Artificial Intelligence

Walmart is testing a new system to better manage fruit supply

by Talk Business & Politics staff (staff2@talkbusiness.net)

Walmart is partnering with Israel-based Agristask, a crop supply chain company, to test the effectiveness of artificial intelligence (AI) technology in sourcing fresh fruit such as blackberries and cherries.

Agritask’s remote sensing and data analytics tools can help sourcing managers at Walmart make better decisions on seasonal fruit crop yields. Walmart said the Insights will include immediate alerts on emerging or forming risks and their potential impact on target crops, real-time assessment of timing, delays, or advances in expected harvest, and updated indications on meeting yield targets throughout the growing season.

“Dealing with challenges in purchasing and planning accuracy in agriculture due to data discrepancies and environmental uncertainties can be tough,” said Kyle Carlyle, vice president of sourcing innovation and surety of supply at Walmart. “Agritask’s technology has the potential to fill vital information gaps that sourcing managers often face when predicting yield.”

Walmart is testing a new system to better manage fruit supply

Researchers awarded $5M to develop AI platform strengthening regional food systems

By University of Arkansas System

FAYETTEVILLE, Ark. — Artificial intelligence and machine learning are being explored with several aspects of agriculture, including streamlining regional food systems.

Two Arkansas Agricultural Experiment Station researchers have joined a collaborative effort led by the Institute for Integrative and Innovative Research, or I3R, to develop Cultivate IQ, an AI-driven platform that seeks to integrate sales and production data from across the farm-to-market supply chain to help plan and manage regional food supplies.

CULTIVATE IQ — Improving farm-to-market supply chains on a regional level is the goal of Cultivate IQ, a platform under development by the Institute for Integrative and Innovative Research at the University of Arkansas. (U of A System Division of Agriculture photo)

The Cultivate IQ project’s development team was recently awarded a $5 million National Science Foundation Phase II investment. The additional funding from the NSF Convergence Accelerator brings the total federal investment in the University of Arkansas-led project to nearly $6 million.

Safe and productive

Kristen Gibson, professor and director of the Center for Food Safety, and Trey Malone, assistant professor of agricultural economics and agribusiness, are part of the multi-state team of researchers and regional industry partners that are continuing to develop Cultivate IQ with the funding. The experiment station is the research arm of the University of Arkansas System Division of Agriculture.

“Regional food systems can’t work unless they’re safe,” Gibson said. “There are regulatory aspects to meet, and barriers growers may face when connecting to certain groups.”

Gibson is also offering guidance on quality assurance management goals that will be used for vetting growers.

On the economics side of things, Malone is working with the group to evaluate the agri-food supply chains and identify unique datasets that are largely in the specialty crop space for small and medium-sized farms.

“This project represents a unique opportunity for us to integrate the on-campus technology into the land grant mission,” Malone said. “I’m really excited to get started and I am intrigued by the potential that AI presents in helping farmers make their planting and pricing decisions.”

The Cultivate IQ project aims to integrate sales and production data from across the farm-to-market supply chain to help plan and manage regional food supplies. Local food buyers, including aggregators and distributors, will host their growers on the platform, extending access to market insights, production planning tools and purchase orders.

Agriculture is Arkansas’ top industry, and the Arkansas Delta is one of the most fertile agricultural regions in the country, Malone noted. Northwest Arkansas also has one of the highest concentrations of small-scale farmers in the state, he said. According to the latest Arkansas Agriculture Profile, the state consistently ranks in the top one-third in the nation for agricultural cash farm receipts.

Avoiding both overproduction and underproduction can minimize food loss and can have a positive economic impact on smaller farms by opening up new market channels, says Meredith Adkins, assistant research professor with I3R and the project’s principal investigator.

“Our global food system is fragile, and disruption in the system is a national security concern,” Adkins said. “Small and mid-sized farms and mission-driven local food distributors, such as food hubs, play an important role in strengthening our regional food systems, but they face real barriers including access to real-time marketplace insights such as pricing, supply and demand. Cultivate IQ aims to enable these end users to compete more effectively by making regionally relevant data insights more accessible.”  

Collaboration leads to solutions

Adkins’ team is composed of researchers from across the University of Arkansas System, as well as the University of Florida, University of Wisconsin-Madison, local industry partners Cureate and Junction AI. The team is one of seven multidisciplinary teams from the NSF Convergence Accelerator’s Track J: Food and Nutrition Security selected to advance from Phase 1, which focused on developing proof of concept, to Phase 2, in which the concept will be fully developed and deployed.  

Ranu Jung, associate vice chancellor and I³R founding executive director, said the Cultivate IQ project advanced through the competitive process because it “will make a societal impact” and is an example of partnership and collaboration. Jung is also a senior adviser on the project.

“A collaborative approach between academic researchers, industry, government, nonprofits and other communities is important to optimize the production of food and connections between farmers and consumers, researchers and other stakeholders,” said Douglas Maughan, head of the NSF Convergence Accelerator program. “A lot of great work was accomplished by all teams in Phase 1, but there is still more to be done. The teams selected for Phase 2 are expected to build innovative, tangible solutions and strong partnerships to address food scarcity, irrigation issues, supply chain inequalities and inefficiencies, and more.”

The U.S. National Science Foundation launched the Convergence Accelerator program in 2019. It is aligned with the Directorate for Technology, Innovation and Partnerships, or TIP.

In addition to Adkins, Gibson and Malone, the Arkansas-based core team includes:

Thi Hoang Ngan Le, Ph.D., assistant professor, department of electrical engineering and computer science

Chase Rainwater, Ph.D., chair, department of industrial engineering

Kim Bryden, CEO, Cureate

Vance Reavie, CEO, Junction AI

Philip Sambol, project manager, I³R

Support staff at I³R, multiple undergraduate interns and graduate assistants are also working on the project under the mentorship of the co-investigators, including Benjamin Sapaning Sr., graduate assistant at I³R.

An interdisciplinary group of researchers will collaborate with the core team to support the success of the project. At the U of A, this includes the Center for Advanced Spatial Technologies, directed by Jack Cothren, Ph.D., who will support the project’s geospatial data models for regional crop supply, as well as the Indigenous Food and Agriculture Initiative at the School of Law, represented by Associate Director Carly Griffith Hotvedt, J.D./MPA, who advises the project on engagement with indigenous communities. Marty Matlock, Ph.D., a food systems expert and ecological engineer who recently served as senior adviser to the U.S. Secretary of Agriculture, also serves as an adviser to the team. Yasser Sanad, DVM, MVSC, Ph.D., leads University of Arkansas at Pine Bluff’s engagement with the project in the Central Arkansas Delta. 

Two land-grant institutions outside of the state are also collaborating, including the University of Florida, represented by agricultural economist Di Fang, Ph.D., and two team members from the Center for Integrated Agricultural Systems at the University of Wisconsin-Madison. Erin Silva, Ph.D. and John Hendrickson at the University of Wisconsin-Madison are experts on farm viability and cost of production analysis by market channel.

Watch the team’s Phase 1 video and learn more about how the team is “Unlocking the Power of Convergence Research for Societal Impact.”

To learn more about Division of Agriculture research, visit the Arkansas Agricultural Experiment Station website: https://aaes.uada.edu. Follow on Twitter at @ArkAgResearch. To learn more about the Division of Agriculture, visit https://uada.edu/. Follow us on Twitter at @AgInArk. To learn about extension programs in Arkansas, contact your local Cooperative Extension Service agent or visit www.uaex.uada.edu.

Artificial intelligence in agriculture isn’t the future; it’s now

By Brittaney Mann
U of A System Division of Agriculture

FAYETTEVILLE, Ark. — Cengiz Koparan knows first-hand the need for agricultural technology.

PRECISION AG — Cengiz Koparan is assistant professor of precision agriculture technology. (U of A System Division of Agriculture photo by Fred Miller)

Koparan planted 1,000 apple trees in Ankara, Turkey, in 2004. The demanding work of planting, maintaining and harvesting the apples in his orchard helped inspire his mission to put advanced robotics in the hands of more farmers.

Koparan, a new assistant professor of precision agriculture technology for the University of Arkansas and the University of Arkansas System Division of Agriculture, said the rapid rise of artificial intelligence is already making cutting-edge technology more available.

“It’s no longer a future,” Koparan said about automating agricultural systems and technology. “Fifteen years ago it was the future, but now it’s here.”

Koparan’s research aims to improve agricultural practices through robotic systems. Part of his research involves using artificial intelligence to reduce labor shortages and make farm technology more approachable for producers.

Koparan said that as technologies become more complex, artificial intelligence could make them more user-friendly.

“Someone needs to form a bridge between engineering applications and the operators,” Koparan said. “AI can fill some of this gap. If a machine or robot is based on artificial intelligence, then the end user won’t have to control all aspects and parameters of the robot.”

Researchers with the Arkansas Agricultural Experiment Station, the research arm of the Division of Agriculture, are already investigating numerous applications of artificial intelligence and machine learning. Experiment station scientists are evaluating new weed control technologies, designing systems to determine yield potential from aerial imagery and studying the use of artificial intelligence and robotics in chicken processing.

Encouraging student involvement

Koparan joined the University of Arkansas System in February. He has a dual role, working for both the Dale Bumpers College of Agricultural, Food and Life Sciences and the College of Engineering. He is in the department of agricultural education, communications and technology in the former, and the department of biological and agricultural engineering in the latter.

Since arriving in Arkansas, Koparan has established an agricultural robotics club at the university and received a $5,000 Student Success Grant from the university’s Global Campus. The grant will fund a reoccurring capstone project course beginning in spring 2024. Throughout the course, Koparan will instruct students on how to build a quadcopter and subsystems for site-specific precision agriculture applications.

The robotics club will compete in the American Society of Agricultural and Biological Engineers Annual International Meeting student robotics club competition in Omaha, Nebraska, on July 9, Koparan said.

“We need more student involvement in this type of research,” Koparan said. He said he learned a lot as a student in agricultural robotics clubs, and he sees the agriculture industry adopting these technologies more as time progresses.

Koparan received his bachelor’s degree in agricultural engineering from Ankara University in Turkey in 2008 and earned a master’s degree in business management from Cambridge College in 2012. Koparan then attended Clemson University, earning master’s and doctoral degrees in plant and environmental sciences in 2016 and 2020.

Koparan’s upcoming and current research includes using computer vision-integrated unmanned aerial vehicles, or drones, to count blackberry blossoms. He is also developing computer vision-based variable rate spraying systems focused on weed control in soybean crops using drones and unmanned ground vehicles.

As a doctoral student, Koparan worked on various projects using unmanned aerial and ground vehicles. His upcoming blackberry blossom research parallels one of his earlier projects that used image processing to count peach blossoms. He also contributed to research on developing water quality monitoring tools using drones, which helped improve watershed management in South Carolina.

His post-doctoral work focused on precision weed management using computer vision and artificial intelligence to drive a drone-based automated spraying system.

Koparan said his knowledge of engineering concepts combined with his awareness of agricultural practices allow him to explore possible solutions to issues in the industry.

“When you know how and you know there is a need, you do it,” Koparan said.

To learn more about Division of Agriculture research, visit the Arkansas Agricultural Experiment Station website: https://aaes.uada.edu/. Follow us on Twitter at @ArkAgResearch. To learn more about the Division of Agriculture, visit https://uada.edu/. Follow us on Twitter at @AgInArk. To learn about extension programs in Arkansas, contact your local Cooperative Extension Service agent or visit www.uaex.uada.edu.