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Walloon Agricultural Research Centre Extending Crop Growth Monitoring System (CGMS) for mapping...
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Transcript of Walloon Agricultural Research Centre Extending Crop Growth Monitoring System (CGMS) for mapping...
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Extending Crop Growth Monitoring Extending Crop Growth Monitoring System (CGMS) for mapping drought System (CGMS) for mapping drought
stress at regional scalestress at regional scale
D. Buffet, R. OgerWalloon Agricultural Research Centre
Biometry, Data processing and Agrometeorology Unit
F. Delongueville, B. TychonUniversity of Liège, Sciences & Management Dept.
Workshop on Climatic Analysis and Mapping for Agriculture 14-17 June 2005, Bologna, Italy
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Walloon Agricultural Research Centre (CRA-W)Biometry, Data processing and Agrometeorology Unit
[email protected] – [email protected]
European heat-wave in summer European heat-wave in summer 20032003
August 2003 – © CNES
The effects of the drought on vegetation in August 2003 is clearly visible at a global scale.
Special meteorological weather conditions:
• Rainfall deficit• Higher temperatures
But similar or different impacts on various
crops ?
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Walloon Agricultural Research Centre (CRA-W)Biometry, Data processing and Agrometeorology Unit
[email protected] – [email protected]
Belgian conditions in 2003Belgian conditions in 2003
In Belgium, for specific crops, productivities were similar or better in 2003 than 2002 !!
Relative difference (%) between productivity in July 2003 with the same period in 2002. (Derived from SPOT-VGT images and meteorological data).
This can be explained by earlier maturity due to climatic conditions more favorable than last year at the same time.
Decade
DV
S (
Ph
en
olo
gic
al In
dex)
Monitoring drought stress spatially and
temporally
20032002
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Walloon Agricultural Research Centre (CRA-W)Biometry, Data processing and Agrometeorology Unit
[email protected] – [email protected]
What is drought?What is drought?
Drought is a temporary protracted period of deficient (unusual) in water or moisture availability. 3 different droughts can be considered; Meteorological, Hydrological and Agricultural droughts.(sources FAO & NDMC)
Agricultural Drought:Agricultural Drought:Agricultural drought occurs when there is not enough soil moisture to meet the needs of a particular crop at a particular time and in a particular place resulting in extensive damage to crops.
• It is the impact of meteorological and/or hydrological droughts on crop yields and quality. => Rainfall & Soil Moisture Monitoring
• Different impacts depending on the crop• Different impacts depending on the phenological stageSpatialised Drought Index based on soil moisture deficit ratio
and specific to crops and their growth cycle
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Walloon Agricultural Research Centre (CRA-W)Biometry, Data processing and Agrometeorology Unit
[email protected] – [email protected]
An integrated system : B-CGMSAn integrated system : B-CGMS
The aim of B-CGMS is to provide the Belgian authorities with reliable, timely and objective estimations of crop yields / productions at regional and national scales.
• Based on the EU-CGMS (MARS – JRC)
• B-CGMS = Agrometeorological model + Remote Sensing + Statistics
• B-CGMS monitors crop development, driven by:
1. meteorological conditions2. soil characteristics3. crop parameters4. satellite data
5 main crops + grasslands monitored at regional & national scales
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Walloon Agricultural Research Centre (CRA-W)Biometry, Data processing and Agrometeorology Unit
[email protected] – [email protected]
Extending B-CGMS for mapping Extending B-CGMS for mapping drought stress at regional scaledrought stress at regional scale
14 480 Elementary Mapping Units for Belgium
Grid weather Soil Mapping Units Administrative limits
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Walloon Agricultural Research Centre (CRA-W)Biometry, Data processing and Agrometeorology Unit
[email protected] – [email protected]
Extending B-CGMS for mapping Extending B-CGMS for mapping drought stress at regional scaledrought stress at regional scale
Development and integration of a Drought Stress Indicator using B-CGMS information (input and output data).
• Meteorological data
• Availability of spatially accurate soil characteristics
• Availability of spatially land-use/land-cover
• 5 main crops + grasslands parameters
• Spatial information
• Time series (Monitoring)
Drought Stress Index
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Walloon Agricultural Research Centre (CRA-W)Biometry, Data processing and Agrometeorology Unit
[email protected] – [email protected]
Step 1: Relative Soil Moisture IndexStep 1: Relative Soil Moisture Index [RSMI][RSMI]
θt - θwp
RSMI = θfc - θwp
Actual soil moisture content
[cm3 cm-3]
Soil moisture content at wilting point
[cm3 cm-3]
Soil moisture content at field
capacity
[cm3 cm-3]
Relative SoilMoisture Index
[%]
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Walloon Agricultural Research Centre (CRA-W)Biometry, Data processing and Agrometeorology Unit
[email protected] – [email protected]
B-CGMS Soil Moisture (inputs)B-CGMS Soil Moisture (inputs)
θwp
θfc
n
rsatr
hh
1)(
Volumetric soil water content as a function of
pressure head h
sat = 0,81 + 0,0013*C - 0,283*BD [cm³/cm³]
r = 0,015 + 0,005*C + 0,0139*OC [cm³/cm³]
ln() = -2,486 + 0,025/S - 0,023*C - 0,351*OC - 2,617*BD ln(n) = 0,053 - 0,009*S - 0,013*C + 0,00015*S²
Vereecken Pedotransfert
functions
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Walloon Agricultural Research Centre (CRA-W)Biometry, Data processing and Agrometeorology Unit
[email protected] – [email protected]
Relative Soil Moisture Index Relative Soil Moisture Index [RSMI][RSMI]
θt - θwp
RSMI = θfc - θwp
Actual soil moisture content
[cm3 cm-3]
Relative SoilMoisture Index
[%]
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Walloon Agricultural Research Centre (CRA-W)Biometry, Data processing and Agrometeorology Unit
[email protected] – [email protected]
B-CGMS Soil Moisture (outputs)B-CGMS Soil Moisture (outputs)
Crops
Weather
Soil
Temporal
θt
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Walloon Agricultural Research Centre (CRA-W)Biometry, Data processing and Agrometeorology Unit
[email protected] – [email protected]
Step 2: Soil Moisture Deficit Step 2: Soil Moisture Deficit ThresholdThreshold
[T][T]
Forage Maize: T = 0.50Winter Wheat: T = 0.55
• RSMI < T Drought Stress
• RSMI >= T No Drought Stress
Soil moisture deficit threshold is crop specific
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Walloon Agricultural Research Centre (CRA-W)Biometry, Data processing and Agrometeorology Unit
[email protected] – [email protected]
Step 3: Crop Sensitive Period Step 3: Crop Sensitive Period [SP][SP]
• Phenological development stages come from B-CGMS outputs
Forage Maize: SP = anthesis +/- 15 days ( 5 weeks)
Winter wheat: SP = From Stem elongation to grain
filling ( 8 weeks)
Water stress is crop specific and is function of the crop phenological development stage.
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Walloon Agricultural Research Centre (CRA-W)Biometry, Data processing and Agrometeorology Unit
[email protected] – [email protected]
Step 4: Drought Stress Index Step 4: Drought Stress Index [DSI][DSI]
DSI is defined as the number of days affected by a water stress which occurred during a critical period and for a given crop
Drought Stress Index = ∑ (RSMI < T ) SP
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Walloon Agricultural Research Centre (CRA-W)Biometry, Data processing and Agrometeorology Unit
[email protected] – [email protected]
Step 5: Aggregation into Step 5: Aggregation into administrative limitsadministrative limits
14 480 Elementary Mapping Units
14 Belgian Agricultural Regions
26 Belgian Agro-statistical Circumscriptions
570 Belgian Municipalities
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Walloon Agricultural Research Centre (CRA-W)Biometry, Data processing and Agrometeorology Unit
[email protected] – [email protected]
DSI: detect water stress by cropsDSI: detect water stress by crops
Winter Wheat
Forage Maize
Drought Stress Index
2003
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Walloon Agricultural Research Centre (CRA-W)Biometry, Data processing and Agrometeorology Unit
[email protected] – [email protected]
DSI: Spatial comparaisonDSI: Spatial comparaison
Yield 2003/2002 (%)
Drought Stress Index
Drought Stress Index
Yield 2003/2002 (%)
2003
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Walloon Agricultural Research Centre (CRA-W)Biometry, Data processing and Agrometeorology Unit
[email protected] – [email protected]
DSI: Temporal comparaisonDSI: Temporal comparaison
2002
2003
1976
Forage Maize
Drought Stress Index
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Walloon Agricultural Research Centre (CRA-W)Biometry, Data processing and Agrometeorology Unit
[email protected] – [email protected]
DSI: Water stress monitoringDSI: Water stress monitoring
Week 18 Week 19 Week 20
Week 21 Week 22 Week 23
Forage Maize
Drought Stress Index
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Walloon Agricultural Research Centre (CRA-W)Biometry, Data processing and Agrometeorology Unit
[email protected] – [email protected]
ConclusionConclusion
Drought Stress Index allows:
- Spatial water stress assessment (grid 10x10km or Administrative levels)
- Temporal water stress assessment (10-day time step)
Useful tool for Administration:
- Water stress monitoring to identify calamities areas
- Water stress monitoring to identify affected crops
- Decision Support Tool for yield damage delineation and evaluation
Is based on:
- Meteorological parameters (Precipitation deficit assessment)
- Soil characteristics (Soil moisture deficit assessment)
- Crop specificities (Soil moisture deficit threshold)
- Phenological development stage (Crop sensitive period)