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Computer Vision: A World Changing Technology – Part 2

Computer Vision: A World Changing Technology

Part 2

In 1982 I was invited to visit the University of Nebraska Lincoln Agricultural School to discuss a new network they were in the process of building which they called Agrinet. I was at the time the upper Midwest sales representative for GTE Telenet and I was located in Edina, Minnesota. It was the vision of the U Nebraska Lincoln to help Nebraska’s farmers get an accelerated start into the 21st century. GTE Telenet was the first company to build a commercial version of ARPANET’s CCITT X.25 packet switching network.

This meant that farmers would be able to dial local modems connected over high speed lines in to the University of Nebraska Lincoln’s computer systems and automate agricultural functions such as planning field layouts, crop schedules, and trading commerce. My mother had grown up as a farm girl with 11 brothers and sisters in Kendall Wisconsin. To me, it was thrilling to be able to bridge my mother’s childhood with the future. I happily worked with them to get their network going.

We have now moved into the 21st century which incorporates the technologies of the Internet, Cloud Computing, and Artificial Intelligence (AI) and farmers have begun to utilize all three of them.

I am going to introduce two of the leading companies that are helping agriculture bloom. They are Sentera in Minneapolis, Minnesota, CropTracker in Kingston, Ontario, along with a group of automation equipment companies that give these two a reason for being.

Crop Management Systems


Sentera designs and manufactures software and sensor tools “that crop advisors, consultants, agronomists, and other e.g. professionals can use to help growers achieve the best possible outcomes for their operations.”

Sentera FieldAgent Web

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FieldAgent is Sentera’s nexus of their product line of mobile, web, and cloud-based software, sensors, and drones.

FieldAgent Mobile

FieldAgent Mobile is an on the ground scudding tool together and utilize real-time imagery and analytics. Its strength is its ease and solutions using drones equipped with Sentera and third-party sensors.

FieldAgent Web

FieldAgent Web provides tablet access to crop health data and analytics. It is used to share and act on seasonal insights.

FieldAgent Notifications

FieldAgent Notifications leverage whether, satellite, and human observations along with Joan data to increase accuracy and efficiency for management decisions.


LiveNDVI is video technology that when used with Double 4K and AGX710 sensors you can gather real-time data for decision-making.

FieldAgent APIs

FieldAgent APIs integrate with connected applications and platforms including John Deere Operations Center, Climate FieldView, and Beck’s Farmserver.

Croptracker Farm Management Software

CropTracker is another comprehensive agriculture management software system that is a top leader in its group. It helps farmers maintain accurate records, enhance traceability, and manage labor and production costs for planting through shipping.

Its features include produce packing traceability records, harvest field packing, production practice tracking, work productivity and labor tracking, shifting traceability records, receiving records, agricultural irrigation records, storage records, analytics and reports, and audits.

Like Sentera, CropTracker integrates with autonomous vehicles and drones. What makes this integration powerful is Computer Vision? Besides manual pre-programming Artificial Intelligence (AI) is rapidly finding its way into these kinds of products. Its costs are coming down dramatically to the point where midsize family farms can compete with corporate farms and feed the world.

In normal vehicles the driver detects hazards, navigates, and avoids objects. In autonomous vehicles there is no driver and no remote control. Thus, just programming a path with GPS is not enough. In an autonomous vehicle such as a tractor, it must be able to see, plan a route, understand images of the area, and be able to adjust its path in real-time to avoid damage.

For versatility and mobility, drones rank in the top group. They can carry different kinds of sensors and cameras and rapidly cover many miles of farm fields as well as other terrains.

As Laura Barrera says in her article AGCO – What is Driving the Driverless Momentum in the Ag Equipment Industry “Ask someone in agriculture what comes to mind when they think of autonomy and they’ll likely say a driverless tractor.”

Kraig Schulz CEO of Autonomous Tractor Corporation (ATC) says that in a corn – soybean operation having the right people on hand at the right time is a case for semiautonomous equipment. I a semiautonomous environment, on man could run a fleet of robots simultaneously. ATC is located just northwest of Minneapolis in St. Michael, MN.

AGCO has planting robots that can do what Kraig Schulz talked about. AGCO is located in Duluth, GA.

An area of interest for having multiple smaller robots is compaction of the soil. When soil is highly compacted it makes it harder to seed, water, and grow crops.

At this point, let me make full disclosure. I live only 35 miles away from Autonomous Tractor Corporation Headquarters and I have a natural bias toward supporting local businesses.

Most experts agree that the move in autonomous and semiautonomous agriculture is toward electric motors. According to Schultz a 200 hp tractor is run for 10 hours would require 1500 kWh. That would cost $350,000 in lithium batteries and will way more than the tractor itself. He thinks that the better option for agriculture is to couple a generator to the engine and use electric wheel motors without batteries to power the tractor.

ATC eDrive Technology Explained

ATC eDrive Technology Explained


Until recently, farmers, realtors, agronomists, scientists, insurance companies, and researchers have walked to the fields in order to observe and understand the land and its crops. This is been a time-consuming and labor-intensive, as well as often backbreaking process to analyze hundreds of acres of crops.

In the last few years, the cost of unmanned aerial vehicles (UAVs) were commonly known as drones have come down dramatically putting them in reach of the family farm.

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RMAX Drone by Yamaha

Today’s drones offer greater payloads, longer flight times, and the ability to fly in varying conditions including subzero temperatures. There is a sizable variety of drones available for agriculture so your particular needs should determine what kind of drone you get.

Some of the questions you should be asking yourself are:

  • will you be mapping a small area or hundreds of acres
  • what kind of training we be flying
  • the kind of environment you farm dry, wet, cold, windy
  • fixed wing, multirotor, vertical takeoff and landing
  • what kind of playtime leave using and what kind of sensor devices will you attach
  • the range and speed you will be flying

You may need more than one kind of UAV. The drones in the last paragraph were oriented more towards photography and sensing, but you may want to have drones that work better for soil sampling, water testing, and seating.

In this article I am focusing on two drones that are versatile and should meet most of your needs. They are the PresisionHawk DJI Matrice 200 v2 and the Sentera PHX Complete System.

PrecisionHawk DJI Matrice 200 v2

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PrecisionHawk DJI Matrice 200 v2

According to PresisionHawk: “The M200 is a “workhorse” drone, perfect for repeated use in the toughest farming environments. It flies in sub-zero temperatures and high winds. Also, for farms or ranches in challenging terrain, the M200 features a complement of safety features, such as obstacle avoidance sensors and the DJI Airsense ADS-B receiver, helpful in detecting cooperative aircraft within your flight area. Use the dual gimbal to deploy two payloads, such as visual and thermal sensors.”

Sentera PHX Complete System

$8,499 – $11,749

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Sentera PHX Complete System

According to Sentera: “Sentera’s PHX™ is a highly-reliable, easy-to-use, hand-launchable fixed-wing drone that gives you the ability to view live HD video and capture a wide array of analytic data, including stand count, weed detection, and plant health using the newest variants of the Sentera Double 4K sensor payload.

Leveraging a new long-range omnidirectional communication link, the PHX has a reach of 2+ miles, quickly scouting large fields with precision and is ideal for experienced pilots. The PHX is the best-performing and best-valued professional fixed-wing drone available today.

The PHX is hot-swappable, accepting several different sensor types – including ultra-precise RTK GPS Double 4K sensor payloads.

Industry-leading Outcomes:

  • Deep Analytics: Purpose-build payload options allow you to perform stand count, weed detection, and plant health analytics. PHX is the only fixed-wing drone that maps stand counts and weed locations early in the growing season when action matters. Sentera’s FieldAgent™ data analytics software allows PHX users to create accurate maps and make decisions at the field edge without an internet connection.
  • Long-range: By using an omnidirectional, industrial-grade communications link, the PHX is designed to fly up to two miles away or more. This is helpful for users with BVLOS permissions, and ideal for the average user who stays within the typical one-mile VLOS range.
  • Fast Setup: A small, lightweight, plug-and-play communication box and streamlined pre-flight checklist enable you to easily go from setup to launch quickly and easily.
  • Multiple Payload Options: The 2019 PHX accepts the newest versions of Sentera Double 4K sensors, allowing you to capture more crop health data and gain deeper insights. Ultra-precise RTK GPS is an available option for all PHX Double 4K sensor payloads.

With a cruise speed of 35mph and up to a 59-minute endurance, the PHX is capable of covering broad areas that other drones of the same size cannot. In a single flight, the PHX can collect data from 700 acres.

Leverage the PHX RTK variant to achieve sub-5cm and better accuracy on orthomosaics and 3D mapping and modeling products. Achieve this without the need for surveyed ground control points or time-consuming post-processing of the GPS data. An ideal solution for survey, agriculture, and mapping customers who need to reliably – and quickly – capture precision data, the dual-band RTK payload delivers true L1/L2, multi-constellation RTK to the PHX. Sentera’s latest offering shatters the cost barrier for industrial-grade, dual-frequency RTK-enabled image collection.”

5G is about to Change the Way We Live


A new technology was introduced in 2018 that is about to change worldwide telecommunications. It is the fifth-generation cellular technology hence its name 5G. It is also known as 5G NR (5G New Radio). Not only will it be much faster, but latency time will be dramatically shorter. Initially data communications will start in the 300 to 500 Mb per second range and grow to the 10 Gb per second and then 20 Gb per second speeds will become normal.


Some of the 5G benefits that have been talked about in common discussion points:


Remote surgery

Because 5G virtually eliminates latency means that a surgeon may not have to be in the same room as a patient in the future.

Ericsson Company says:  “Inspired by the benefits of 5G technology, Ericsson is collaborating with King’s College London to form exciting industry partnerships with the view to improve quality of life and work in society through technology innovation. Carefully chosen partners are enabling compelling research into key technological fields, dreaming up new applications and services to influence a variety of industries and disrupt our preconceptions.

The 5G research being undertaken in the fields of medicine, education, gaming and culture is expanding the limits of technological imagination, whether it’s by using the internet to facilitate surgery on the other side of the planet, drastically reducing latency for truly immersive mobile gaming experiences, making expert skills and knowledge available to anyone through remote transfer, or allowing musicians scattered across the globe to play together in harmony.”

Autonomous vehicles

Tim Baxter, President Samsung US has said: “The key to realizing 5G is finding the right match between network capabilities and use cases. Such a formula creates flexibility that will allow different applications, each with their different demands, to thrive. While some 5G applications will require a national ecosystem – an ubiquitous network and devices that can access and utilize that network – others will thrive when powered by small scale networks that operate at a local or even venue level.

In our neighborhoods, 5G will bring broadband-level data speeds via easily-installed Fixed Wireless Access (FWA) points that enable connected home solutions such as 4K streaming, wireless gaming and security, and IoT solutions. For businesses, the high speed and low latency of 5G via FWA will enable venue-based service and hospitality platforms that enhance guest experiences using video, photo, augmented reality, and crowd management services.

On the other hand, regional corridors of 5G connectivity between urban centers will enable a different set of use cases for applications where constant connectivity is critical, but the services are only required in a somewhat restricted geographic area.

This type of network will turn trains and buses and roadways into 5G-powered environments, enabling passengers to access enhanced services while they ride, powering connected driving experiences, smart traffic lights and roadways and eventually autonomous vehicles. 5G corridors will provide backhaul to other wired and wireless networks – enabling further broadband access and completion — and they will enable enhanced fleet management and emergency services as trucks and ambulances better navigate cities and traffic.”

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