Walloon Agricultural Research Centre Extending Crop Growth Monitoring System (CGMS) for mapping...

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Walloon Agricultural Research Centre Extending Crop Growth Monitoring Extending Crop Growth Monitoring System (CGMS) for mapping drought System (CGMS) for mapping drought stress at regional scale stress at regional scale D. Buffet, R. Oger Walloon Agricultural Research Centre Biometry, Data processing and Agrometeorology Unit F. Delongueville, B. Tychon University of Liège, Sciences & Management Dept. Workshop on Climatic Analysis and Mapping for Agriculture 14-17 June 2005, Bologna, Italy

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

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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

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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

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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)