AnBowell / SimFarm2030

Attempting to forecast wheat yields in the UK using Bayesian methods. This was a project undertaken over my second year at university, and mostly contains analysis scripts.

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SimFarm2030

This GitHub contains python scripts which will allow the reading and plotting of netCDF4 files as well as adapted FACYNation codes

Andrew To Do

  • Create Python script to read netCDF4 files
  • Create Python scipt to plot the data
  • Collect ALL data needed
  • Start adapting FACYNation codes
  • Train model on 5 regions and predict on a sixth

To Do

  • Model AOT40 over the entire county. Can then be used as an input to yield model (3-D Guassian)
  • Change stan model from monthly rain/temp inputs to daily
  • Define a weighting for months running up to harvest
  • Compare test site to performance over the UK.

Here are some example images from the project's data so far.

Plot Of Average Monthly Temp Plot Of Daily Rainfall

Here is a flow chart explaining the process of adapting the FACYnation codes (Clickable links only available as PDF found at bottom of page)

https://raw.githubusercontent.com/AnBowell/SimFarm2030/master/Example_Images/FlowChart/FACY2SIM.pdf

About

Attempting to forecast wheat yields in the UK using Bayesian methods. This was a project undertaken over my second year at university, and mostly contains analysis scripts.


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Language:Jupyter Notebook 99.9%Language:Stan 0.1%Language:Python 0.0%