Food Security · 2020 · 31 citations · 52 references
AgricultureAgronomyCrop SciencesCrop ModelingCrop ProductionYield MonitoringYield Data IntegrationYield EstimationYield ForecastingYield PredictionAgricultural Yield ForecastingField Survey DesignField-level Yield ForecastingField-level Yield PredictionProcess-based Crop ModelingRegional Yield ForecastingSmallholder FarmersYield Simulation
Abstract Short term food security issues require reliable crop forecasting data to identify the population at risk of food insecurity and quantify the anticipated food deficit. The assessment of the current early warning and crop forecasting system which was designed in mid 80’s identified a number of deficiencies that have serious impact on the timeliness and reliability of the data. We developed a new method to forecast maize yield across smallholder farmers’ fields in Tanzania (Morogoro, Kagera and Tanga districts) by integrating field-based survey with a process-based mechanistic crop simulation model. The method has shown to provide acceptable forecasts (r 2 values of 0.94, 0.88 and 0.5 in Tanga, Morogoro and Kagera districts, respectively) 14–77 days prior to crop harvest across the three districts, in spite of wide range of maize growing conditions (final yields ranged from 0.2–5.9 t/ha). This study highlights the possibility of achieving accurate yield forecasts, and scaling up to regional levels for smallholder farming systems, where uncertainties in management conditions and field size are large.
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Brief history of agricultural systems modeling
James W. Jones, John M. Antle, Bruno Basso et al. · Agricultural Systems · 2016 · 675 citations · Full text
Agriculture, Agronomy, Crop Modeling +10
A scalable satellite-based crop yield mapper
David B. Lobell, David Thau, Christopher Seifert et al. · Remote Sensing of Environment · 2015 · 580 citations
Agriculture, Agronomy, Crop Sciences +12