURE INFORMATION SYSTEM USING REMOTE SENSING, GEOGRAPHICAL ANALYSIS ...
AGRICULTURE INFORMATION SYSTEM USING  REMOTE SENSING, GEOGRAPHICAL  ANALYSIS ...AGRICULTURE INFORMATION SYSTEM USING  REMOTE SENSING, GEOGRAPHICAL  ANALYSIS ...
AGRICULTURE INFORMATION SYSTEM USING REMOTE SENSING, GEOGRAPHICAL ANALYSIS ...Alok Singh
ย 

Similar to Precision ag back to basics (20)

18. Precision to Digital Agriculture - John Fulton
18. Precision to Digital Agriculture  - John Fulton18. Precision to Digital Agriculture  - John Fulton
18. Precision to Digital Agriculture - John Fulton
ย 
Landscape Capacity Analysis For Ventura County
Landscape Capacity Analysis For Ventura CountyLandscape Capacity Analysis For Ventura County
Landscape Capacity Analysis For Ventura County
ย 
Precision agriculture Panel
Precision agriculture PanelPrecision agriculture Panel
Precision agriculture Panel
ย 
A Guide to Using Precision Viticulture Case Studies from the Grampians and Ya...
A Guide to Using Precision Viticulture Case Studies from the Grampians and Ya...A Guide to Using Precision Viticulture Case Studies from the Grampians and Ya...
A Guide to Using Precision Viticulture Case Studies from the Grampians and Ya...
ย 
Accurate Vineyard Mapping for Mgmt & Marketing
Accurate Vineyard Mapping for Mgmt & MarketingAccurate Vineyard Mapping for Mgmt & Marketing
Accurate Vineyard Mapping for Mgmt & Marketing
ย 
Drones in Agriculture | EquiAgra
Drones in Agriculture | EquiAgra Drones in Agriculture | EquiAgra
Drones in Agriculture | EquiAgra
ย 
17. Precision Farming Realities - Nicole Rabe & Ben Rosser
17. Precision Farming Realities - Nicole Rabe & Ben Rosser17. Precision Farming Realities - Nicole Rabe & Ben Rosser
17. Precision Farming Realities - Nicole Rabe & Ben Rosser
ย 
Precision farming/Agriculture.pptx
Precision farming/Agriculture.pptxPrecision farming/Agriculture.pptx
Precision farming/Agriculture.pptx
ย 
Precision agriculture
Precision agriculturePrecision agriculture
Precision agriculture
ย 
Geographic Information Systems for Food Security and Land Management in Afric...
Geographic Information Systems for Food Security and Land Management in Afric...Geographic Information Systems for Food Security and Land Management in Afric...
Geographic Information Systems for Food Security and Land Management in Afric...
ย 
Precision agriculture in relation to nutrient management by Dr. Tarik Mitran
Precision agriculture in relation to nutrient management by Dr. Tarik MitranPrecision agriculture in relation to nutrient management by Dr. Tarik Mitran
Precision agriculture in relation to nutrient management by Dr. Tarik Mitran
ย 
Zhe Guo - Africa Agriculture Watch (AAgWa) Launch Event.pdf
Zhe Guo - Africa Agriculture Watch (AAgWa) Launch Event.pdfZhe Guo - Africa Agriculture Watch (AAgWa) Launch Event.pdf
Zhe Guo - Africa Agriculture Watch (AAgWa) Launch Event.pdf
ย 
Crop Quest, Inc. Precision Ag Services
Crop Quest, Inc. Precision Ag ServicesCrop Quest, Inc. Precision Ag Services
Crop Quest, Inc. Precision Ag Services
ย 
Commercial & research landscape for smart irrigation systems
Commercial & research landscape for smart irrigation systemsCommercial & research landscape for smart irrigation systems
Commercial & research landscape for smart irrigation systems
ย 
IFPRI Low Emissions Development Strategies (LEDS) Colombia
IFPRI Low Emissions Development Strategies (LEDS) ColombiaIFPRI Low Emissions Development Strategies (LEDS) Colombia
IFPRI Low Emissions Development Strategies (LEDS) Colombia
ย 
Info s4 summary
Info s4 summaryInfo s4 summary
Info s4 summary
ย 
Geographical Information systems in Precision Agriculture
Geographical Information systems in Precision Agriculture Geographical Information systems in Precision Agriculture
Geographical Information systems in Precision Agriculture
ย 
IFPRI-Leveraging CropSnap in yield estimation-Mallikarjun
IFPRI-Leveraging CropSnap in yield estimation-MallikarjunIFPRI-Leveraging CropSnap in yield estimation-Mallikarjun
IFPRI-Leveraging CropSnap in yield estimation-Mallikarjun
ย 
Precision Farming and Good Agricultural Practices (1).pptx
Precision Farming and Good Agricultural Practices (1).pptxPrecision Farming and Good Agricultural Practices (1).pptx
Precision Farming and Good Agricultural Practices (1).pptx
ย 
AGRICULTURE INFORMATION SYSTEM USING REMOTE SENSING, GEOGRAPHICAL ANALYSIS ...
AGRICULTURE INFORMATION SYSTEM USING  REMOTE SENSING, GEOGRAPHICAL  ANALYSIS ...AGRICULTURE INFORMATION SYSTEM USING  REMOTE SENSING, GEOGRAPHICAL  ANALYSIS ...
AGRICULTURE INFORMATION SYSTEM USING REMOTE SENSING, GEOGRAPHICAL ANALYSIS ...
ย 

More from EasternOntarioCropConference

2. Grains and Oilseeds Market Outlook 2020
2. Grains and Oilseeds Market Outlook 20202. Grains and Oilseeds Market Outlook 2020
2. Grains and Oilseeds Market Outlook 2020EasternOntarioCropConference
ย 
14. Understanding drainage Doโ€™s and Donโ€™ts
14. Understanding drainage Doโ€™s and Donโ€™ts14. Understanding drainage Doโ€™s and Donโ€™ts
14. Understanding drainage Doโ€™s and Donโ€™tsEasternOntarioCropConference
ย 
5. Top Soybeans Management for Top Yields
5. Top Soybeans Management for Top Yields5. Top Soybeans Management for Top Yields
5. Top Soybeans Management for Top YieldsEasternOntarioCropConference
ย 
18. *Satellite, Yields and Management - Alex Whitley
18. *Satellite, Yields and Management - Alex Whitley18. *Satellite, Yields and Management - Alex Whitley
18. *Satellite, Yields and Management - Alex WhitleyEasternOntarioCropConference
ย 

More from EasternOntarioCropConference (20)

19. Profitability Mapping
19. Profitability Mapping19. Profitability Mapping
19. Profitability Mapping
ย 
7. Forage Winterkill Woes
7. Forage Winterkill Woes7. Forage Winterkill Woes
7. Forage Winterkill Woes
ย 
22. Profitable Cover Crops
22. Profitable Cover Crops22. Profitable Cover Crops
22. Profitable Cover Crops
ย 
6. Opportunities for Dry Beans
6. Opportunities for Dry Beans6. Opportunities for Dry Beans
6. Opportunities for Dry Beans
ย 
12. Nitrogen Know-how
12. Nitrogen Know-how12. Nitrogen Know-how
12. Nitrogen Know-how
ย 
2. Grains and Oilseeds Market Outlook 2020
2. Grains and Oilseeds Market Outlook 20202. Grains and Oilseeds Market Outlook 2020
2. Grains and Oilseeds Market Outlook 2020
ย 
3. Conquering Compaction
3. Conquering Compaction3. Conquering Compaction
3. Conquering Compaction
ย 
16. Practical Precision Ag
16. Practical Precision Ag16. Practical Precision Ag
16. Practical Precision Ag
ย 
13. Rotation Rules!
13. Rotation Rules!13. Rotation Rules!
13. Rotation Rules!
ย 
21. Cover Crop Innovations
21. Cover Crop Innovations21. Cover Crop Innovations
21. Cover Crop Innovations
ย 
21. Cover Crop Innovations
21. Cover Crop Innovations21. Cover Crop Innovations
21. Cover Crop Innovations
ย 
15. Control traffic farming 101
15. Control traffic farming 10115. Control traffic farming 101
15. Control traffic farming 101
ย 
20. Value of Digital Ag?
20. Value of Digital Ag?20. Value of Digital Ag?
20. Value of Digital Ag?
ย 
14. Understanding drainage Doโ€™s and Donโ€™ts
14. Understanding drainage Doโ€™s and Donโ€™ts14. Understanding drainage Doโ€™s and Donโ€™ts
14. Understanding drainage Doโ€™s and Donโ€™ts
ย 
1. 2020 Commodity Outlook
1. 2020 Commodity Outlook1. 2020 Commodity Outlook
1. 2020 Commodity Outlook
ย 
5. Top Soybeans Management for Top Yields
5. Top Soybeans Management for Top Yields5. Top Soybeans Management for Top Yields
5. Top Soybeans Management for Top Yields
ย 
17. Carbon Farming
17. Carbon Farming17. Carbon Farming
17. Carbon Farming
ย 
15. Controlled Traffic Tips
15. Controlled Traffic Tips15. Controlled Traffic Tips
15. Controlled Traffic Tips
ย 
18. *Satellite, Yields and Management - Alex Whitley
18. *Satellite, Yields and Management - Alex Whitley18. *Satellite, Yields and Management - Alex Whitley
18. *Satellite, Yields and Management - Alex Whitley
ย 
6. S, Ca and Mg Requirements in Ontario
6. S, Ca and Mg Requirements in Ontario6. S, Ca and Mg Requirements in Ontario
6. S, Ca and Mg Requirements in Ontario
ย 

Recently uploaded

(ISHITA) Call Girls Service Malegaon Call Now 8250077686 Malegaon Escorts 24x7
(ISHITA) Call Girls Service Malegaon Call Now 8250077686 Malegaon Escorts 24x7(ISHITA) Call Girls Service Malegaon Call Now 8250077686 Malegaon Escorts 24x7
(ISHITA) Call Girls Service Malegaon Call Now 8250077686 Malegaon Escorts 24x7Call Girls in Nagpur High Profile Call Girls
ย 
VIP Model Call Girls Wadgaon Sheri ( Pune ) Call ON 8005736733 Starting From ...
VIP Model Call Girls Wadgaon Sheri ( Pune ) Call ON 8005736733 Starting From ...VIP Model Call Girls Wadgaon Sheri ( Pune ) Call ON 8005736733 Starting From ...
VIP Model Call Girls Wadgaon Sheri ( Pune ) Call ON 8005736733 Starting From ...SUHANI PANDEY
ย 
Call On 6297143586 Pune Airport Call Girls In All Pune 24/7 Provide Call Wit...
Call On 6297143586  Pune Airport Call Girls In All Pune 24/7 Provide Call Wit...Call On 6297143586  Pune Airport Call Girls In All Pune 24/7 Provide Call Wit...
Call On 6297143586 Pune Airport Call Girls In All Pune 24/7 Provide Call Wit...tanu pandey
ย 
Independent Call Girls Pune | โ‚น,9500 Pay Cash 8005736733 Free Home Delivery E...
Independent Call Girls Pune | โ‚น,9500 Pay Cash 8005736733 Free Home Delivery E...Independent Call Girls Pune | โ‚น,9500 Pay Cash 8005736733 Free Home Delivery E...
Independent Call Girls Pune | โ‚น,9500 Pay Cash 8005736733 Free Home Delivery E...SUHANI PANDEY
ย 
Karve Nagar ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready ...
Karve Nagar ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready ...Karve Nagar ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready ...
Karve Nagar ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready ...tanu pandey
ย 
Call Girls Junnar Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Junnar Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Junnar Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Junnar Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
ย 
VVIP Pune Call Girls Narayangaon WhatSapp Number 8005736733 With Elite Staff ...
VVIP Pune Call Girls Narayangaon WhatSapp Number 8005736733 With Elite Staff ...VVIP Pune Call Girls Narayangaon WhatSapp Number 8005736733 With Elite Staff ...
VVIP Pune Call Girls Narayangaon WhatSapp Number 8005736733 With Elite Staff ...SUHANI PANDEY
ย 
VIP Model Call Girls Wakad ( Pune ) Call ON 8005736733 Starting From 5K to 25...
VIP Model Call Girls Wakad ( Pune ) Call ON 8005736733 Starting From 5K to 25...VIP Model Call Girls Wakad ( Pune ) Call ON 8005736733 Starting From 5K to 25...
VIP Model Call Girls Wakad ( Pune ) Call ON 8005736733 Starting From 5K to 25...SUHANI PANDEY
ย 
Call Girls Uruli Kanchan Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Uruli Kanchan Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Uruli Kanchan Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Uruli Kanchan Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
ย 
Booking open Available Pune Call Girls Sanaswadi 6297143586 Call Hot Indian ...
Booking open Available Pune Call Girls Sanaswadi  6297143586 Call Hot Indian ...Booking open Available Pune Call Girls Sanaswadi  6297143586 Call Hot Indian ...
Booking open Available Pune Call Girls Sanaswadi 6297143586 Call Hot Indian ...Call Girls in Nagpur High Profile
ย 
(ISHITA) Call Girls Service Navi Mumbai Call Now 8250077686 Navi Mumbai Escor...
(ISHITA) Call Girls Service Navi Mumbai Call Now 8250077686 Navi Mumbai Escor...(ISHITA) Call Girls Service Navi Mumbai Call Now 8250077686 Navi Mumbai Escor...
(ISHITA) Call Girls Service Navi Mumbai Call Now 8250077686 Navi Mumbai Escor...Call Girls in Nagpur High Profile Call Girls
ย 
โžฅ๐Ÿ” 7737669865 ๐Ÿ”โ–ป manali Call-girls in Women Seeking Men ๐Ÿ”manali๐Ÿ” Escorts S...
โžฅ๐Ÿ” 7737669865 ๐Ÿ”โ–ป manali Call-girls in Women Seeking Men  ๐Ÿ”manali๐Ÿ”   Escorts S...โžฅ๐Ÿ” 7737669865 ๐Ÿ”โ–ป manali Call-girls in Women Seeking Men  ๐Ÿ”manali๐Ÿ”   Escorts S...
โžฅ๐Ÿ” 7737669865 ๐Ÿ”โ–ป manali Call-girls in Women Seeking Men ๐Ÿ”manali๐Ÿ” Escorts S...nirzagarg
ย 
VIP Model Call Girls Shivane ( Pune ) Call ON 8005736733 Starting From 5K to ...
VIP Model Call Girls Shivane ( Pune ) Call ON 8005736733 Starting From 5K to ...VIP Model Call Girls Shivane ( Pune ) Call ON 8005736733 Starting From 5K to ...
VIP Model Call Girls Shivane ( Pune ) Call ON 8005736733 Starting From 5K to ...SUHANI PANDEY
ย 
Viman Nagar $ Call Girl in Pune | Starting โ‚น,5K To @25k with A/C 8005736733 E...
Viman Nagar $ Call Girl in Pune | Starting โ‚น,5K To @25k with A/C 8005736733 E...Viman Nagar $ Call Girl in Pune | Starting โ‚น,5K To @25k with A/C 8005736733 E...
Viman Nagar $ Call Girl in Pune | Starting โ‚น,5K To @25k with A/C 8005736733 E...SUHANI PANDEY
ย 
Pushkar call girls ๐Ÿ“ž 8617370543At Low Cost Cash Payment Booking
Pushkar call girls ๐Ÿ“ž 8617370543At Low Cost Cash Payment BookingPushkar call girls ๐Ÿ“ž 8617370543At Low Cost Cash Payment Booking
Pushkar call girls ๐Ÿ“ž 8617370543At Low Cost Cash Payment BookingNitya salvi
ย 
VIP Model Call Girls Ranjangaon ( Pune ) Call ON 8005736733 Starting From 5K ...
VIP Model Call Girls Ranjangaon ( Pune ) Call ON 8005736733 Starting From 5K ...VIP Model Call Girls Ranjangaon ( Pune ) Call ON 8005736733 Starting From 5K ...
VIP Model Call Girls Ranjangaon ( Pune ) Call ON 8005736733 Starting From 5K ...SUHANI PANDEY
ย 
Get Premium Alandi Road Call Girls (8005736733) 24x7 Rate 15999 with A/c Room...
Get Premium Alandi Road Call Girls (8005736733) 24x7 Rate 15999 with A/c Room...Get Premium Alandi Road Call Girls (8005736733) 24x7 Rate 15999 with A/c Room...
Get Premium Alandi Road Call Girls (8005736733) 24x7 Rate 15999 with A/c Room...MOHANI PANDEY
ย 
VIP Model Call Girls Handewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Handewadi ( Pune ) Call ON 8005736733 Starting From 5K t...VIP Model Call Girls Handewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Handewadi ( Pune ) Call ON 8005736733 Starting From 5K t...SUHANI PANDEY
ย 
Hadapsar ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready For...
Hadapsar ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready For...Hadapsar ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready For...
Hadapsar ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready For...tanu pandey
ย 

Recently uploaded (20)

(ISHITA) Call Girls Service Malegaon Call Now 8250077686 Malegaon Escorts 24x7
(ISHITA) Call Girls Service Malegaon Call Now 8250077686 Malegaon Escorts 24x7(ISHITA) Call Girls Service Malegaon Call Now 8250077686 Malegaon Escorts 24x7
(ISHITA) Call Girls Service Malegaon Call Now 8250077686 Malegaon Escorts 24x7
ย 
VIP Model Call Girls Wadgaon Sheri ( Pune ) Call ON 8005736733 Starting From ...
VIP Model Call Girls Wadgaon Sheri ( Pune ) Call ON 8005736733 Starting From ...VIP Model Call Girls Wadgaon Sheri ( Pune ) Call ON 8005736733 Starting From ...
VIP Model Call Girls Wadgaon Sheri ( Pune ) Call ON 8005736733 Starting From ...
ย 
Call On 6297143586 Pune Airport Call Girls In All Pune 24/7 Provide Call Wit...
Call On 6297143586  Pune Airport Call Girls In All Pune 24/7 Provide Call Wit...Call On 6297143586  Pune Airport Call Girls In All Pune 24/7 Provide Call Wit...
Call On 6297143586 Pune Airport Call Girls In All Pune 24/7 Provide Call Wit...
ย 
Independent Call Girls Pune | โ‚น,9500 Pay Cash 8005736733 Free Home Delivery E...
Independent Call Girls Pune | โ‚น,9500 Pay Cash 8005736733 Free Home Delivery E...Independent Call Girls Pune | โ‚น,9500 Pay Cash 8005736733 Free Home Delivery E...
Independent Call Girls Pune | โ‚น,9500 Pay Cash 8005736733 Free Home Delivery E...
ย 
Karve Nagar ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready ...
Karve Nagar ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready ...Karve Nagar ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready ...
Karve Nagar ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready ...
ย 
Call Girls Junnar Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Junnar Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Junnar Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Junnar Call Me 7737669865 Budget Friendly No Advance Booking
ย 
All Types๐Ÿ‘ฉOf Sex Call Girls In Mohali 9053900678 Romance Service Mohali Call ...
All Types๐Ÿ‘ฉOf Sex Call Girls In Mohali 9053900678 Romance Service Mohali Call ...All Types๐Ÿ‘ฉOf Sex Call Girls In Mohali 9053900678 Romance Service Mohali Call ...
All Types๐Ÿ‘ฉOf Sex Call Girls In Mohali 9053900678 Romance Service Mohali Call ...
ย 
VVIP Pune Call Girls Narayangaon WhatSapp Number 8005736733 With Elite Staff ...
VVIP Pune Call Girls Narayangaon WhatSapp Number 8005736733 With Elite Staff ...VVIP Pune Call Girls Narayangaon WhatSapp Number 8005736733 With Elite Staff ...
VVIP Pune Call Girls Narayangaon WhatSapp Number 8005736733 With Elite Staff ...
ย 
VIP Model Call Girls Wakad ( Pune ) Call ON 8005736733 Starting From 5K to 25...
VIP Model Call Girls Wakad ( Pune ) Call ON 8005736733 Starting From 5K to 25...VIP Model Call Girls Wakad ( Pune ) Call ON 8005736733 Starting From 5K to 25...
VIP Model Call Girls Wakad ( Pune ) Call ON 8005736733 Starting From 5K to 25...
ย 
Call Girls Uruli Kanchan Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Uruli Kanchan Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Uruli Kanchan Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Uruli Kanchan Call Me 7737669865 Budget Friendly No Advance Booking
ย 
Booking open Available Pune Call Girls Sanaswadi 6297143586 Call Hot Indian ...
Booking open Available Pune Call Girls Sanaswadi  6297143586 Call Hot Indian ...Booking open Available Pune Call Girls Sanaswadi  6297143586 Call Hot Indian ...
Booking open Available Pune Call Girls Sanaswadi 6297143586 Call Hot Indian ...
ย 
(ISHITA) Call Girls Service Navi Mumbai Call Now 8250077686 Navi Mumbai Escor...
(ISHITA) Call Girls Service Navi Mumbai Call Now 8250077686 Navi Mumbai Escor...(ISHITA) Call Girls Service Navi Mumbai Call Now 8250077686 Navi Mumbai Escor...
(ISHITA) Call Girls Service Navi Mumbai Call Now 8250077686 Navi Mumbai Escor...
ย 
โžฅ๐Ÿ” 7737669865 ๐Ÿ”โ–ป manali Call-girls in Women Seeking Men ๐Ÿ”manali๐Ÿ” Escorts S...
โžฅ๐Ÿ” 7737669865 ๐Ÿ”โ–ป manali Call-girls in Women Seeking Men  ๐Ÿ”manali๐Ÿ”   Escorts S...โžฅ๐Ÿ” 7737669865 ๐Ÿ”โ–ป manali Call-girls in Women Seeking Men  ๐Ÿ”manali๐Ÿ”   Escorts S...
โžฅ๐Ÿ” 7737669865 ๐Ÿ”โ–ป manali Call-girls in Women Seeking Men ๐Ÿ”manali๐Ÿ” Escorts S...
ย 
VIP Model Call Girls Shivane ( Pune ) Call ON 8005736733 Starting From 5K to ...
VIP Model Call Girls Shivane ( Pune ) Call ON 8005736733 Starting From 5K to ...VIP Model Call Girls Shivane ( Pune ) Call ON 8005736733 Starting From 5K to ...
VIP Model Call Girls Shivane ( Pune ) Call ON 8005736733 Starting From 5K to ...
ย 
Viman Nagar $ Call Girl in Pune | Starting โ‚น,5K To @25k with A/C 8005736733 E...
Viman Nagar $ Call Girl in Pune | Starting โ‚น,5K To @25k with A/C 8005736733 E...Viman Nagar $ Call Girl in Pune | Starting โ‚น,5K To @25k with A/C 8005736733 E...
Viman Nagar $ Call Girl in Pune | Starting โ‚น,5K To @25k with A/C 8005736733 E...
ย 
Pushkar call girls ๐Ÿ“ž 8617370543At Low Cost Cash Payment Booking
Pushkar call girls ๐Ÿ“ž 8617370543At Low Cost Cash Payment BookingPushkar call girls ๐Ÿ“ž 8617370543At Low Cost Cash Payment Booking
Pushkar call girls ๐Ÿ“ž 8617370543At Low Cost Cash Payment Booking
ย 
VIP Model Call Girls Ranjangaon ( Pune ) Call ON 8005736733 Starting From 5K ...
VIP Model Call Girls Ranjangaon ( Pune ) Call ON 8005736733 Starting From 5K ...VIP Model Call Girls Ranjangaon ( Pune ) Call ON 8005736733 Starting From 5K ...
VIP Model Call Girls Ranjangaon ( Pune ) Call ON 8005736733 Starting From 5K ...
ย 
Get Premium Alandi Road Call Girls (8005736733) 24x7 Rate 15999 with A/c Room...
Get Premium Alandi Road Call Girls (8005736733) 24x7 Rate 15999 with A/c Room...Get Premium Alandi Road Call Girls (8005736733) 24x7 Rate 15999 with A/c Room...
Get Premium Alandi Road Call Girls (8005736733) 24x7 Rate 15999 with A/c Room...
ย 
VIP Model Call Girls Handewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Handewadi ( Pune ) Call ON 8005736733 Starting From 5K t...VIP Model Call Girls Handewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Handewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
ย 
Hadapsar ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready For...
Hadapsar ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready For...Hadapsar ( Call Girls ) Pune  6297143586  Hot Model With Sexy Bhabi Ready For...
Hadapsar ( Call Girls ) Pune 6297143586 Hot Model With Sexy Bhabi Ready For...
ย 

Precision ag back to basics

  • 1. Ben Rosser and Ian McDonald OMAFRA Field Crop Unit University of Guelph Guelph, On.
  • 2. 1. Why are you here? A. I am heavy into PAg and ready to take the next step. B. I am interested in PAg and ready to go! C. I am interested in PAg but still โ€œsitting on the fenceโ€! D. Just getting a first look at what it is. E. Bored and no where else to go!
  • 4. Precision Ag Defined! ๏‚— The definition is elusive! ๏‚— PAg can be anything in ag that uses technology and data, ie milking robots, precision feeding via data feedback, etc
  • 5. Traditional Cropping ๏‚—Farming by the average! ๏‚— Every acre gets the same input levels
  • 6. What is Precision Ag in a Cropping Context? ๏‚— Precision agriculture is the ability to manage by the square meter instead of the square mi/km using gps positioning and guidance ๏‚— In some ways its going back to Granpaโ€™s day when he knew every nuance of his 100 acres. ๏‚— Today, PAg uses data and technology to supply that knowledge on much larger landscapes and at high resolutions
  • 7. Think of PAg as Overlapping Layers of Knowledge from which to make the best decisions.
  • 8. Corn 1995 Corn 1998 Corn 2001 Soybean 1996 Winter Wheat 2000 Soybean 1999 Soybean 2002 Annual Normalized Yield Maps The Goal of Precision Ag! ๏‚— Exploit variation in the field ๏‚— Temporal (time) ๏‚— Within and between seasons (yield varies) ๏‚— Spatial (space) ๏‚— Elevation, distance, slope Shape, etc
  • 9. Common PAg Technologies ๏‚— GPS Guidance (autosteer, lightbars, gps tagged soil sampling) ๏‚— Yield Monitors (GPS enabled) ๏‚— Row and boom automated shut off ๏‚— Variable rate lime, fertilizer, pesticide application ๏‚— Variable rate seeding ๏‚— On-the-go cultivar changes ๏‚— Variable tillage
  • 11. The Outcomes of Precision Ag! ๏‚— Optimized productivity ๏‚— Reduce environmental footprint ๏‚— Better Record Keeping ๏‚— Enhanced decision making ๏‚— Improve traceability ๏‚— Enhance marketing of farm products ๏‚— Improve lease arrangements and relationship with landlords ๏‚— Enhance the inherent quality of farm products (e.g. protein level in bread-flour wheat)
  • 12. 2. How are you making decisions today? A. Yield goal B. Know my fields inside out C. Advisors advice D. Data layer available E. Donโ€™t think about it, just do it!
  • 13. 3. Why do you want to implement Precision Ag? A. Save money B. Better record keeping C. Optimize production D. Reduce environmental footprint E. All of the above, or at least 3 of them
  • 14. Blanket Treatment SS-VRA SS-VRA SS-VRA SS-VRA SS-VRA Input Yield Possible Outcomes of Site Specific Management (SSM) Adapted from R. Khosla, Colorado State University
  • 15. Blanket Treatment SS-VRA SS-VRA SS-VRA SS-VRA SS-VRA Input Yield Possible Outcomes of Site Specific Management (SSM) Adapted from R. Khosla, Colorado State University
  • 16. Blanket Treatment SS-VRA SS-VRA SS-VRA SS-VRA SS-VRA Input Yield Possible Outcomes of Site Specific Management (SSM) Adapted from R. Khosla, Colorado State University A B B
  • 18. Precision Ag: Where Should You Start?
  • 19. 4. Precision Ag: Whatโ€™s First? A. Drainage B. Compaction C. Good planter D. Crop Rotation E. All of the above and more
  • 20. Precision Ag: Whatโ€™s First? ๏‚— Get the basic whole field agronomic โ€œstuffโ€ addressed before investing in PAg! ๏‚— PAg is the an additional โ€œtoolโ€, not the โ€œsolutionโ€!
  • 21. 5. What is your first target? A. Commercial fertilizer/lime mgmt B. Variable Seeding Rate C. On-the-go cultivar changes D. Variable rate manure application E. Still trying to decide
  • 22. What are the Expected Trends in PAg?
  • 24. Whatโ€™s the cost of getting into PAg? ๏‚— Equipment โ€“ hard to determine, much of new equipment comes with PAg stuff included (combine, planters, tractors with PAg ready monitors, etc) ๏‚— RTK Guidance ~ $18,000 ๏‚— Boom Shuts offs ~ $3,000 to 7,000 ๏‚— Rate Controllers ~ $3,000 ๏‚— Flow Meters ~ $5,000+ ๏‚— VR Fertilizer Capability ~ $5,000
  • 25. 6. Are you using guidance on your farm? A. RTK autosteer B. WAAS corrected autosteer C. Lightbar D. No guidance
  • 26. Whatโ€™s the cost of getting into PAg? ๏‚— Services ๏‚— Grid/Directed Sampling ~ $6-8/ac maps, $1 chemistry) ๏‚— SIS Complete ~ $50/ac (1x) ๏‚— UAV Imagery~ $5-6/ac maps ๏‚— EC Type Sensing~$20/ac 1x(?) maps ๏‚— Soil Optix ~ $20/ac 1x(?) shape and pdf of 17 maps ๏‚— Digital Soil Mapping ~ $35/ac 1x shape file and descriptions ๏‚— Consulting Services ~ $3-5/ac/yr ๏‚— Data Management ~ $5-10/ac/yr
  • 27. Whatโ€™s the cost of getting into PAg? ๏‚— Services ๏‚— Data Management, Reporting ๏‚— Software ๏‚— FarmWorks - $1000+400/yr ๏‚— (http://www.farmworks.com/) ๏‚— SMS ~ $1000+250/yr ๏‚— (http://www.agleader.com/products/sms-software/) ๏‚— SST (http://www.sstsoftware.com/) ๏‚— Excel (https://products.office.com/en-us/excel)
  • 28. Whatโ€™s the cost of getting into PAg? ๏‚— Services ๏‚— Data Management, Reporting ๏‚— John Deere (Ag Mgmt Solutions (AMS)) ๏‚— CNH (Advanced Farming Systems (AAFS)) ๏‚— AGCO (Fuse Technologies) ๏‚— Monsanto (Field Scripts ???) ๏‚— Dupont Pioneer (Encirca) ๏‚— Black box solutions???
  • 29. 7. What PAg Services do you have Available? ๏‚— GPS Enabled Grid/Directed Sampling A. In house B. Consultant or retailer C. Not Available
  • 30. 8. What PAg Services do you have Available? ๏‚— GPS Enabled Elevation Data Collection A. Owned RTK Guidance B. Consultant or retailer C. Not Available
  • 31. 9. What PAg Services do you have Available? ๏‚— GPS Enabled Yield Monitor Equipped Combine A. Owned Combine B. Custom Combine willingly gives data C. Custom Combine reluctantly gives data D. Not Available
  • 32. 10. What PAg Services do you have Available? ๏‚—Variable Rate Fertilizer Application Equipment A. Owned Equipment B. Custom Equipment C. Not Available
  • 33. 11. What PAg Services do you have Available? ๏‚—Variable Seeding Rate Planting Equipment A. Owned B. Custom Available C. Not Available
  • 34. 12. What PAg Services do you have Available? ๏‚—Multiple Cultivar Planting Equipment A. Owned B. Custom Available C. Not Available
  • 35. 13. What PAg Services do you have Available? ๏‚—Data Mgmt, Map Creation, Prescription Services A. In-House B. Retailer or Consultant C. Not Available
  • 36. The Basic Steps of PAg and Management Zones
  • 37.
  • 38.
  • 39. Components of PAg Management Zone Mapping Hydrologic Slope Value High : 1.0 peak or ridge, dry Low : 0.0 stream channel or pit (wet) Yield Elevation Soil Sept 4, 2013Soybeans Remote Sensing
  • 40. PAg Step 1: Collect Data (The key to our future success) Few years of yield data + Elevation data off guidance system or a PDSM from a UAV flight + Soil sampling
  • 41. Yield
  • 42. Making Yield Maps Yield Data Table: X, Y, Zโ€ฆ.. Data โ†’ Points โ†’ Swath Map Grid (Raster) โ†’ Polygons (Vector)
  • 43. Corn 1995 Corn 1998 Corn 2001 Soybean 1996 Winter Wheat 1997 Winter Wheat 2000 Winter Wheat 2003 Corn Winter Wheat SoybeanSoybean 1999 Soybean 2002 Yield Index โ€“ All CropsAnnual Normalized Yield Maps Crop Yield Index Maps
  • 45. Elevation ๏‚— RTK (gathers x,y,z(elevation) coordinates) ๏‚— Swath Width ๏‚— Narrower with more topography
  • 46. Figure 7: (a) diagram indicating convex v.s. concave curvature positions connected to (b) field segmented into convex areas (blue) and concave areas (red) derived from the profile and planform curvatures. Convex Concave 7(a) 7b) Elevation Mapping from RTK Guidance Swaths
  • 47. Profile curvature affects the acceleration and deceleration of the flow of water down the slope and therefore influences the erosion and deposition of soil and water. Look at these edges to determine shape A is convex. B is concave, c is planar or straight Across Slope (Planform): A is diverging, B is converging, and C is planar or straight Figure 6a) curvature examples for: concave v.s convex v.s. planar (flat & straight down) and 8b) slope as: diverging v.s. converging v.s planar (straight) โ€“ all of which affect the way water and soil due to tillage practices have moved across the field over time. Look at these edges to determine shape Downslope (Profile): A is convex, B is concave, and C is planar or straight Planform curvature relates to the convergence (accumulation) or divergence (loss) of flow across a surface. 6a) 6b) Types of Field Elevation
  • 48. Soils ๏‚— Soil texture and properties (1x) ๏‚— Soil chemistry (~ 3yrs)
  • 50. Topography, soil and where to sample?
  • 52. Digital Soil Map Creation Inputs Soybean September 2013 Relative Hydrological Slope Position Terrain Classification Index Inspection Points
  • 54. PAg Step 2: Integrate Data to make management zones Yield + Elevation + Soil Sampling Integrated Analysis Management Zones Evolutionary Buildโ€ฆ
  • 55. Soil Type and Yield Index Combined = Management Zones MZโ€™s from Soil Type & Yield Index Summary of 2015 Soil Test Results %OM CEC P K Mg pH K:Mg Avg 3.4 12.6 37 184 268 7.4 .7 Std .5 1.5 12.2 56 64 .3 .2 %CV 15 12 33 30 24 3.5 29 min 1.9 9.1 15 79 123 6.5 .3 max 4.6 17.6 70 352 393 7.9 1.2
  • 56. Simplify the # zones means loss of opportunity โ€“ recognize that you must wrestle with what the equipment can do realistically Each zone defined by multiple attributes or factors: - CEC - Yield - pH 4 Zones 7 Zones MZ Maps Resolution Level
  • 57. PAg Step 3: Grower Knowledge Management Zone Map Review with your agronomist Crop Input Recommendations Prescription Map for Product Application Revisions
  • 58. Automated Learning Plots Validation of Mgmt Zones and Prescriptions
  • 59. 14. Did the past 50 minutes: Ian McDonald Field Crop Unit, Ag Development Branch OMAFRA Rm 407 Crop Sci. University of Guelph GUELPH, ON., N1G 2W1 519.824.4120 x56707 Ian.mcdonald@ontario.ca http://bit.ly/iansdropbox www.fieldcropnews.com Ben Rosser Field Crop Unit, Ag Development Branch OMAFRA Rm 215 Crop Sci. University of Guelph GUELPH, ON., N1G 2W1 519.824.4120 x54865 Ben.rosser@ontario.ca www.fieldcropnews.com A. Help B. Hinder C. Confuse D. Numb E. All of the above