Economic Feasibility of Auto Guidance in the Midwest M.S. Thesis Agricultural Economics Purdue...
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Transcript of Economic Feasibility of Auto Guidance in the Midwest M.S. Thesis Agricultural Economics Purdue...
Economic Feasibility ofEconomic Feasibility ofAuto GuidanceAuto Guidance in the Midwest in the Midwest
M.S. ThesisM.S. ThesisAgricultural EconomicsAgricultural Economics
Purdue UniversityPurdue UniversityMatt WatsonMatt Watson
Why Study Auto GuidanceWhy Study Auto Guidance
Currently used in Australia, Arizona, Currently used in Australia, Arizona, CaliforniaCalifornia
Manufacturers see vast potential in Manufacturers see vast potential in Midwest marketMidwest market
Midwest producers have uncertainty Midwest producers have uncertainty about returns on auto guidance about returns on auto guidance technologytechnology
Objectives of this AnalysisObjectives of this Analysis
Determine if Auto Guidance is Determine if Auto Guidance is economically feasible on a base farm economically feasible on a base farm at or below 2000 acresat or below 2000 acres
Test whether skip and overlap will be Test whether skip and overlap will be a major part of the benefits of auto a major part of the benefits of auto guidanceguidance• Determine if light bar guidance can Determine if light bar guidance can
provide these benefits at a lower costprovide these benefits at a lower cost
Objectives of this AnalysisObjectives of this Analysis
Examine auto guidance and Examine auto guidance and expansion with the same basic set of expansion with the same basic set of equipmentequipment
Explore spatial sensitive practices, Explore spatial sensitive practices, like controlled traffic, and analyze like controlled traffic, and analyze the effects on feasibility of auto the effects on feasibility of auto guidanceguidance
John Deere- AutoTrac SystemJohn Deere- AutoTrac System Introduced in 2002 with tracked tractorsIntroduced in 2002 with tracked tractors 2003-Opened market with wheeled tractors2003-Opened market with wheeled tractors Utilize GreenStar system and Starfire SystemUtilize GreenStar system and Starfire System
• Only requires addition of AutoTrac key card and steering Only requires addition of AutoTrac key card and steering control unitcontrol unit
Provides own differential correction service SF2 with Provides own differential correction service SF2 with accuracy of +/- 4 inchesaccuracy of +/- 4 inches
Recommended UsesRecommended Uses• TillageTillage• SprayingSpraying• Seeding OperationsSeeding Operations
Listed BenefitsListed Benefits• Optimize machine efficiencyOptimize machine efficiency• Reduce operator fatigueReduce operator fatigue• Increase yieldsIncrease yields
IntegriNautics-AutoFarm SystemIntegriNautics-AutoFarm System
Aftermarket system available for all major manufacturersAftermarket system available for all major manufacturers Offers RTK system with base stationOffers RTK system with base station
• One time cost, no recurring subscription costsOne time cost, no recurring subscription costs• 5 mile coverage area with mobile station (must be in line of 5 mile coverage area with mobile station (must be in line of
site)site)• 7 mile coverage area with fixed station (must be in line of site)7 mile coverage area with fixed station (must be in line of site)• +/- 1 inch accuracy+/- 1 inch accuracy
Major uses listed areMajor uses listed are• Reducing operating costsReducing operating costs• Reducing capital investmentReducing capital investment• Running in night and fogRunning in night and fog• Broadening labor poolBroadening labor pool
Kit includes base station, cab box and monitor, GPS Kit includes base station, cab box and monitor, GPS antenna, and all needed cablesantenna, and all needed cables
Optional data logger for mapping and surveyingOptional data logger for mapping and surveying
Trimble-AgGPS AutopilotTrimble-AgGPS Autopilot
Available as two systemsAvailable as two systems DGPS with +/- 6 inch accuracyDGPS with +/- 6 inch accuracy Recommended usesRecommended uses
• TillageTillage• Broad acre air seedingBroad acre air seeding• Application of fertilizer and insecticideApplication of fertilizer and insecticide
RTK with +/- 1 inch accuracyRTK with +/- 1 inch accuracy Available on Case, CAT, John DeereAvailable on Case, CAT, John Deere Wheeled or Tracked Wheeled or Tracked
Beeline Navigation-Arro systemBeeline Navigation-Arro system
Available for all major manufacturersAvailable for all major manufacturers OEM with AGCO tractorsOEM with AGCO tractors Can come in three accuracy levelsCan come in three accuracy levels
• DGPS with +/- 4 inDGPS with +/- 4 in• Base station at decimeter accuracyBase station at decimeter accuracy• Base station at centimeter accuracyBase station at centimeter accuracy
Mobile or fixed base stationMobile or fixed base station• Offers fastest setup time on base stationOffers fastest setup time on base station
Methodology of ModelMethodology of Model
Annualize technology cost using sinking Annualize technology cost using sinking fund approach with 3 yearsfund approach with 3 years
Deterministic model uses 7 year average Deterministic model uses 7 year average yields and December cash prices for yields and December cash prices for central Indiana from 1996-2002central Indiana from 1996-2002
Risk model uses empirical distribution Risk model uses empirical distribution from the same yearsfrom the same years
Use planter as limiting factor for farm sizeUse planter as limiting factor for farm size• Using 12 row planter and probability of days Using 12 row planter and probability of days
worked in central regionworked in central region
Revenues generated by yields and harvest price
Base Farm Guidance
Farm Budget
Revenues
Farm Budget
Guidance Benefits
Technology Costs
Revenues
How the Model WorksHow the Model Works
Guidance Benefits in ModelGuidance Benefits in Model
Inputs-Chemicals, Fuel, LaborInputs-Chemicals, Fuel, Labor• Use overlap for reductionsUse overlap for reductions
Increase in field speedsIncrease in field speeds• Auto guidance 20%Auto guidance 20%• Light bar guidance 13%Light bar guidance 13%
Increase work day lengthIncrease work day length• Base-14 hoursBase-14 hours• Light bar-18 hoursLight bar-18 hours• Auto guidance-20 hoursAuto guidance-20 hours
Controlled TrafficControlled Traffic
Use Randall Reeder data from The Ohio Use Randall Reeder data from The Ohio State University to quantify compaction State University to quantify compaction into 2 levels: 10 ton and 20 toninto 2 levels: 10 ton and 20 ton
Indiana distributions in first two stages Indiana distributions in first two stages represent compaction at that levelrepresent compaction at that level
Each acre has a percentage with traffic Each acre has a percentage with traffic (use compacted yield) and a percentage (use compacted yield) and a percentage without traffic (use adjusted yields)without traffic (use adjusted yields)
Additional fuel benefits by alleviating Additional fuel benefits by alleviating compactioncompaction
Controlled Traffic Controlled Traffic
DGPS Auto DGPS Auto GuidanceGuidance
RTK Auto RTK Auto GuidanceGuidance
Light Bar Light Bar GuidanceGuidance
TramlineTramline
Percent of Percent of field with field with traffictraffic
20%20% 15%15% 30%30% 50%50%
Fuel Fuel ReductionsReductions
50%50% 50%50% 30%30% 20%20%
Setup of ModelSetup of Model
Stage I- Technology adoption without Stage I- Technology adoption without expansionexpansion
Stage II-Technology adoption with Stage II-Technology adoption with expansionexpansion
Stage III-Technology adoption with Stage III-Technology adoption with controlled traffic on original farm sizecontrolled traffic on original farm size
Sensitivity on interest rates, Sensitivity on interest rates, technology costs, and light bar acrestechnology costs, and light bar acres
Technology and Time Needed- Technology and Time Needed- Stage IStage I
0
100
200
300
400
500
600
Corn Soybeans WholeFarm
Ho
urs
Base Light Bar Auto Guidance
Technology Cost-Stage ITechnology Cost-Stage I
0
2
4
6
8
10
12
Technology Cost Total Cost
$/A
cre
DGPS Auto Guidance RTK Auto Guidance
Light bar
Results-Stage IResults-Stage I
135
140
145
150
155
160
Corn Soybeans Average
$/A
cre
Base DGPS Auto Guidance RTK Auto Guidance Light Bar
Expansion Acres-Stage IIExpansion Acres-Stage II
0
500
1000
1500
2000
2500
3000
3500
Base Light Bar AutoGuidance
Acr
es
0
2
4
6
8
10
12
Total Cost Stage II Total Cost Stage I
$/A
cre
DGPS Auto Guidance RTK Auto Guidance
Light bar
Technology Cost-Stage IITechnology Cost-Stage II
Results-Stage IIResults-Stage II
125
130
135
140
145
150
155
160
Corn Soybeans Average Averagewith
replacemntcost
$/A
cre
Base DGPS Auto Gudiance RTK Auto Guidance Light Bar
Controlled Traffic Yields-Stage IIIControlled Traffic Yields-Stage III
0
50
100
150
200
Corn ModerateCompaction
Corn: HeavyCompaction
Beans:Moderate
Compaction
Beans: HeavyCompaction
bu
/acr
e
Base DGPS Auto GuidanceRTK Auto Guidance Light BarTramline
Results on Highly Compacted Results on Highly Compacted Soils-Stage IIISoils-Stage III
140
150
160
170
180
190
Corn Soybeans Average
$/A
cre
Rev
enu
e
Base DGPS Auto GuidanceRTK Auto Guidance Light BarTramline
SensitivitySensitivity Model shows little change to increasing Model shows little change to increasing
interest rates, especially in stages II and IIIinterest rates, especially in stages II and III Lowering technology costs changes Lowering technology costs changes
profitabilityprofitability• Stage I-Allowed DGPS auto guidance to be Stage I-Allowed DGPS auto guidance to be
more profitable than base casemore profitable than base case• Stage II-Allowed RTK auto guidance to be more Stage II-Allowed RTK auto guidance to be more
profitable base caseprofitable base case• Stage III- RTK auto guidance provided greater Stage III- RTK auto guidance provided greater
average returns than DGPS auto guidance in average returns than DGPS auto guidance in highly compacted soilshighly compacted soils
SensitivitySensitivity
Holding light bar acres constant and Holding light bar acres constant and including replacement costsincluding replacement costs• dropped light bar guidance below RTK dropped light bar guidance below RTK
auto guidanceauto guidance Important when production includes Important when production includes
mechanical cultivation, side dress mechanical cultivation, side dress nitrogen, planting with high accuracy nitrogen, planting with high accuracy
ConclusionsConclusions
Auto guidance reduces field time on Auto guidance reduces field time on the fixed size 2000 acre farm, but it the fixed size 2000 acre farm, but it is not the most profitable guidance is not the most profitable guidance option:option:• Light bar guidance can provide almost Light bar guidance can provide almost
the same benefits at a lower costthe same benefits at a lower cost• Profitable when investment costs are Profitable when investment costs are
reduced by one halfreduced by one half
ConclusionsConclusions
DGPS auto guidance is profitable for DGPS auto guidance is profitable for expansion with the same equipmentexpansion with the same equipment• Spreading technology cost over more Spreading technology cost over more
acresacres• Provides higher returns over light bar Provides higher returns over light bar
guidance when spreading machinery guidance when spreading machinery replacement costs over more acresreplacement costs over more acres
• RTK auto guidance is profitable when RTK auto guidance is profitable when technology costs are reduced by one technology costs are reduced by one halfhalf
ConclusionsConclusions
Soils that are highly susceptible to Soils that are highly susceptible to compaction make DGPS and RTK systems compaction make DGPS and RTK systems profitableprofitable• Reducing technology costs makes the RTK Reducing technology costs makes the RTK
system provide greater returns than the DGPS system provide greater returns than the DGPS systemsystem
Continuous corn growers increase returns Continuous corn growers increase returns of DGPS auto guidance for moderate levels of DGPS auto guidance for moderate levels of compactionof compaction• More response to compactionMore response to compaction• More field operations More field operations
Areas of Further ResearchAreas of Further Research
Driver fatigueDriver fatigue Value of timeValue of time Wage and labor poolWage and labor pool Strip tillageStrip tillage Side dress nitrogenSide dress nitrogen Contour farmingContour farming Environmental benefitsEnvironmental benefits
Questions?Questions?