c-band radar crops monitoring at high temporal frequency: first results of … · 2020. 4. 30. ·...

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C-Band radar crops monitoring at high temporal frequency: First results of the MOCTAR campaign P.L. Frison, A. Chakir, J. Ezzahar, P. Fanise, L. Villard, N. Ouaadi, S. Khabba, M. Zribi, V. Le Dantec, M. Kasbani, S. Er-Raki, L. Jarlan Tensift Observatory

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  • C-Band radar crops monitoring at hightemporal frequency:

    First results of the MOCTAR campaign

    P.L. Frison, A. Chakir, J. Ezzahar, P. Fanise, L. Villard, N. Ouaadi, S. Khabba, M. Zribi, V. Le Dantec, M. Kasbani, S. Er-Raki, L. Jarlan

    Tensift Observatory

  • Rationalize the water use in Mediterranean region

    ▪ limited resources / > 80 % for agriculture

    – Improper practices / permissive policies

    ==> low water efficiency

    – Increasing pressure/ adverse change(pratices, climate)

    Efficience de l’utilisation de l’eau, 2005-2010

    Challenge (UN-SDG 2.4):

    Increase productivity /

    sustainable use of water resources

    implementation resilient agricultural practices

    Mediterranean strategy for sustainable development (2005)

    Integrated water resources management / better planning for irrigation

  • Monitoring the water state of irrigated agricultural areas

    Water balance

    ?

    Unknowncontributions at parcelscale

  • Monitoring the water state of agricultural areas

    OpticalTissue

    damageMicrowavesSurface moisture

    diurnal cycle

    Infrared

    Plant tissue

    warming

    Energy budget

    Température

    Sentinel-1: data compatible with parcel scale but….

  • OpticalTissue damage

    Microwaves

    Moisture

    soil / vegetation

    Infrared

    Tissue

    warming

    Sentinel-1: data compatible with parcel scale but….

    ▪ C-Band: soil and vegetationcontributions

    ▪ Plant geometry(phenological stages)

    1) Signal comprehension 2) diurnal cycle physiol. funct

    Tim Van Emmerik, 2017 / Steele-Dune et al., 2011

    Monitoring the water state of agricultural areas

    ?

  • Experiment Objectives

    Improve our knowledge of the radar signal at C / L Bands over tree orchards and annualcrops with focus on diurnal cycle

    1

    2

    3

    Tools for decision supportfor irrigation planning

    4

  • in situ Experiment / Study site: Tensift region, Marocco

    Olive orchard / 20 yo/ Fc 50-60% / Irrigation

    Wheat/ seed Jan.2020 / Irrigation

    2019 2020

    May Jun Jul Aug Sept Oct Nov Dec Jan Feb Mar Apr May Jun

    Olive

    Wheat Stress

    Domaine Rafi

  • in situ Experiment / soil & veg. measurementsAutomatic measurements

    Energy balance

    Eddy-covariance

    ▪ Olive archard(May 2019 ) and wheat(Jan. 2020

    ▪ conductiveconvective flows (ETR) and 4 Rn components

    T° and Hv Profiles

    SoilMeteo

    Meteo station(alfalfa)

    Proxy-detection

    Sap flows

    Dendrometer

    Physiology

    ▪ Olive trees / Aug. 2019

    ▪ Sapflow: 7 sensors

    ▪ Dendro: 1 sensor +4 (mar. 2020)

    TIR radiometers

    PRI/NDVI sensors

    Support TENSIFT obs & LMI TREMA

  • in situ Experiment / soil & veg. measurementsAutomatic measurements

    Energy balance

    Eddy-covariance

    T° and Hv Profiles

    SoilMeteo

    Meteo station(alfalfa)

    Proxy-detection

    Sap flows

    Dendrometer

    Physiology

    ▪ Olive trees / Aug. 2019

    ▪ Sapflow: 7 sensors

    ▪ Dendro: 1 sensor +4 (mar. 2020)

    TIR radiometers

    PRI/NDVI sensors

    Support TENSIFT obs & LMI TREMA

    Manual measurements

    Vegetation

    LAI / hemispherical photos

    Biomass / destructive meas.

    Soil

    roughness

    ▪Wheat (1/15 days) partition stem/leaf/ear

    ▪ Intensive campaigns diurnal cycle monitoring / induced stress

    Porometer/fluorometer

    ▪ Olive archard(May 2019 ) and wheat(Jan. 2020

    ▪ conductiveconvective flows (ETR) and 4 Rn components

  • in situ Experiment / radar antennas

    in situ radar antennas

    C Band

    Bande L

    Tower(20m)

    Antennas Configuration

    ▪ C-Band: 5.2-5.8GhZ (1601 samples x 3)

    ▪ Time step 10 min. (interferometric coherence)

    ▪ Fully polarimetric

    ▪ Multiple baseline tomography

    ▪ Receiving antenna within the plot cover attenuation

    TROPISCAT / AFRISCAT heritage

    Villa

    rd et a

    l., 20

    19

    L Band

  • in situ Experiment / First acquisitions C-Band data Radar backscattering response for different polarisations

    Bac

    ksca

    tter

    ing

    (dB

    )

    Radar foorprintRadar range (m)

    Trees ranks targeted

  • in situ Experiment / C-Band temporal signatures

    No absolute calibration

    ▪marked daily cycle

    ▪ « low frequency »:– Correspondence withdendrometer

    … depending of the period

    ▪ Seasonal variation of the amplitude

    ▪ Signal fall Aug. 24(radar, dendro, sapflow)

  • in situ Experiment / C-Band temporal signatures

    No absolute calibration

    ▪marked daily cycle

    ▪ « low frequency »:– Correspondence withdendrometer

    … over some periods

    ▪ Seasonal variation of the amplitude

    ▪ Signal fall Aug. 24(radar, dendro, sapflow)

  • in situ Experiment / C-Band temporal signatures

  • in situ Experiment / C-Band temporal signatures

    Diurnal Amplitude

    Diurnal Amplitude

  • in situ Experiment / C-Band temporal signatures: diurnal amplitude

    radar

    dendro

    radar

    sapflow

    radar

    LE

  • in situ Experiment / C-Band radar backscattering: diurnal cycle

    ▪ Diurnal cycle– min. at dawn, peak : 10 AM - 5 PM

    – Amplitudes:0.52 - 1.33 dB

    – no seasonal signal / Contrast withdendrometer & sapflow

    ▪ Low correspondencebetween s 0 amplitudes and physio. meas.

    Radar s 0

    Monthly average

  • in situ Experiment / C-Band: Coherence

    Co

    he

    ren

    ce

    Time

    Interferometric Coherence r between 2 radar acquisitions:

    0 < |r| < 1Stability of the elementary

    scatterers (leaves and stems)(at the wavelength scale)

    Change in the scatterers (geometrical position, moisture)

    Day 1 Day 3Day 2 Day 4 Day 5 Day 6

    Sensitive to wind and vegetation moisture

  • in situ Experiment / C-Band: Coherence

    Co

    he

    ren

    ce

    Time

    Interferometric Coherence r between 2 radar acquisitions:

    0 < |r| < 1Stability of the elementary

    scatterers (leaves and stems)(at the wavelength scale)

    Change in the scatterers (geometrical position, moisture)

    Day 1 Day 3Day 2 Day 4 Day 5 Day 6

    Sensitive to wind and vegetation moisture

    Coherence between 2 consecutive pulses (10 min)

  • in situ Experiment / C-Band: Coherence diurnal cycle

    TIME

    ▪ Fall after 7 AM

    ▪ Raise after 8 PM

    Sensitive to wind state

    Co

    he

    ren

    ce

    Diurnal cycle - monthy average

    Win

    d s

    pee

    d (

    m/s

    )

    0

    6

    3

    Coherence between two consecutive pulses (10 min)

    Wind

  • in situ Experiment / C Band temporal signatures

  • in situ Experiment / C Band temporal signatures

    Need to investigate the contributions of winds and water diurnal cycles

  • in situ Experiment / C-Band: Coherence diurnal cycle

    Co

    ren

    ce

    Diurnal Cycle: Monthly average

    Co

    ren

    ce

    UTC

    Coherence still significant after 6 days

    weak after 12 days

    Olive orchard , 18 days

    Co

    he

    ren

    ce

    Hour

    1 day

    18 days

    3 days

    6 days

    9 days

    12 days

    Co

    her

    ence

    Olive orchard

    Hour

    Hour

    Co

    her

    ence

    Good omen for SENTINEL-1

  • CONCLUSION

    Water state of agricultural areas

    C / L Bands Radar in situ Experiment for better understanding of crops monitoring

    Early detection of water stress

    Preliminary results: promising… to be deepened

    s 0 : diurnal variations

    Coherence r : diurnal variations due to wind state and water cycle

    still meaningful after 6 days

    Results to be of high interest for spaceborne missions:

    Sentinel-1

    Geostationnary G-CLASS….