Crop Yield Prediction: Weather & Growing Degree Days

simulator intermediate ~10 min
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Yield ≈ 7.2 t/ha — moderate conditions, good potential

At 22°C average temperature with 350 mm rainfall over a 120-day season, predicted wheat yield is approximately 7.2 tonnes per hectare, with growing degree day accumulation near the 1400 GDD target.

Formula

GDD = Σ max(T_avg(day) - T_base, 0) for each day in growing season
Yield = Y_max × min(GDD / GDD_target, 1) × water_factor × (1 - heat_penalty)
Water_factor = min(rainfall / optimal_rainfall, 1.0)

Weather: The Farmer's Variable

Despite advances in seed genetics, soil management, and pest control, weather remains the single largest determinant of crop yield. A well-timed rain during grain filling can add tonnes per hectare; a heatwave during flowering can devastate an entire harvest. Understanding the quantitative relationship between weather variables and yield is the foundation of agricultural forecasting.

Growing Degree Days: Nature's Clock

Plants do not respond to calendar dates — they respond to accumulated heat. Growing degree days (GDD) measure the thermal time a crop has experienced above its base temperature. Wheat needs roughly 1,400 GDD to reach maturity (base 10°C), while corn requires about 2,500 GDD. This explains why the same variety matures faster in warm climates and slower in cool ones.

Water and Heat Stress

Crop yield responds non-linearly to both water and temperature. Moderate water deficit activates stress responses that reduce but do not eliminate yield. Severe deficit during critical stages — flowering and grain filling — causes irreversible damage. Similarly, brief heat spikes above 35°C can sterilize pollen, causing empty grain heads even if the rest of the season is perfect.

From Weather to Harvest

This simulation generates a synthetic growing season using the temperature and rainfall parameters, then calculates yield from accumulated GDD, water availability, and heat stress penalties. Adjust the parameters to explore how climate variability translates to harvest variability — and why a few extreme days can matter more than seasonal averages.

FAQ

What are growing degree days (GDD)?

Growing degree days measure accumulated heat above a base temperature (typically 10°C for wheat and corn). Each day contributes max(T_avg - T_base, 0) to the GDD total. Crops require a species-specific GDD sum to reach maturity — about 1400 for wheat and 2500 for corn.

How does temperature affect crop yield?

Crops have an optimal temperature range (typically 20–30°C for warm-season crops). Below the base temperature, growth halts. Above ~35°C, heat stress damages enzymes, reduces photosynthesis, and can sterilize pollen during flowering — the most heat-sensitive growth stage.

How much rainfall does wheat need?

Wheat requires approximately 300–500 mm of water during the growing season for optimal yield. Below 250 mm, water stress significantly reduces yield. The timing of rainfall matters as much as the total — moisture during grain filling is especially critical.

Can yield prediction models account for climate change?

Modern crop models simulate yield under various climate scenarios by adjusting temperature, CO₂, and precipitation inputs. Most models predict that warming above 1.5°C will reduce global cereal yields by 5–10% per degree, though CO₂ fertilization provides a partial offset for C3 crops like wheat.

Sources

Embed

<iframe src="https://homo-deus.com/lab/agriculture/yield-prediction/embed" width="100%" height="400" frameborder="0"></iframe>
View source on GitHub