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Turning Agricultural Data Into Decisions is Goal of MSU Researcher

By Kathryn Kendall

Modern agriculture generates more data than ever before from various sources such as drones, satellites, weather stations, and sensors. Much of this information remains disconnected, underutilized, or too complex to inform real time decisions. Producers often struggle to turn these multiple and complex datasets into practical tools that improve crop performance and sustainability. As part of Michigan State University's goal to provide leading technologies and solutions, Anjin Chang, Ph.D., joins the Department of Biosystems and Agricultural Engineering. He is addressing this challenge by developing data-driven smart agriculture systems that integrate diverse data sources and transform them into intuitive decision-making support tools.

Over the past decade, Chang has specialized in high-quality imaging technologies, leveraging data collected from drones, satellites, and image sensing systems. By monitoring crops throughout the growing season, his research applies artificial intelligence and advanced modeling techniques to analyze plant health, predict outcomes, and support timely management decisions.

“For data-driven agricultural applications and practices, advanced analytics and artificial intelligence are only as powerful as the data behind them.” said Chang “If data are noisy, inconsistent, or poorly collected, even the most sophisticated models can produce misleading results. My research emphasizes collecting high-quality data and establishing standardized data-processing frameworks for smart agriculture, because reliable data are the foundation for trustworthy decision-making tools that producers can confidently use in real-world agricultural systems.”

Source : msu.edu

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Canadian Wildfire Smoke Creates a Red Sunrise Over North Carolina Sunflower field - July 2026

Video: Canadian Wildfire Smoke Creates a Red Sunrise Over North Carolina Sunflower field - July 2026

A sunrise unlike any other.

This peaceful morning at Dorothea Dix Park in Raleigh, North Carolina was transformed by smoke drifting south from the Canadian wildfires. As the rising sun filtered through the haze, the sky glowed in deep shades of red and orange, casting a surreal light over the blooming sunflower field. While the colors were breathtaking, they also served as a reminder of how connected our environment is. Smoke from wildfires hundreds of miles away changed the appearance of a North Carolina sunrise, creating a rare and unforgettable moment in nature.

Take a few minutes to experience this quiet morning as the sun slowly rises through the smoky haze above one of Raleigh's most beloved summer landscapes.