SlideShare uma empresa Scribd logo
1 de 17
Monitoring Vegetation Water Content by Using Optical Vegetation Index and Microwave Vegetation Index:   Field Experiment and Application Hui Lu (  Tsinghua University, China ) Toshio Koike & Hiroyuki Tsutsui ( The University of Tokyo ) Hedeyuki Fujii ( JAXA )
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Background ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Motivation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
VWC, MVI, NDVI, NDWI ,[object Object],[object Object],[object Object]
Field  Experiment --Instruments and setting ,[object Object],[object Object]
Experiment design 1 2 3
Experiment design ,[object Object],[object Object],[object Object],Winter wheat development VWC was measured by sampling
Vegetation ,[object Object],11-29 12-08 12-13 12-20
Observed Results VWC  ~ NDVI NDVI shows a poor correlation to the VWC, with an R-square less than 0.2.  It is not good to estimate VWC from NDVI observation!
Observed Results VWC  ~ NDWI NDWI has a good correlation to VWC, while band 5 has bigger R value VWC information maybe can be estimated by NDWI 5,  for vwc in [0,4]
Observed Results VWC  ~ MWI VWC = linear regression function of MVI High R for X-C band
Application Domain  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Application: VWC retrieved from JAXA algorithm Vs. in situ ,[object Object],[object Object]
Results: VWC from MVI-based method A3 H7 MVI(10,6) MVI (18,10) High R for X-C band
Remark ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Thank you for your attention!

Mais conteúdo relacionado

Mais procurados

IGARSS_July2011_CANEX_SH.ppt
IGARSS_July2011_CANEX_SH.pptIGARSS_July2011_CANEX_SH.ppt
IGARSS_July2011_CANEX_SH.pptgrssieee
 
CAMS General Assembly Fires by Kaiser
CAMS General Assembly Fires  by Kaiser CAMS General Assembly Fires  by Kaiser
CAMS General Assembly Fires by Kaiser Copernicus ECMWF
 
100528 satellite obs_china_husar
100528 satellite obs_china_husar100528 satellite obs_china_husar
100528 satellite obs_china_husarRudolf Husar
 
Breathe London - Hyperlocal Air Quality Monitoring Network - Jim Mills
Breathe London - Hyperlocal Air Quality Monitoring Network - Jim MillsBreathe London - Hyperlocal Air Quality Monitoring Network - Jim Mills
Breathe London - Hyperlocal Air Quality Monitoring Network - Jim MillsIES / IAQM
 
TH4.L10.2: SMAPEX: SOIL MOISTURE ACTIVE PASSIVE REMOTE SENSING EXPERIMENT FOR...
TH4.L10.2: SMAPEX: SOIL MOISTURE ACTIVE PASSIVE REMOTE SENSING EXPERIMENT FOR...TH4.L10.2: SMAPEX: SOIL MOISTURE ACTIVE PASSIVE REMOTE SENSING EXPERIMENT FOR...
TH4.L10.2: SMAPEX: SOIL MOISTURE ACTIVE PASSIVE REMOTE SENSING EXPERIMENT FOR...grssieee
 

Mais procurados (10)

IGARSS_July2011_CANEX_SH.ppt
IGARSS_July2011_CANEX_SH.pptIGARSS_July2011_CANEX_SH.ppt
IGARSS_July2011_CANEX_SH.ppt
 
EENA 2018 - Weather-related emergencies
EENA 2018 - Weather-related emergencies EENA 2018 - Weather-related emergencies
EENA 2018 - Weather-related emergencies
 
Presentation of NGS ppt
Presentation of NGS pptPresentation of NGS ppt
Presentation of NGS ppt
 
CAMS General Assembly Fires by Kaiser
CAMS General Assembly Fires  by Kaiser CAMS General Assembly Fires  by Kaiser
CAMS General Assembly Fires by Kaiser
 
100528 satellite obs_china_husar
100528 satellite obs_china_husar100528 satellite obs_china_husar
100528 satellite obs_china_husar
 
1 1 kankiewicz_sandia_epri_pv_perf_wrk_shp_presentation_2016
1 1 kankiewicz_sandia_epri_pv_perf_wrk_shp_presentation_20161 1 kankiewicz_sandia_epri_pv_perf_wrk_shp_presentation_2016
1 1 kankiewicz_sandia_epri_pv_perf_wrk_shp_presentation_2016
 
Poster Nov19 V1
Poster Nov19 V1Poster Nov19 V1
Poster Nov19 V1
 
CAMS GS Global Analyses
CAMS GS Global Analyses  CAMS GS Global Analyses
CAMS GS Global Analyses
 
Breathe London - Hyperlocal Air Quality Monitoring Network - Jim Mills
Breathe London - Hyperlocal Air Quality Monitoring Network - Jim MillsBreathe London - Hyperlocal Air Quality Monitoring Network - Jim Mills
Breathe London - Hyperlocal Air Quality Monitoring Network - Jim Mills
 
TH4.L10.2: SMAPEX: SOIL MOISTURE ACTIVE PASSIVE REMOTE SENSING EXPERIMENT FOR...
TH4.L10.2: SMAPEX: SOIL MOISTURE ACTIVE PASSIVE REMOTE SENSING EXPERIMENT FOR...TH4.L10.2: SMAPEX: SOIL MOISTURE ACTIVE PASSIVE REMOTE SENSING EXPERIMENT FOR...
TH4.L10.2: SMAPEX: SOIL MOISTURE ACTIVE PASSIVE REMOTE SENSING EXPERIMENT FOR...
 

Destaque

2856 IGARSS 2011- CHARMS.ppt
2856 IGARSS 2011- CHARMS.ppt2856 IGARSS 2011- CHARMS.ppt
2856 IGARSS 2011- CHARMS.pptgrssieee
 
Greg Butler, Orroroo presentation
Greg Butler, Orroroo presentationGreg Butler, Orroroo presentation
Greg Butler, Orroroo presentationClimate Kelpie
 
Forecasting Wheat Yield and Production for Punjab Province, Pakistan from Sat...
Forecasting Wheat Yield and Production for Punjab Province, Pakistan from Sat...Forecasting Wheat Yield and Production for Punjab Province, Pakistan from Sat...
Forecasting Wheat Yield and Production for Punjab Province, Pakistan from Sat...CIMMYT
 
McNairn soil moisture IGARSS 2011 v2.ppt
McNairn soil moisture IGARSS 2011 v2.pptMcNairn soil moisture IGARSS 2011 v2.ppt
McNairn soil moisture IGARSS 2011 v2.pptgrssieee
 
Approaches and needs of remote sensing in phenotyping for plant breeding
Approaches and needs of remote sensing in phenotyping for plant breedingApproaches and needs of remote sensing in phenotyping for plant breeding
Approaches and needs of remote sensing in phenotyping for plant breedingCIMMYT
 
Determining gamma radiation dose......Leonard
Determining gamma radiation dose......LeonardDetermining gamma radiation dose......Leonard
Determining gamma radiation dose......LeonardLenard Chilembo
 
Mapping of abiotic stresses in rice production system - creating target envir...
Mapping of abiotic stresses in rice production system - creating target envir...Mapping of abiotic stresses in rice production system - creating target envir...
Mapping of abiotic stresses in rice production system - creating target envir...Sander Zwart
 
Drought and heat stress in late sown wheat and mitigation strategies
Drought and heat stress in late sown wheat and mitigation strategies Drought and heat stress in late sown wheat and mitigation strategies
Drought and heat stress in late sown wheat and mitigation strategies Ramesh Acharya
 
Growing Wheat
Growing WheatGrowing Wheat
Growing WheateAfghanAg
 
Seed treatment, Seed germination and crop establishment in relation to soil m...
Seed treatment, Seed germination and crop establishment in relation to soil m...Seed treatment, Seed germination and crop establishment in relation to soil m...
Seed treatment, Seed germination and crop establishment in relation to soil m...Alkesh Patel
 
Seed Germination - Photo Sequence
Seed Germination - Photo SequenceSeed Germination - Photo Sequence
Seed Germination - Photo SequenceBrooke Kuhne
 

Destaque (13)

Map Calculaton using GRASS
Map Calculaton using GRASSMap Calculaton using GRASS
Map Calculaton using GRASS
 
2856 IGARSS 2011- CHARMS.ppt
2856 IGARSS 2011- CHARMS.ppt2856 IGARSS 2011- CHARMS.ppt
2856 IGARSS 2011- CHARMS.ppt
 
Greg Butler, Orroroo presentation
Greg Butler, Orroroo presentationGreg Butler, Orroroo presentation
Greg Butler, Orroroo presentation
 
Forecasting Wheat Yield and Production for Punjab Province, Pakistan from Sat...
Forecasting Wheat Yield and Production for Punjab Province, Pakistan from Sat...Forecasting Wheat Yield and Production for Punjab Province, Pakistan from Sat...
Forecasting Wheat Yield and Production for Punjab Province, Pakistan from Sat...
 
McNairn soil moisture IGARSS 2011 v2.ppt
McNairn soil moisture IGARSS 2011 v2.pptMcNairn soil moisture IGARSS 2011 v2.ppt
McNairn soil moisture IGARSS 2011 v2.ppt
 
Approaches and needs of remote sensing in phenotyping for plant breeding
Approaches and needs of remote sensing in phenotyping for plant breedingApproaches and needs of remote sensing in phenotyping for plant breeding
Approaches and needs of remote sensing in phenotyping for plant breeding
 
Remote sensing
Remote sensingRemote sensing
Remote sensing
 
Determining gamma radiation dose......Leonard
Determining gamma radiation dose......LeonardDetermining gamma radiation dose......Leonard
Determining gamma radiation dose......Leonard
 
Mapping of abiotic stresses in rice production system - creating target envir...
Mapping of abiotic stresses in rice production system - creating target envir...Mapping of abiotic stresses in rice production system - creating target envir...
Mapping of abiotic stresses in rice production system - creating target envir...
 
Drought and heat stress in late sown wheat and mitigation strategies
Drought and heat stress in late sown wheat and mitigation strategies Drought and heat stress in late sown wheat and mitigation strategies
Drought and heat stress in late sown wheat and mitigation strategies
 
Growing Wheat
Growing WheatGrowing Wheat
Growing Wheat
 
Seed treatment, Seed germination and crop establishment in relation to soil m...
Seed treatment, Seed germination and crop establishment in relation to soil m...Seed treatment, Seed germination and crop establishment in relation to soil m...
Seed treatment, Seed germination and crop establishment in relation to soil m...
 
Seed Germination - Photo Sequence
Seed Germination - Photo SequenceSeed Germination - Photo Sequence
Seed Germination - Photo Sequence
 

Semelhante a MONITORING VEGETATION WATER CONTENT BY USING OPTICAL VEGETATION INDEX AND MICROWAVE VEGETATION INDEX FIELD EXPERIMENTS AND APPLICATIONS.ppt

remote sensing in agriculture
remote sensing in agricultureremote sensing in agriculture
remote sensing in agricultureveerendra manduri
 
IGARSS_2011CropCondition.ppt
IGARSS_2011CropCondition.pptIGARSS_2011CropCondition.ppt
IGARSS_2011CropCondition.pptgrssieee
 
Identification and Evaluation of Cercospora Leaf Spot of Sugar Beet by using ...
Identification and Evaluation of Cercospora Leaf Spot of Sugar Beet by using ...Identification and Evaluation of Cercospora Leaf Spot of Sugar Beet by using ...
Identification and Evaluation of Cercospora Leaf Spot of Sugar Beet by using ...ahmedameen85
 
Optical and Microwave Remote Sensing for Crop Monitoring in Mexico
Optical and Microwave Remote Sensing for Crop Monitoring in MexicoOptical and Microwave Remote Sensing for Crop Monitoring in Mexico
Optical and Microwave Remote Sensing for Crop Monitoring in MexicoCIMMYT
 
Assessment of wheat crop coefficient using remote sensing techniques
Assessment of wheat crop coefficient using remote sensing techniquesAssessment of wheat crop coefficient using remote sensing techniques
Assessment of wheat crop coefficient using remote sensing techniquesPremier Publishers
 
Hv uav multispectral compared to hyperspectral final
Hv uav multispectral compared to hyperspectral finalHv uav multispectral compared to hyperspectral final
Hv uav multispectral compared to hyperspectral finalTerraLab srl
 
Seminar on 'Remote Sensing, Drone in Agriculture'
Seminar on 'Remote Sensing, Drone in Agriculture'Seminar on 'Remote Sensing, Drone in Agriculture'
Seminar on 'Remote Sensing, Drone in Agriculture'AkshayShrivastav9
 
Pierdicca-Igarss2011_july2011.ppt
Pierdicca-Igarss2011_july2011.pptPierdicca-Igarss2011_july2011.ppt
Pierdicca-Igarss2011_july2011.pptgrssieee
 
Pierdicca-Igarss2011_july2011.ppt
Pierdicca-Igarss2011_july2011.pptPierdicca-Igarss2011_july2011.ppt
Pierdicca-Igarss2011_july2011.pptgrssieee
 
Mapping of Temporal Variation of Drought using Geospatial Techniques
Mapping of Temporal Variation of Drought using Geospatial TechniquesMapping of Temporal Variation of Drought using Geospatial Techniques
Mapping of Temporal Variation of Drought using Geospatial TechniquesIRJET Journal
 
Advanced weather forecasting for RES applications: Smart4RES developments tow...
Advanced weather forecasting for RES applications: Smart4RES developments tow...Advanced weather forecasting for RES applications: Smart4RES developments tow...
Advanced weather forecasting for RES applications: Smart4RES developments tow...Leonardo ENERGY
 
Gis n gps in nematode
Gis n gps in nematodeGis n gps in nematode
Gis n gps in nematodeNageshb11
 
Method for Estimation of Grow Index of Tealeaves Based on Bi-Directional Refl...
Method for Estimation of Grow Index of Tealeaves Based on Bi-Directional Refl...Method for Estimation of Grow Index of Tealeaves Based on Bi-Directional Refl...
Method for Estimation of Grow Index of Tealeaves Based on Bi-Directional Refl...Waqas Tariq
 
IRJET- Rainfall Simulation using ANN based Generealized Feed Forward and MLR ...
IRJET- Rainfall Simulation using ANN based Generealized Feed Forward and MLR ...IRJET- Rainfall Simulation using ANN based Generealized Feed Forward and MLR ...
IRJET- Rainfall Simulation using ANN based Generealized Feed Forward and MLR ...IRJET Journal
 

Semelhante a MONITORING VEGETATION WATER CONTENT BY USING OPTICAL VEGETATION INDEX AND MICROWAVE VEGETATION INDEX FIELD EXPERIMENTS AND APPLICATIONS.ppt (20)

remote sensing in agriculture
remote sensing in agricultureremote sensing in agriculture
remote sensing in agriculture
 
IGARSS_2011CropCondition.ppt
IGARSS_2011CropCondition.pptIGARSS_2011CropCondition.ppt
IGARSS_2011CropCondition.ppt
 
Identification and Evaluation of Cercospora Leaf Spot of Sugar Beet by using ...
Identification and Evaluation of Cercospora Leaf Spot of Sugar Beet by using ...Identification and Evaluation of Cercospora Leaf Spot of Sugar Beet by using ...
Identification and Evaluation of Cercospora Leaf Spot of Sugar Beet by using ...
 
Optical and Microwave Remote Sensing for Crop Monitoring in Mexico
Optical and Microwave Remote Sensing for Crop Monitoring in MexicoOptical and Microwave Remote Sensing for Crop Monitoring in Mexico
Optical and Microwave Remote Sensing for Crop Monitoring in Mexico
 
Third IDMP CEE workshop: Policy oriented study on remote sensing agricultural...
Third IDMP CEE workshop: Policy oriented study on remote sensing agricultural...Third IDMP CEE workshop: Policy oriented study on remote sensing agricultural...
Third IDMP CEE workshop: Policy oriented study on remote sensing agricultural...
 
Assessment of wheat crop coefficient using remote sensing techniques
Assessment of wheat crop coefficient using remote sensing techniquesAssessment of wheat crop coefficient using remote sensing techniques
Assessment of wheat crop coefficient using remote sensing techniques
 
Remote Sensing Based Yield Model and Application to Major Exporting Countries
Remote Sensing Based Yield Model and Application to Major Exporting CountriesRemote Sensing Based Yield Model and Application to Major Exporting Countries
Remote Sensing Based Yield Model and Application to Major Exporting Countries
 
Hv uav multispectral compared to hyperspectral final
Hv uav multispectral compared to hyperspectral finalHv uav multispectral compared to hyperspectral final
Hv uav multispectral compared to hyperspectral final
 
Lecture by Prof. Sabino Bufo
Lecture by Prof. Sabino BufoLecture by Prof. Sabino Bufo
Lecture by Prof. Sabino Bufo
 
John Stafford
John StaffordJohn Stafford
John Stafford
 
Seminar on 'Remote Sensing, Drone in Agriculture'
Seminar on 'Remote Sensing, Drone in Agriculture'Seminar on 'Remote Sensing, Drone in Agriculture'
Seminar on 'Remote Sensing, Drone in Agriculture'
 
Pierdicca-Igarss2011_july2011.ppt
Pierdicca-Igarss2011_july2011.pptPierdicca-Igarss2011_july2011.ppt
Pierdicca-Igarss2011_july2011.ppt
 
Pierdicca-Igarss2011_july2011.ppt
Pierdicca-Igarss2011_july2011.pptPierdicca-Igarss2011_july2011.ppt
Pierdicca-Igarss2011_july2011.ppt
 
Mapping of Temporal Variation of Drought using Geospatial Techniques
Mapping of Temporal Variation of Drought using Geospatial TechniquesMapping of Temporal Variation of Drought using Geospatial Techniques
Mapping of Temporal Variation of Drought using Geospatial Techniques
 
UAVs: granular remote sensing solutions to leverage smallholder agriculture
UAVs: granular remote sensing solutions to leverage smallholder agricultureUAVs: granular remote sensing solutions to leverage smallholder agriculture
UAVs: granular remote sensing solutions to leverage smallholder agriculture
 
Advanced weather forecasting for RES applications: Smart4RES developments tow...
Advanced weather forecasting for RES applications: Smart4RES developments tow...Advanced weather forecasting for RES applications: Smart4RES developments tow...
Advanced weather forecasting for RES applications: Smart4RES developments tow...
 
Gis n gps in nematode
Gis n gps in nematodeGis n gps in nematode
Gis n gps in nematode
 
Method for Estimation of Grow Index of Tealeaves Based on Bi-Directional Refl...
Method for Estimation of Grow Index of Tealeaves Based on Bi-Directional Refl...Method for Estimation of Grow Index of Tealeaves Based on Bi-Directional Refl...
Method for Estimation of Grow Index of Tealeaves Based on Bi-Directional Refl...
 
NDVI
NDVINDVI
NDVI
 
IRJET- Rainfall Simulation using ANN based Generealized Feed Forward and MLR ...
IRJET- Rainfall Simulation using ANN based Generealized Feed Forward and MLR ...IRJET- Rainfall Simulation using ANN based Generealized Feed Forward and MLR ...
IRJET- Rainfall Simulation using ANN based Generealized Feed Forward and MLR ...
 

Mais de grssieee

Tangent height accuracy of Superconducting Submillimeter-Wave Limb-Emission S...
Tangent height accuracy of Superconducting Submillimeter-Wave Limb-Emission S...Tangent height accuracy of Superconducting Submillimeter-Wave Limb-Emission S...
Tangent height accuracy of Superconducting Submillimeter-Wave Limb-Emission S...grssieee
 
SEGMENTATION OF POLARIMETRIC SAR DATA WITH A MULTI-TEXTURE PRODUCT MODEL
SEGMENTATION OF POLARIMETRIC SAR DATA WITH A MULTI-TEXTURE PRODUCT MODELSEGMENTATION OF POLARIMETRIC SAR DATA WITH A MULTI-TEXTURE PRODUCT MODEL
SEGMENTATION OF POLARIMETRIC SAR DATA WITH A MULTI-TEXTURE PRODUCT MODELgrssieee
 
TWO-POINT STATISTIC OF POLARIMETRIC SAR DATA TWO-POINT STATISTIC OF POLARIMET...
TWO-POINT STATISTIC OF POLARIMETRIC SAR DATA TWO-POINT STATISTIC OF POLARIMET...TWO-POINT STATISTIC OF POLARIMETRIC SAR DATA TWO-POINT STATISTIC OF POLARIMET...
TWO-POINT STATISTIC OF POLARIMETRIC SAR DATA TWO-POINT STATISTIC OF POLARIMET...grssieee
 
THE SENTINEL-1 MISSION AND ITS APPLICATION CAPABILITIES
THE SENTINEL-1 MISSION AND ITS APPLICATION CAPABILITIESTHE SENTINEL-1 MISSION AND ITS APPLICATION CAPABILITIES
THE SENTINEL-1 MISSION AND ITS APPLICATION CAPABILITIESgrssieee
 
GMES SPACE COMPONENT:PROGRAMMATIC STATUS
GMES SPACE COMPONENT:PROGRAMMATIC STATUSGMES SPACE COMPONENT:PROGRAMMATIC STATUS
GMES SPACE COMPONENT:PROGRAMMATIC STATUSgrssieee
 
PROGRESSES OF DEVELOPMENT OF CFOSAT SCATTEROMETER
PROGRESSES OF DEVELOPMENT OF CFOSAT SCATTEROMETERPROGRESSES OF DEVELOPMENT OF CFOSAT SCATTEROMETER
PROGRESSES OF DEVELOPMENT OF CFOSAT SCATTEROMETERgrssieee
 
DEVELOPMENT OF ALGORITHMS AND PRODUCTS FOR SUPPORTING THE ITALIAN HYPERSPECTR...
DEVELOPMENT OF ALGORITHMS AND PRODUCTS FOR SUPPORTING THE ITALIAN HYPERSPECTR...DEVELOPMENT OF ALGORITHMS AND PRODUCTS FOR SUPPORTING THE ITALIAN HYPERSPECTR...
DEVELOPMENT OF ALGORITHMS AND PRODUCTS FOR SUPPORTING THE ITALIAN HYPERSPECTR...grssieee
 
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...grssieee
 
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...grssieee
 
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...grssieee
 
test 34mb wo animations
test  34mb wo animationstest  34mb wo animations
test 34mb wo animationsgrssieee
 
2011_Fox_Tax_Worksheets.pdf
2011_Fox_Tax_Worksheets.pdf2011_Fox_Tax_Worksheets.pdf
2011_Fox_Tax_Worksheets.pdfgrssieee
 
DLR open house
DLR open houseDLR open house
DLR open housegrssieee
 
DLR open house
DLR open houseDLR open house
DLR open housegrssieee
 
DLR open house
DLR open houseDLR open house
DLR open housegrssieee
 
Tana_IGARSS2011.ppt
Tana_IGARSS2011.pptTana_IGARSS2011.ppt
Tana_IGARSS2011.pptgrssieee
 
Solaro_IGARSS_2011.ppt
Solaro_IGARSS_2011.pptSolaro_IGARSS_2011.ppt
Solaro_IGARSS_2011.pptgrssieee
 

Mais de grssieee (20)

Tangent height accuracy of Superconducting Submillimeter-Wave Limb-Emission S...
Tangent height accuracy of Superconducting Submillimeter-Wave Limb-Emission S...Tangent height accuracy of Superconducting Submillimeter-Wave Limb-Emission S...
Tangent height accuracy of Superconducting Submillimeter-Wave Limb-Emission S...
 
SEGMENTATION OF POLARIMETRIC SAR DATA WITH A MULTI-TEXTURE PRODUCT MODEL
SEGMENTATION OF POLARIMETRIC SAR DATA WITH A MULTI-TEXTURE PRODUCT MODELSEGMENTATION OF POLARIMETRIC SAR DATA WITH A MULTI-TEXTURE PRODUCT MODEL
SEGMENTATION OF POLARIMETRIC SAR DATA WITH A MULTI-TEXTURE PRODUCT MODEL
 
TWO-POINT STATISTIC OF POLARIMETRIC SAR DATA TWO-POINT STATISTIC OF POLARIMET...
TWO-POINT STATISTIC OF POLARIMETRIC SAR DATA TWO-POINT STATISTIC OF POLARIMET...TWO-POINT STATISTIC OF POLARIMETRIC SAR DATA TWO-POINT STATISTIC OF POLARIMET...
TWO-POINT STATISTIC OF POLARIMETRIC SAR DATA TWO-POINT STATISTIC OF POLARIMET...
 
THE SENTINEL-1 MISSION AND ITS APPLICATION CAPABILITIES
THE SENTINEL-1 MISSION AND ITS APPLICATION CAPABILITIESTHE SENTINEL-1 MISSION AND ITS APPLICATION CAPABILITIES
THE SENTINEL-1 MISSION AND ITS APPLICATION CAPABILITIES
 
GMES SPACE COMPONENT:PROGRAMMATIC STATUS
GMES SPACE COMPONENT:PROGRAMMATIC STATUSGMES SPACE COMPONENT:PROGRAMMATIC STATUS
GMES SPACE COMPONENT:PROGRAMMATIC STATUS
 
PROGRESSES OF DEVELOPMENT OF CFOSAT SCATTEROMETER
PROGRESSES OF DEVELOPMENT OF CFOSAT SCATTEROMETERPROGRESSES OF DEVELOPMENT OF CFOSAT SCATTEROMETER
PROGRESSES OF DEVELOPMENT OF CFOSAT SCATTEROMETER
 
DEVELOPMENT OF ALGORITHMS AND PRODUCTS FOR SUPPORTING THE ITALIAN HYPERSPECTR...
DEVELOPMENT OF ALGORITHMS AND PRODUCTS FOR SUPPORTING THE ITALIAN HYPERSPECTR...DEVELOPMENT OF ALGORITHMS AND PRODUCTS FOR SUPPORTING THE ITALIAN HYPERSPECTR...
DEVELOPMENT OF ALGORITHMS AND PRODUCTS FOR SUPPORTING THE ITALIAN HYPERSPECTR...
 
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
 
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
 
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
EO-1/HYPERION: NEARING TWELVE YEARS OF SUCCESSFUL MISSION SCIENCE OPERATION A...
 
Test
TestTest
Test
 
test 34mb wo animations
test  34mb wo animationstest  34mb wo animations
test 34mb wo animations
 
Test 70MB
Test 70MBTest 70MB
Test 70MB
 
Test 70MB
Test 70MBTest 70MB
Test 70MB
 
2011_Fox_Tax_Worksheets.pdf
2011_Fox_Tax_Worksheets.pdf2011_Fox_Tax_Worksheets.pdf
2011_Fox_Tax_Worksheets.pdf
 
DLR open house
DLR open houseDLR open house
DLR open house
 
DLR open house
DLR open houseDLR open house
DLR open house
 
DLR open house
DLR open houseDLR open house
DLR open house
 
Tana_IGARSS2011.ppt
Tana_IGARSS2011.pptTana_IGARSS2011.ppt
Tana_IGARSS2011.ppt
 
Solaro_IGARSS_2011.ppt
Solaro_IGARSS_2011.pptSolaro_IGARSS_2011.ppt
Solaro_IGARSS_2011.ppt
 

Último

[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfsudhanshuwaghmare1
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024Results
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024The Digital Insurer
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsJoaquim Jorge
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Enterprise Knowledge
 

Último (20)

[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
 

MONITORING VEGETATION WATER CONTENT BY USING OPTICAL VEGETATION INDEX AND MICROWAVE VEGETATION INDEX FIELD EXPERIMENTS AND APPLICATIONS.ppt

  • 1. Monitoring Vegetation Water Content by Using Optical Vegetation Index and Microwave Vegetation Index: Field Experiment and Application Hui Lu ( Tsinghua University, China ) Toshio Koike & Hiroyuki Tsutsui ( The University of Tokyo ) Hedeyuki Fujii ( JAXA )
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 8.
  • 9.
  • 10. Observed Results VWC ~ NDVI NDVI shows a poor correlation to the VWC, with an R-square less than 0.2. It is not good to estimate VWC from NDVI observation!
  • 11. Observed Results VWC ~ NDWI NDWI has a good correlation to VWC, while band 5 has bigger R value VWC information maybe can be estimated by NDWI 5, for vwc in [0,4]
  • 12. Observed Results VWC ~ MWI VWC = linear regression function of MVI High R for X-C band
  • 13.
  • 14.
  • 15. Results: VWC from MVI-based method A3 H7 MVI(10,6) MVI (18,10) High R for X-C band
  • 16.
  • 17. Thank you for your attention!

Notas do Editor

  1. E Emergence 0 29-Nov-06 DR Floral initiation (double ridge) 35 3-Jan-07 TS Terminal spikelet 60 28-Jan-07 First node 80 17-Feb-07 HD Heading 120 29-Mar-07 A Anthesis 130 8-Apr-07 PM Physiological maturity 170 18-May-07