The Tipping Point for Machine Learning in Agriculture

At the PrecisionAg Innovation Series earlier this year, retailers and growers both expressed the need to gather data and the frustration they felt with the lack of services available to refine it into actionable insights.

The precision ag landscape is changing. The number of sensors on machines is increasing. Agricultural and data science experts are working together, leading us to a point where accurate prognostics can be shared with the right person, in response to localized environmental conditions. The investments which industry giants have made to access this data signifies its value. BASF’s acquisition of ZedX, Monsanto/Climate Corp.’s acquisition of HydroBio, and Dupont Pioneer’s acquisition of Granular have all been announced since May of this year. The last of which came with a price tag of $300M. These acquisitions have led to the consolidation of data sources, which further enables accurate prognostication.

The realization of data is going to begin with the machines. Other industries including rail, energy, mining, aviation, and construction have already realized enormous benefits from using data science and machine learning to increase reliability, productivity, and the safer operations of their equipment. These industries all share something in common with agriculture; they all require massive, expensive machines to run productively for extended periods of time. Each of these industries fights against machine downtime, repair costs, and trying to optimize which components to replace at the right time to maximize their utility.

The railroad industry is a particularly analogous to ag, and in rail these same challenges were successfully met head on with machine learning and predictive maintenance. In just one year, Uptake Rail performed a test with the data of a prominent North American Class I railroad, and was able prove the ability to save $160K per locomotive per year through reduced asset downtime, fuel consumption, and the time period it takes to build a train (i.e., assign a healthy locomotive to a mission with confidence). In agriculture, we can easily leverage the following tools that have worked so effectively for rail:

Asset Management

  • How healthy are my machines?
  • Where are my machines?
  • How productive are my machines?

Dealer Solutions

  • When can I expect maintenance scheduling?
  • How can I accurately predict the amount of inventory to order?

Workflow Optimization

  • How efficiently are my machines being deployed?
  • Can we further optimize grain carts, fill ups, and fleet management to make sure planters, combines, and sprayers are all running as efficiently as possible?

Uptake’s single-code base platform leverages machine learning to transfer its value from one industry to the next. We have worked with progressive industry leaders in rail, energy, mining, aviation, and construction.  We are excited to see what’s possible in agriculture; who else is excited to learn the same?

Leave a Reply

Tools & Smart Equipment Stories
Tools & Smart EquipmentMachine Learning: The Secret Sauce of Precision Agriculture for Fighting Crop Diseases
February 13, 2018
With the development of agricultural technologies, crop and plant diseases have been advancing as well, causing degradation of both quality Read More
Tools & Smart EquipmentAutonomous Tractors Could Work in Wetter Conditions than Traditional Tractors
February 8, 2018
March 20th is the first day of spring, making spring much closer than even I expected. On the farm I Read More
AmericasPrecision Farming Companies to Watch in 2018 (OPINION)
January 17, 2018
My friends, as many of you told me repeatedly throughout the last 12 months, 2017 was an interesting year in Read More
Soybean Field
Tools & Smart EquipmentPrecision Ag Technology: Use It, Don’t Lose It in 2018
January 2, 2018
With the start of the New Year, I always find myself reflecting on the past year and identifying what worked Read More
Trending Articles
Business ManagementBeing a Great Team Player in the Precision Agriculture Game
March 15, 2018
Only great team players who are great teammates, have the potential to get championship results. Each player on the team Read More
Dr Brian Arnall Oklahoma State Paul Schrimpf
Excellence AwardsOpen For Nominations: PrecisionAg Awards Of Excellence Honor Outstanding Achievement in Ag Technology
March 7, 2018
Nominate an outstanding individual for one of four PrecisionAg Awards of Excellence. Recipients will be honored at a special ceremony during the 2018 InfoAg Conference in July. Read More
AmericasCrop Scouting in Brazil Improves Through Intelligent Pest Monitoring Systems
February 28, 2018
About nine years ago, shortly after finishing my graduation, my first job was as a monitor of pests and disease Read More
Events12 Groundbreaking AgTech Startups Selected to Pitch at AgLaunch Startup Station
February 22, 2018
AgLaunch is bringing its Startup Station pitch event back to the Mid-South Farm and Gin Show for a second time Read More
Industry NewsNFMS 2018: Case IH Talks Autonomous Agriculture, Announces Pilot Program
February 20, 2018
Since the reveal of the autonomous concept vehicle, Case IH has been evolving the technology and further defining automation and Read More
AsiaCloud-based Irrigation Could Double India’s Crop Yield and Halve Water Use
February 12, 2018
A cloud-based, micro-irrigation system tested on a farm in India has cut water use by up to 80%  and doubled Read More
Latest News
Corn Field
Industry NewsIndustrial IoT Company Intros Remote Asset Monitoring S…
March 16, 2018
FreeWave Technologies today announced the general availability of the WAVECONTACT WC30i-AXIS Wireless Angle Sensor. This sensor measures thief hatch states Read More
Decision Support SoftwareOpinion: The Missing Link in Precision Agriculture
March 15, 2018
The agtech boom over the last two years is indeed astonishing. Farmers are becoming more open to new, emerging technologies Read More
Sensors/IoTEstimating Field Weather and Soil Conditions
March 15, 2018
There is a favorite expression of mine that I love to apply to meteorology: “Measure with a micrometer, mark it Read More
Filling The Planter from Cab
Service ProvidersPrecision Agriculture: What is it?
March 15, 2018
If we look at the title of the article, all of you will come to an answer. These answers will Read More
Business ManagementBeing a Great Team Player in the Precision Agriculture …
March 15, 2018
Only great team players who are great teammates, have the potential to get championship results. Each player on the team Read More
AmericasJanzen: What You Need to Know About Congress’ Agr…
March 15, 2018
Via Janzen Ag Law Blog: Senators Amy Klobuchar and John Thune have introduced Senate Bill 2487, the “Agricultural Data Act Read More
Farmer tractor tablet
Data ManagementAg’s Digital Revolution: What’s Holding Us Back?
March 15, 2018
Data is undeniably a valuable asset. Yet, in the ag ecosystem, who’s seeing the value from it? A recent article Read More
PrecisionAg InstitutePrecisionAg Institute Whitepaper Library
March 14, 2018
Welcome to the PrecisionAg Institute Whitepaper library! Here you will find free whitepapers and case studies from the PrecisionAg Institute Partners Read More
Africa/Middle EastAgTech Startup Wefarm Secures New Financing Round
March 14, 2018
Wefarm, the world’s largest farmer-to-farmer digital network, has secured $5 million in additional seed funding, led by Silicon-Valley based True Read More
Spensa platform
Industry NewsAg Tech News: DTN Acquires Spensa to Boost Predictive M…
March 14, 2018
DTN announced today that it has signed a definitive agreement to acquire Spensa Technologies, according to a press release on Read More
Industry NewsAg Tech News: BioLumic Garners $5 Million in Series A
March 14, 2018
BioLumic, creators of the first ultraviolet (UV) crop yield enhancement system, today announced the close of $5 million in Series A financing. Read More
UAV drone
DronesFlorida Specialty Crops: Realizing the Benefits of Prec…
March 13, 2018
Dr. Yiannis Ampatzidis recently joined the faculty at UF/IFAS Southwest Florida Research and Education Center (SWFREC) in Immokalee, writes Frank Read More
Data ManagementAgReliant Genetics, The Climate Corp. Collaborate on Da…
March 13, 2018
AgReliant Genetics, the third largest seed company in North America, and The Climate Corp., a subsidiary of Monsanto Co., have Read More
Sensors/IoT6 IoT Trends to Watch in 2018
March 9, 2018
With increased value provided by edge computing to security improvements with Blockchain integration, IoT platforms across the board are just Read More
EuropeJohn Deere to Acquire Carbon Fiber Boom Manufacturer in…
March 9, 2018
Agriculture is a tough business to be in, even with a booming economy the ag world is still taking its Read More
Data ManagementOpinion: Ag Data Sells, But Who’s Buying?
March 9, 2018
Indulge me and let’s beat a dead horse together. We all know that data is a huge deal these days. Read More
Industry NewsAutonomous Solutions Announces Autonomous Vehicle Pilot…
March 7, 2018
Autonomous Solutions, Inc. (ASI) technology will be used in two pilot programs with large scale commercial growers in California. A Read More
Precision IrrigationLindsay Event Puts Focus on Precision Irrigation and Sm…
March 7, 2018
Lindsay Corp., a leading global manufacturer and distributor of irrigation and infrastructure equipment and technology, today hosted Water Matters 3.6.18 Read More