Tackling G× E× M interactions to close on-farm yield-gaps: creating novel pathways for crop improvement by predicting contributions of genetics and management to …

M Cooper, KP Voss-Fels, CD Messina, T Tang… - Theoretical and Applied …, 2021 - Springer
Key message Climate change and Genotype-by-Environment-by-Management interactions
together challenge our strategies for crop improvement. Research to advance prediction …

[PDF][PDF] Forecasting of crop yield using remote sensing data, agrarian factors and machine learning approaches

JP Bharadiya, NT Tzenios, M Reddy - Journal of Engineering …, 2023 - researchgate.net
The art of predicting crop production is done before the crop is harvested. Crop output
forecasts will help people make timely judgments concerning food policy, prices in markets …

Two decades of harnessing standing genetic variation for physiological traits to improve drought tolerance in maize

CD Messina, C Gho, GL Hammer… - Journal of …, 2023 - academic.oup.com
We review approaches to maize breeding for improved drought tolerance during flowering
and grain filling in the central and western US corn belt and place our findings in the context …

Coupling machine learning and crop modeling improves crop yield prediction in the US Corn Belt

M Shahhosseini, G Hu, I Huber, SV Archontoulis - Scientific reports, 2021 - nature.com
This study investigates whether coupling crop modeling and machine learning (ML)
improves corn yield predictions in the US Corn Belt. The main objectives are to explore …

Forecasting corn yield with machine learning ensembles

M Shahhosseini, G Hu, SV Archontoulis - Frontiers in Plant Science, 2020 - frontiersin.org
The emergence of new technologies to synthesize and analyze big data with high-
performance computing has increased our capacity to more accurately predict crop yields …

Integrating random forest and crop modeling improves the crop yield prediction of winter wheat and oil seed rape

MS Dhillon, T Dahms, C Kuebert-Flock… - Frontiers in Remote …, 2023 - frontiersin.org
The fast and accurate yield estimates with the increasing availability and variety of global
satellite products and the rapid development of new algorithms remain a goal for precision …