Table 2 Fuzzy IF-THEN modelling rules for wheat and maize yield prediction.

From: Modeling impacts of climate-induced yield variability and adaptations on wheat and maize in a sub-tropical monsoon climate - using fuzzy logic

 

Wheat (winter)

Maize Winter

Maize Summer

Stages

Temp.

Days

Yield

Temp.

Days

Yield

Temp.

Days

Yield

Sowing Time

Low

Early

Low

Low

Early

Low

Low

Early

Low

Optimum

Average

Optimum

Low

Optimum

Low

Late

Low

Late

Low

Late

Low

Moderate

Early

Average

Moderate

Early

High

Moderate

Early

Average

Optimum

High

Optimum

High

Optimum

High

Late

Average

Late

Average

Late

Average

High

Early

Low

High

Early

Average

High

Early

Average

Optimum

Average

Optimum

Average

Optimum

Low

Late

Low

Late

Low

Late

Low

Germination and Early Growth

Stages

Low

Early

Low

Low

Early

Low

Low

Early

Low

Optimum

Average

Optimum

Average

Optimum

Low

Late

Low

Late

Average

Late

Low

Moderate

Early

Average

Moderate

Early

Average

Moderate

Early

High

Optimum

High

Optimum

High

Optimum

High

Late

Average

Late

High

Late

Average

High

Early

Low

High

Early

Average

High

Early

Average

Optimum

Average

Optimum

Average

Optimum

Average

Late

Low

Late

Low

Late

Low

Flowering

Stage

Low

Early

Average

Low

Early

High

Low

Early

Low

Optimum

Average

Optimum

High

Optimum

Low

Late

Low

Late

Average

Late

Low

Moderate

Early

Average

Moderate

Early

Average

Moderate

Early

Average

Optimum

High

Optimum

Average

Optimum

Average

Late

Average

Late

Average

Late

Average

High

Early

Average

High

Early

Average

High

Early

High

Optimum

Low

Optimum

Low

Optimum

High

Late

Low

Late

Low

Late

Average

Grain

Formation Stage

Low

Early

Average

Low

Early

High

Low

Early

Low

Optimum

Average

Optimum

High

Optimum

Low

Late

Low

Late

Average

Late

Low

Moderate

Early

High

Moderate

Early

Average

Moderate

Early

High

Optimum

High

Optimum

Average

Optimum

High

Late

Average

Late

Average

Late

Average

High

Early

Low

High

Early

Average

High

Early

Average

Optimum

Low

Optimum

Low

Optimum

Low

Late

Low

Late

Low

Late

Low

Ripening

Stage

Low

Early

Average

Low

Early

Low

Low

Early

Low

Optimum

High

Optimum

Low

Optimum

Low

Late

Average

Late

Low

Late

Low

Moderate

Early

Average

Moderate

Early

High

Moderate

Early

Average

Optimum

Average

Optimum

High

Optimum

Average

Late

Low

Late

Average

Late

Average

High

Early

Low

High

Early

Average

High

Early

High

Optimum

Low

Optimum

Low

Optimum

High

Late

Low

Late

Low

Late

Average

Whole

growing Season

Temperature

Rainfall

yield

Temperature

Rainfall

yield

Temperature

Rainfall

Yield

Low

Light

Low

Low

Light

Low

Low

Light

Low

Moderate

Average

Moderate

Average

Moderate

Average

Heavy

Low

Heavy

Average

Heavy

Average

Moderate

Light

Average

Moderate

Light

Average

Moderate

Light

Low

Moderate

High

Moderate

High

Moderate

High

Heavy

Average

Heavy

High

Heavy

High

High

Light

Low

High

Light

Average

High

Light

Low

Moderate

Low

Moderate

Average

Moderate

High

Heavy

Low

Heavy

Low

Heavy

High