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Varieties
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It is possible to simulate different crop cultivars with LPJmL for wheat and rapeseed (spring and winter cultivar), as well as for maize and sunflower (temperate and tropical cultivar) by varying the phenological heat units (Phu) and/or the base temperature which determines the length of the growing period[1].
Crop | Base temperature | Phenological heat units |
Spring Wheat | 0°C | 1000°Cd-2700°Cd depending on mean temperature |
Spring Rapeseed | 0°C | 1000°Cd-2700°Cd depending on mean temperature |
Winter Wheat | 0°C | 1700°Cd-2900°Cd depending on sowing day |
Winter Rapeseed | 0°C | 2100°Cd-3300°Cd depending on sowing day |
Sunflower | 6°C | 1000°Cd-1600°Cd depending on mean temperature |
Maize | 5°C-15°C depending on mean temperature | 1600°Cd |
A winter cultivar is grown if the winter is not too long and this condition is defined in calc_seasonality.c as:
- northern hemisphere: winter wheat if daily temperatures fall below 12°C (temp_fall) after day 258 (sdatenh)
- southern hemisphere: winter wheat if daily temperature fall below 12°C after day 90 (sdatesh)
- northern hemisphere: winter rapeseed if daily temperatures fall below 17°C (temp_fall) after day 241 (sdatenh)
- southern hemisphere: winter rapeseed if daily temperatures fall below 17°C after day 61 (sdatesh)
Phu is calculated:
- for winter wheat/rapeseed (Fig1 and 2, left panel and phen_variety.c)
with
keyday = 0 (lat>=0)
keyday = 365 (lat<0)
and
Crop | PHU_low | PHU_high |
wheat | 1700.0 | 2876.9 |
rapeseed | 2100.0 | 3279.7 |
- for spring wheat/rapeseed (Fig1 and 2, right panel and phen_variety.c)
where TB is the base temperature (0°C) and TA20 is the 20-year mean annual temperature
and
Crop | PHU_low | PHU_high |
wheat | 1000.0 | 2648.4 |
rapeseed | 1000.0 | 2648.4 |
Figure 1: Phenological heat units for wheat calculated from left) sowing day for winter wheat and, right) 20-years mean annual temperature for spring wheat.
Figure 2: Phenological heat units for rapeseed calculated from left) sowing day for winter rapeseed and, right) 20-years mean annual temperature for spring rapeseed.
PHU is calculated (Fig.3) as:
with *Tvalue = 6°C
Figure 3: PHU for sunflower calculated from 20-years mean annual temperature.
Distinguish between a tropical and a temperate cultivar with different base temperatures depending on the mean annual temperature (Fig4).
with *Tvalue = 5°C, *Tvalue,min = 15°C and *Tvalue,diff = 3°C.
Figure 4: Base temperature for maize calculated from 20-years mean annual temperature.
par/pft.par | set cultivar-specific parameters for wheat and rapeseed |
set cultivar-specific parameters for maize (base temperature) and sunflower (PHU) | |
TEMP_WTYP_CALC_SDATE | calculate sowing date depending on cultivar type |
crop/phenology_crop.c | set different hlimit for spring and winter cultivars |
crop/phen_variety.c | set crop~~phu and crop~~>pvd for spring and winter cultivars |
crop/calc_seasonality.c | calculate sowing month for spring and winter cultivars |
crop/sowing_season.c | calculate sowing date for spring and winter cultivars |
Crop functional types, Sowing dates
- Bondeau, A., Smith, P.C., Zaehle, S., Schaphoff, S., Lucht, W., Cramer, W., Gerten, D., Lotze-Campen, H., Müller, C., Reichstein, M.,Smith, B., 2007. Modelling the role of agriculture for the 20th century global terrestrial carbon balance. Global Change Biology. 13, 679-706.