CPC G01W 1/10 (2013.01) [G06N 5/02 (2013.01); G06N 5/04 (2013.01); G06N 20/00 (2019.01); G01W 2203/00 (2013.01)] | 19 Claims |
1. A computer-implemented method, comprising:
obtaining, by a processor, an ensemble of weather models for forecasting weather conditions at a field associated with an agricultural operation;
obtaining, by the processor, output data from executing the ensemble of weather models for a past period of time;
receiving observed weather data for the past period of time;
generating, by the processor, calibrating data from the output data and the observed weather data, using machine learning techniques;
updating the ensemble of weather models to an ensemble of updated weather models based on the calibrating data;
executing the ensemble of updated weather models for a future time to generate a list of weather forecasts for the field;
computing a probability distribution function (PDF) based on the list of weather forecasts;
causing displaying a stacked bar graph based on the PDF.
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