Developing machine learning models for wheat yield prediction using ground-based data, satellite-based actual evapotranspiration and vegetation indices

MN Jahromi, S Zand-Parsa, F Razzaghi… - European Journal of …, 2023 - Elsevier
Timely and accurate crop yield estimation is important for adjusting agronomic management
and enseuring agricultural sustainability. Machine learning (ML) algorithms provide new …

Improved yield prediction of winter wheat using a novel two-dimensional deep regression neural network trained via remote sensing

G Morales, JW Sheppard, PB Hegedus, BD Maxwell - Sensors, 2023 - mdpi.com
In recent years, the use of remotely sensed and on-ground observations of crop fields, in
conjunction with machine learning techniques, has led to highly accurate crop yield …

[PDF][PDF] Generation of site-specific nitrogen response curves for winter wheat using deep learning

G Morales, J Sheppard, A Peerlinck… - 15th International …, 2022 - cs.montana.edu
Nitrogen fertilizer response (N-response) curves are tools used to support farm management
decisions. The conventional approach to model an N-response curve is to fit crop yield in …

On-Farm Precision Experiments (OFPE) framework: tapping local data to optimize crop sub-field scale decisions

P Hegedus, B Maxwell, J Sheppard, S Loewen, H Duff… - 2022 - preprints.org
Precision agriculture and open-source data repositories provide a plethora of field-specific
ecological data about agroecosystems, but few mechanisms have been developed to turn …

[PDF][PDF] MULTI-AND MANY-OBJECTIVE FACTORED EVOLUTIONARY ALGORITHMS

A Peerlinck - 2023 - cs.montana.edu
Many quantitative problems that occur in disciplines such as physics, engineering, and
economics can be defined through mathematical principles; solving these problems is …

A Satellite Imagery Approach to Estimating Migratory Flows in Guatemala Using Convolutional Neural Networks

S Larimer - 2023 - scholarworks.wm.edu
Being able to predict migratory flows is important in ensuring political, social, and economic
stability. In the wake of violence, unrest, natural disasters, and social pressures, millions of …