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A total of 26 indicators are provided, covering the global land area at the spatial resolution of 0.5°x0.5° lat-lon grid. For many indicators a dekad1resolution is used, a unit often used in agricultural sciences that allows aggregation of (summable) indicators to varying growing seasons and crop phenological phases around the world, more precisely than a monthly resolution would. A brief review of the agroclimatic indicators provided by C3S global agrilculture SIS is given in tables below:

DATA DESCRIPTION

Horizontal coverage

Global

Horizontal resolution

0.5° x 0.5°

Temporal coverage

1951 to 2099

Temporal resolution

Dekad (10 daily) Seasonal
Yearly

Seasonal

netCDF-4

Yearly

Grid


 

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1 10-Day period (1st-10th, 11th-20th, 21st – end of month). 36 dekads for each year. See section 2.2.4 for more information


MAIN VALRIABLES

Variable

Description

Units

CDD

Maximum number of consecutive dry days (Drought spell)

day

CFD

Maximum number of consecutive frost days (Cold spell)

day

CSDI

Cold-spell duration index

day

WSDI

Warm-spell duration index

day

CSU

Maximum number of consecutive summer days (Hot spell)

day

CWD

Maximum number of consecutive wet days (Wet spell)

day

WW

Warm and wet days

day

DTR

Mean of diurnal temperature range

°C

BEDD

Biologically Effective Degree Days

°C

GSL

Growing Season Length

day

FD

Frost Days

day

ID

Ice Days

day

R10mm

Heavy precipitation days

day

R20mm

Very heavy precipitation days

day

RR

Precipitation sum

mm

RR1

Wet Days

day

SDII

Simple daily intensity index

mm

SU

Summer days

day

TG

Mean of daily mean temperature

K

TN

Mean of daily minimum temperature

K

TNn

Minimum value of the daily minimum Temperature

K

TNx

Maximum value of the daily minimum temperature

K

TR

Tropical nights

day

TX

Mean of daily maximum temperature

K

TXn

Minimum value of daily maximum temperature

K

TXx

Maximum value of daily maximum temperature

K


From this list the following indicators: CDD, CFD, CSDI , WSDI, CSU, CWD have a seasonal resolution, and the GSL has an annual resolution. All others have dekadal resolution.

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Table 1: List of agroclimatic indicators, their description and general application in agriscience

Acronym

Description

Application


CDD

Maximum number of consecutive dry days
(Drought spell)

Drought monitoring, drought damage indicator


CFD

Maximum number of consecutive frost days
(Cold spell)


General frost damage indicator

CSDI

Cold-spell duration index

Provides information on reduced
blossom formation or reduced growth


WSDI


Warm-spell duration index

Provide an indication concerning the occurrence of heat stress on reduced
blossom formation or reduced growth.


CSU

Maximum number of consecutive summer days
(Hot spell)

Provides information on
heat stress or on optimal growth for C4 crops (e.g. maize)


CWD

Maximum number of consecutive wet days
(Wet spell)

Provides information on drought/oxygen stress/ crop growth (i.e. less radiation interception during rainy
days)



WW



Warm and wet days

Provide an indication of occurrence of various pests insects and especially fungi Provides an indication concerning the crop development, especially leave formation.


DTR


Mean of diurnal temperature range

Provides information on climate variability and change. Also serves as the proxy for information on the clarity
(transmittance) of the atmosphere

BEDD*)

Biologically Effective Degree Days

Determines crop development stages/rates. Crop development will decelerate/accelerate below and above certain threshold temperatures.

GSL

Growing Season Length

Provides an indication whether a crop or a combination of crops can be sown and subsequently reach maturity within a
certain time frame

FD

Frost Days

Provides information on frost damage

ID

Ice Days

Provides information on frost damage

R10mm

Heavy precipitation days

Provides information on crop damage
and runoff losses

R20mm

Very heavy precipitation days

Provides information on crop damage
and runoff losses

RR

Precipitation sum

Provides information on possible water shortage or excess.

RR1

Wet Days

Provides information on intercepted
reduction

SDII

Simple daily intensity index

Provides information on possible run off
losses.



SU*)



Summer days

Provide an indication concerning the occurrence of heat stress. Also base for crop specific variants for heat/cold
stress (above/below the crop specific optimal temperature thresholds)

TG

Mean of daily mean temperature

Provides information on long-term
climate variability and change

TN

Mean of daily minimum temperature

Provides information on long-term
climate variability and change

TNn

Minimum value of the daily minimum Temperature

Provides information on long-term climate variability and change

TNx

Maximum value of the daily
minimum temperature

Provides information on long-term
climate variability and change

TR

Tropical nights

Provide an indication of occurrence of
various pests.

TX

Mean of daily maximum temperature

Provides information on long-term climate variability and change

TXn

Minimum value of daily maximum
temperature

Provides information on long-term
climate variability and change

TXx

Maximum value of daily maximum
temperature

Provides information on long-term
climate variability and change

*) these indicators have been pre-calculated for the range of threshold temperatures

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Table 2: Availability of ISIMIP Fast Track climate datasets

Climate Model

Scenario

Historical

rcp26

rcp45

rcp60

rcp85

GFDL-ESM2M

HadGEM2-ES

IPSL-CM5A-LR

MIROC-ESM-CHEM

NorESM1-M

Agroclimatic indicators have been pre-calculated for this complete matrix of GCM/RCP combinations.

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For further documentation on the origin and processing of these data see Global Agriculture SIS Algorithm Theoretical Basis Document (ATBD) documentdocument.
The following variables can be accessed through the Toolbox:

Variable

Description

area_rs_h

harvested area, rainfed, subsistence

area_rs_p

physical area, rainfed, subsistence

area_rh_h

harvested area, rainfed, high input

area_rh_p

physical area, rainfed, high input

area_rl_h

harvested area, rainfed, low input

area_rl_p

physical area, rainfed, low input

area_ir_h

harvested area, irrigated

area_ir_p

physical area, irrigated

sow_a

average sowing/planting dekad

sow_e

early sowing/planting dekad

sow_l

late sowing/planting dekad

har_a

average harvest dekad

har_e

early harvest dekad

har_l

late harvest dekad

tsumEA

temperature sum from emergence to anthesis

tsumAM

temperature sum from anthesis to maturity

tsumEM

temperature sum from emergence to maturity

ME1*)

mega environment 1

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mega environment n

ME8/12

mega environment 12 for wheat, mega environment 8 for maize

*) only provided for wheat and maize; definition of each mega environments in terms of climatic constraints differ per crop; see ATBD document.

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