2802 remote sensing indicators for crop growth monitoring at different scales.ppt
TRANSCRIPT
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REMOTE SENSING INDICATORS FOR CROP GROWTH MONITORING AT
DIFFERENT SCALES
Zongnan Li1, 2 and Zhongxin Chen1, 2*
1Key Laboratory of Resources Remote Sensing and
Digital Agriculture, MOA, Beijing 1000812Institute of Agricultural Resources and Regional
Planning, CAAS, Beijing 100081
IGARSS 2011, Vancouver, 24-29 July, 2011
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Outline
Ⅰ. INTRODUCTION
Ⅱ. DATA AND PROCESS
Ⅲ. RESULT &DISCUSSION
Ⅳ. CONCLUSION
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Ⅰ. INTRODUCTION
Crop growth is critical agricultural information. It can be used in the scientific management of crop and agricultural practice. It is also important in yield estimation and prediction
There are several methods for crop growth monitoring, including in-situ field agronomic method, crop growth diagnostic model, and remote sensing method
Remote sensing indicators are widely useed in vegetation monitoring
Vegetation indices (VIs)are still the important indicators for regional crop growth monitoring
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Problem with VIs’ application
Some VIs are sensitive to the soil background and non-vegetation fraction
The scale effect
—— different spatial resolutions
—— spatial heterogeneity of land surface
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Research Objectives
• Through testing the relationship between VIs and crop growth parameters, to investigate – if there is/are optimal crop growth monitoring
indicators at canopy scale and regional scale for different crop phenological stages
– if there are any trends for the relationship between VIs and crop growth parameters at different spatial scales
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field experiment
field experiment
canopy spectracanopy spectra
crop parameters
crop parameters
crop yield crop yield
HJ-1 Im
ageryH
J-1 Imagery
LAIin-situ
LAIin-situ
Geom. Correction
Geom. Correction
Atmos. Correction
Atmos. Correction
VIsVIs
VIsVIs
Correlation analysis
Correlation analysis
Relationsip betw
een VIs and crop grow
th
Relationsip betw
een VIs and crop grow
th
VIs at different
scales
VIs at different
scales
scalingup
scalingup
Correlation analysis
Correlation analysis
LAIregional
LAIregional
Relationsip between
VIs and LAI at different scales
Relationsip between
VIs and LAI at different scales
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Ⅱ. DATA AND PROCESS
research region
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Field experiment plots in Langfang (116°36′E, 39°36′N).
Regional study in Hebei province
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Ⅱ. DATA AND PROCESS
• Field experiment and observation
5 levels for N fertilizer treatments; 4 times repeat
N application treatments: N1- 0; N2- 15kg/ha; N3- 45 kg/ha; N4- 105 kg/ha; N5- 225kg/ha
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Ⅱ. DATA AND PROCESS
• Field experiment and observation
canopy spectra, LAI, foliar chlorophyll, plant hight, coverage and biomass were measured at 5 phenological stages on 3/30, 4/14, 4/24, 5/5 and 5/17, 2009.
Canopy spectra Canopy LAIChlorophyll SPAD
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Ⅱ. DATA AND PROCESS
• Field experiment and observation
early elongation stage jointing stage
heading stage milk stage
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LAI evolution for various N applications
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HJ-1A CCD Image 3/25/2009
HJ-1A CCD Image 4/21/2009
SpecificationBands (μm)
Blue:0.43-0.52Green:0.52-0.60Red:0.63-0.69infrared: 0.76-0.90
Swath 360×360kmResolution 30m
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Ⅱ. DATA AND PROCESS
• Caculation of VIs & Correlation analysis
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Ⅱ. DATA AND PROCESS
• Processing of HJ-1 multi-spectral images
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Ⅱ. DATA AND PROCESS
• LAI Inversion (Beer’s law)
where
KNDVI=0.29
NDVI∞=0.97
NDVIs=0.11
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LAI in study region
March 25 (elongation)April 21 (heading)
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High crop cover Low crop coverCanopy
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Ⅲ. RESULT &DISCUSSION• Remote sensing indicators for crop growth at canopy scale
(sample sizes =20)
Date and Crop Stages
2009-3-30 2009-4-14 2009-5-5 2009-5-17
early elongation
stagejointing stage heading stage milk stage
NDVI 0.5173* 0.8462** 0.8778** 0.9068**
PVI 0.5484* 0.6612** 0.7033** 0.8165**
SAVI(L=0.1) 0.5060* 0.8447** 0.8146** 0.8993**
SAVI(L=0.2) 0.5494* 0.8507** 0.7815** 0.8857**
SAVI(L=0.3) 0.5680* 0.8229** 0.7544** 0.8857**
SAVI(L=0.5) 0.5504* 0.8191** 0.7416** 0.8737**
MSAVI 0.5504* 0.8191** 0.7484** 0.8677**
EVI 0.5504* 0.8236** 0.7379** 0.8361**
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Ⅲ. RESULT &DISCUSSION
• Remote sensing indicators for crop growth at regional scalesLow crop cover/the sample sizes n=30.
Date 2009-3-25 early elongation stage 2009-4-21 heading stage
Resolution 240m 480m 960m 240m 480m 960m
PVI 0.9288 0.9362 0.9440 0.9592 0.9357 0.9536
SAVI(L=0.1) 0.9431 0.9504 0.9723 0.9697 0.9643 0.9665
SAVI(L=0.3) 0.9514 0.9486 0.9746 0.9689 0.9654 0.9686
SAVI(L=0.5) 0.9472 0.9474 0.9722 0.9689 0.9638 0.9700
MSAVI 0.9440 0.9446 0.9714 0.9685 0.9621 0.9674
EVI 0.9262 0.9582 0.9472 0.9400 0.9361 0.9499
good but no obvious trendgood but no obvious trend
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Ⅲ. RESULT &DISCUSSION• Remote sensing indicators for crop growth at regional scales
High crop cover/the sample sizes n=30.
Date 2009-3-25 early elongation stage 2009-4-21 heading stage
Resolution 240m 480m 960m 240m 480m 960m
PVI 0.9261 0.9450 0.9799 0.5750 0.6512 0.7261
SAVI(L=0.1) 0.9536 0.9816 0.9943 0.9437 0.9512 0.9519
SAVI(L=0.3) 0.9456 0.9726 0.9898 0.8247 0.8349 0.8936
SAVI(L=0.5) 0.9394 0.9671 0.9888 0.7209 0.8006 0.8284
MSAVI 0.9408 0.9651 0.9877 0.7784 0.8260 0.8770
EVI 0.9125 0.9463 0.9639 0.7932 0.8072 0.8598
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Ⅳ. CONCLUSION
• At canopy scale, SAVI with different L values are suitable for winter wheat growth monitoring.
• At regional scale, soil –adjusted vegetation indices have limitations in dense crop coverage.
• For dense crop coverage, the relationship between VIs improve with the increased pixel size, But this trend is not obvious for low crop coverage.
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Acknowledgements
The research was supported by the MOA 948 program project with contract no. 2010-S2 and 2009-Z31, and international corporation project from MOST(Ministry of Science and Technology of China ) with contract no. 2010DFB10030.
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