Online-only Table 3.
Selected crop-specific yield models and coefficients.
Crop | Variable Coefficients | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Constant Term | GDD | Prec | Irr | VF | KDD34 | slgt10 | slgt30 | awc | GDD2 | Prec2 | GDD*Prec | Prec*Irr | |
Barley | 6.649962 | −2.86163 | 1.956107 | 0.211724 | ns | ns | 0.367577 | ns | ns | xxx | −1.207921 | −1.962384 | −1.283324 |
Cassava | 19.16283 | 0.666753 | −7.958917 | 8.454535 | ns | −5.187399 | ns | ns | ns | 4.660226 | ns | −7.958917 | ns |
Maize | 8.248736 | −2.447709 | 0.365055 | 0.680522 | ns | ns | ns | −1.132499 | ns | ns | ns | −0.890061 | ns |
Oil palm | 17.124405 | ns | ns | ns | ns | ns | ns | 5.247929 | ns | ns | ns | 0.070376 | ns |
Rapeseed | 2.812388 | ns | −0.837681 | xxx | 0.509829 | xxx | −0.852301 | −0.900022 | 0.0194 | −0.456553 | 0.07705 | ns | 0.043222 |
Rice | 7.265925 | −0.767782 | −1.664991 | 0.259963 | 0.228184 | −1.067667 | ns | ns | ns | ns | 0.192307 | ns | 0.06965 |
Sorghum | 6.3906 | −3.320566 | 0.343852 | 1.197672 | 0.223015 | ns | ns | ns | 0.119473 | ns | ns | −1.490304 | ns |
Soybean | 3.538115 | −0.480592 | ns | 0.180917 | ns | ns | ns | ns | ns | −0.249019 | 0.011759 | −0.17576 | −0.494005 |
Sugarcane | 81.3797 | −28.75697 | ns | ns | −12.95342 | −21.70054 | ns | ns | 0.306826 | 8.925447 | 5.231338 | −23.47809 | 8.766958 |
Wheat | 6.432947 | −1.893532 | 1.601218 | 0.186331 | 0.556901 | ns | ns | −1.23728 | ns | ns | 0.149179 | −1.310299 | −1.15477 |
Cells with value of “ns” indicated variable was not selected for corresponding crop-specific yield model. Abbreviations are as follows: GDD - annual growing degree days, Prec - mean annual precipitation, Irr - fraction irrigated, VF - temp of coldest month in a binary variable of 1 if coldest month of the year is between −8 °C and +5 °C or 0 if not, KDD34 - number of days with temp >34 °C, slgt10 - slope datasets to identify percent of 10 km cell greater than 10%, slgt30 - slope datasets to identify percent of 10 km cell greater than 30%, awc - soil water holding capacity for top 20 cm.