๐๏ธ Case Studies
Real engineering case studies and technical applications
54 resources total
John Deere Operations Center + Case IH AFS Integration in Iowa Corn Belt
Integrated precision agriculture deployment across 42,000 acres of row-crop farmland across central Iowa (Polk, Story, and Boone counties), combining John Deere Operations Center (v6.12) with Case IH AFS Connect (v2.8) to enable interoperable autonomous fleet management for corn-soybean rotation. Involves 32 tractors (John Deere 8R & Case IH 8230), 18 planters, 14 sprayers, and 9 harvesters operated by 7 commercial farming cooperatives.
EcoRobotics Swarm-Tillage Deployment in Central Valley Almond Orchards
EcoRobotics deployed its Swarm-Tillage platform across 1,200 acres of mature almond orchards in Californiaโs Central Valley (Fresno and Kern Counties) during the 2023โ2024 dormant season. The system comprised 42 autonomous electric tillage units operating in coordinated swarms to perform precision soil aeration and organic matter incorporation beneath tree canopies without damaging drip lines or root zones.
FarmWise AI Weeder Fleet Scaling in Salinas Lettuce Production
FarmWise deployed its autonomous AI-powered weeder fleet across 1,200 acres of commercial lettuce fields in the Salinas Valley, Californiaโthe 'Salad Bowl of the World'โduring the 2023โ2024 growing season. The operation supported 14 grower partners, running 28 robotic units in parallel across day and night shifts, covering ~8โ10 acres per unit per day under real-world irrigation, soil, and crop-density variability.
AGCO Fendt Xaver Autonomous Grain Cart System in Saskatchewan Wheat Fields
AGCO deployed the Fendt Xaver autonomous grain cart system in commercial wheat operations across southern Saskatchewan, Canada โ a high-yield, large-scale prairie farming region. The pilot involved 12 Xaver units operating across 45,000 acres of irrigated and rain-fed wheat fields during the 2023 harvest season, integrated with Fendt 1100 Vario tractors and combine harvesters.
Bayer Climate FieldView + Iron Ox Hydroponic Greenhouse Autonomy Pilot
A 2023โ2024 pilot collaboration between Bayer (via Climate FieldViewโข) and Iron Ox in Salinas, California, integrating FieldViewโs cloud-based agronomic analytics with Iron Oxโs autonomous hydroponic greenhouse system. The pilot spanned a 1.2-acre modular greenhouse facility operating year-round with 12 robotic growing modules, serving commercial leafy green production for regional retail distribution.
Farm Machinery Lifecycle Management in Large-Scale Industrial Projects
Integrated farm machinery lifecycle management system deployed across 42,000 ha of irrigated cropland in the San Joaquin Valley, California, supporting year-round operations for almond, tomato, and alfalfa production. Project involved 387 heavy-duty machinesโincluding 92 self-propelled harvesters, 145 tractors (180โ450 HP), and 150 precision application unitsโmanaged by a centralized digital platform.
Small-Scale Farm Machinery Lifecycle Management Implementation
A pilot implementation of machinery lifecycle management (MLM) for a cooperative of 42 small-scale maize and soybean farms in the Midwest U.S. (Iowa and Illinois). The fleet comprised 68 aging assets: 23 tractors (50โ120 HP), 19 planters, 14 sprayers, and 12 harvestersโaverage age 14.7 years, with inconsistent maintenance records and no digital asset tracking.
Farm Machinery Lifecycle Management in Challenging Environments
A large-scale commercial farming operation in the Sahel region of West Africa (Burkina Faso), managing 12,000 hectares of rain-fed and irrigated cropland. The fleet comprises 48 tractors (120โ250 HP), 32 harvesters, 60 precision planters, and auxiliary equipmentโoperating under high-temperature (up to 48ยฐC), abrasive sandy soils, limited access to skilled technicians, and intermittent electricity/fuel supply.
Cost Optimization in Farm Machinery Lifecycle Management
A Tier-1 agricultural equipment manufacturer in the U.S. Midwest implemented lifecycle cost optimization across a fleet of 1,200 high-horsepower tractors and precision planters deployed across 48 commercial farming cooperatives spanning Iowa, Illinois, and Indiana. The program covered machinery acquisition through end-of-life disposition over a 15-year planning horizon.
Soil-Implement Interaction Mechanics in Large-Scale Industrial Projects
Major industrial facility
Small-Scale Soil-Implement Interaction Mechanics Implementation
Small project with budget constraints
Soil-Implement Interaction Mechanics in Challenging Environments
Project in extreme conditions
Cost Optimization in Soil-Implement Interaction Mechanics
Cost reduction initiative
Field Machinery Calibration & Setup in Large-Scale Industrial Projects
Major industrial facility
Small-Scale Field Machinery Calibration & Setup Implementation
Small project with budget constraints
Field Machinery Calibration & Setup in Challenging Environments
Project in extreme conditions
Cost Optimization in Field Machinery Calibration & Setup
Cost reduction initiative
Hydraulic System Engineering in Large-Scale Industrial Projects
Major industrial facility
Small-Scale Hydraulic System Engineering Implementation
Small project with budget constraints
Hydraulic System Engineering in Challenging Environments
Project in extreme conditions
Cost Optimization in Hydraulic System Engineering
Cost reduction initiative
Precision Agriculture Systems in Large-Scale Industrial Projects
Major industrial facility
Small-Scale Precision Agriculture Systems Implementation
Small project with budget constraints
Precision Agriculture Systems in Challenging Environments
Project in extreme conditions
Cost Optimization in Precision Agriculture Systems
Cost reduction initiative
PTO & Power Transmission Safety in Large-Scale Industrial Projects
Major industrial facility
Small-Scale PTO & Power Transmission Safety Implementation
Small project with budget constraints
PTO & Power Transmission Safety in Challenging Environments
Project in extreme conditions
Cost Optimization in PTO & Power Transmission Safety
Cost reduction initiative
John Deere S-Series Chassis Redesign for High-Horsepower Row-Crop Operations
Redesign of 400+ HP tractor chassis for 24/7 precision planting operations in Midwest USA
CLAAS AXION 960 Frame Reinforcement for Dual-Row Corn Harvesting in Brazil
Adaptation of high-capacity tractor for dual-row corn harvesting on steep, lateritic soils in Minas Gerais
New Holland T7.370 Chassis Fatigue Upgrade for Precision Spraying Duty
OEM retrofit program for aging fleet performing 12+ hr/day variable-rate spraying in Australian wheat belts
Case IH Steiger Quadtrac Chassis Structural Audit for Deep-Tillage Applications
Comprehensive structural audit of articulated tracked tractors used for 1.2 m deep ripping in Canadian Prairies
Kubota M8 Series Chassis Certification for EU CE Marking Under Machinery Directive 2006/42/EC
EU market launch of 200 HP compact utility tractor requiring full structural compliance documentation
Corn Ethanol Plant Auger Plugging Mitigation
Midwest U.S. ethanol facility processing 120,000 bpd corn
Pacific Northwest Wheat Export Terminal Conveyor Segregation Control
Bellingham, WA terminal handling 4.2M metric tons/year of export wheat
Ontario Soybean Dryer Elevator Spillage Reduction
On-farm dryer complex serving 18,000 acres with 3 bucket elevators
Australian Bulk Wheat Terminal Pneumatic Line Blockage Elimination
Port of Brisbane export terminal handling 5.7M tons/year wheat via 12 km pneumatic line
Iowa Corn Storage Silo Arching Remediation
Cooperative grain elevator with 24 concrete silos (25,000 bu each)
John Deere S700 Series Combine Harvester โ Repeated Parked Regen Failures in Cold Climates
Large-scale grain operation in Manitoba, Canada
Case IH Axial-Flow 140 Combine โ SCR Ammonia Slip During High-Load Harvesting
High-yield corn harvest in Iowa under 95ยฐF ambient conditions
New Holland T9.570 Tractor โ DPF Overloading Despite Daily Regens
Contract custom farming operation in Victoria, Australia
AGCO Fendt 1100 Vario โ CAN Bus Interference Causing Intermittent SCR Deactivation
Precision tillage contract in Brandenburg, Germany
Kubota M8560 โ DOC Light-Off Failure Leading to Chronic DPF Clogging
Rice farm with frequent low-load irrigation pumping in Arkansas
Precision Subsoiler Integration on Tier 4 Final Tractor
Large-scale no-till corn operation in Iowa, USA
Universal Seeder Retrofit for Legacy Tractor Fleet
Cooperative of 42 farms in Saskatchewan upgrading 1980sโ2000s tractors
High-Speed Sprayer Stability Upgrade on Steep Terrain
Vineyard management in Sonoma County, CA โ 22% slope operations
Autonomous Planter Hitch Validation for GNSS-Guided Operation
Tier 1 OEM autonomous planter deployment across Midwest US
Compact Utility Tractor Compatibility Audit for Municipal Snow Blowers
City of Edmonton winter operations fleet upgrade
Case Study: Premature V-Belt Failure on New Holland CR9090 Combine Harvester
Midwest U.S. custom harvesting operation, 2023 season
Case Study: Roller Chain Catastrophic Failure in John Deere 2600 Sprayer Boom Drive
Large-scale corn-soy rotation in Illinois, 2022
Case Study: Chronic Belt Tracking Failure on Case IH Axial-Flow 140 Combine Feederhouse Drive
Western Canada grain farm, 2023 harvest
Case Study: Contamination-Driven Chain Failure in Claas Lexion 600 Grain Auger Drive
Australian wheat belt, 2022โ2023
Case Study: Thermal Overload Failure in New Holland 850B Round Baler Pickup Drive
Southeastern U.S. hay producer, 2023