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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 …
Key message Climate change and Genotype-by-Environment-by-Management interactions
together challenge our strategies for crop improvement. Research to advance prediction …
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
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 …
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
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 …
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
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 …
improves corn yield predictions in the US Corn Belt. The main objectives are to explore …
Forecasting corn yield with machine learning ensembles
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 …
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
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 …
satellite products and the rapid development of new algorithms remain a goal for precision …