SlideShare une entreprise Scribd logo

2802 REMOTE SENSING INDICATORS FOR CROP GROWTH MONITORING AT DIFFERENT SCALES.ppt

•Télécharger en tant que PPT, PDF•
•
G
grssieee
Technologie
1  sur  24
REMOTE SENSING INDICATORS FOR CROP GROWTH MONITORING AT DIFFERENT SCALES Zongnan Li 1, 2 and Zhongxin Chen 1, 2*   1 Key Laboratory of Resources Remote Sensing and Digital Agriculture, MOA, Beijing 100081 2 Institute of Agricultural Resources and Regional Planning, CAAS, Beijing 100081 IGARSS 2011, Vancouver, 24-29 July, 2011
Outline ,[object Object],[object Object],[object Object],[object Object]
Ⅰ . INTRODUCTION ,[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object]
Research Objectives ,[object Object],[object Object],[object Object]
field experiment canopy spectra crop parameters crop yield HJ-1 Imagery LAI in-situ Geom. Correction Atmos. Correction VIs VIs Correlation analysis Relationsip between VIs and crop growth VIs at different scales scaling up Correlation analysis LAI regional Relationsip between VIs and LAI at different scales
Ⅱ . DATA AND PROCESS research region
Field experiment plots in Langfang (116°36′E, 39°36′N). Regional study in Hebei province
Ⅱ . DATA AND PROCESS ,[object Object],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
Ⅱ . DATA AND PROCESS ,[object Object],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 LAI Chlorophyll SPAD
Ⅱ . DATA AND PROCESS ,[object Object],early elongation stage jointing stage heading stage milk stage
LAI evolution for various N applications
HJ-1A CCD Image 3/25/2009 HJ-1A CCD Image 4/21/2009 Specification Bands (μm) Blue:0.43-0.52 Green:0.52-0.60 Red:0.63-0.69 infrared: 0.76-0.90 Swath 360×360km Resolution 30m
Ⅱ . DATA AND PROCESS ,[object Object]
Ⅱ . DATA AND PROCESS ,[object Object]
Ⅱ . DATA AND PROCESS ,[object Object],[object Object],[object Object],[object Object],[object Object]
LAI in study region March 25 (elongation) April 21 (heading)
High crop cover Low crop cover Canopy
Ⅲ . RESULT &DISCUSSION ,[object Object],[object Object],Date and Crop Stages 2009-3-30 2009-4-14 2009-5-5 2009-5-17 early elongation stage jointing 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 **
Ⅲ . RESULT &DISCUSSION ,[object Object],[object Object],good but no obvious trend 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
Ⅲ . RESULT &DISCUSSION ,[object Object],[object Object],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
Ⅳ . CONCLUSION ,[object Object],[object Object],[object Object]
Acknowledgements ,[object Object]
Thanks for your attention !

Recommandé

Introduction to GSOC map
Introduction to GSOC mapIntroduction to GSOC map
Introduction to GSOC mapFAO
 
Validation of an agent-based model of shifting agriculture
Validation of an agent-based model of shifting agricultureValidation of an agent-based model of shifting agriculture
Validation of an agent-based model of shifting agricultureGIScRG
 
Capacity development on Digital soil Mapping
Capacity development on Digital soil MappingCapacity development on Digital soil Mapping
Capacity development on Digital soil MappingExternalEvents
 
Soil Carbon Mapping in Australia
Soil Carbon Mapping in AustraliaSoil Carbon Mapping in Australia
Soil Carbon Mapping in AustraliaExternalEvents
 
Soil Organic Carbon Map of Mexico
Soil Organic Carbon Map of MexicoSoil Organic Carbon Map of Mexico
Soil Organic Carbon Map of MexicoExternalEvents
 
GSOC17 Introduction, Product specifications, Existing SOC maps and methodologies
GSOC17 Introduction, Product specifications, Existing SOC maps and methodologiesGSOC17 Introduction, Product specifications, Existing SOC maps and methodologies
GSOC17 Introduction, Product specifications, Existing SOC maps and methodologiesFAO
 
Global Soil Organic Carbon Map GSOC : develop a global SOC by 5th Dec 2017
Global Soil Organic Carbon Map GSOC : develop a global SOC by 5th Dec 2017Global Soil Organic Carbon Map GSOC : develop a global SOC by 5th Dec 2017
Global Soil Organic Carbon Map GSOC : develop a global SOC by 5th Dec 2017FAO
 
New Measurement and Mapping of SOC in Australia supports national carbon acco...
New Measurement and Mapping of SOC in Australia supports national carbon acco...New Measurement and Mapping of SOC in Australia supports national carbon acco...
New Measurement and Mapping of SOC in Australia supports national carbon acco...ExternalEvents
 

Recommandé

Introduction to GSOC map
Introduction to GSOC mapIntroduction to GSOC map
Introduction to GSOC mapFAO
 
Validation of an agent-based model of shifting agriculture
Validation of an agent-based model of shifting agricultureValidation of an agent-based model of shifting agriculture
Validation of an agent-based model of shifting agricultureGIScRG
 
Capacity development on Digital soil Mapping
Capacity development on Digital soil MappingCapacity development on Digital soil Mapping
Capacity development on Digital soil MappingExternalEvents
 
Soil Carbon Mapping in Australia
Soil Carbon Mapping in AustraliaSoil Carbon Mapping in Australia
Soil Carbon Mapping in AustraliaExternalEvents
 
Soil Organic Carbon Map of Mexico
Soil Organic Carbon Map of MexicoSoil Organic Carbon Map of Mexico
Soil Organic Carbon Map of MexicoExternalEvents
 
GSOC17 Introduction, Product specifications, Existing SOC maps and methodologies
GSOC17 Introduction, Product specifications, Existing SOC maps and methodologiesGSOC17 Introduction, Product specifications, Existing SOC maps and methodologies
GSOC17 Introduction, Product specifications, Existing SOC maps and methodologiesFAO
 
Global Soil Organic Carbon Map GSOC : develop a global SOC by 5th Dec 2017
Global Soil Organic Carbon Map GSOC : develop a global SOC by 5th Dec 2017Global Soil Organic Carbon Map GSOC : develop a global SOC by 5th Dec 2017
Global Soil Organic Carbon Map GSOC : develop a global SOC by 5th Dec 2017FAO
 
New Measurement and Mapping of SOC in Australia supports national carbon acco...
New Measurement and Mapping of SOC in Australia supports national carbon acco...New Measurement and Mapping of SOC in Australia supports national carbon acco...
New Measurement and Mapping of SOC in Australia supports national carbon acco...ExternalEvents
 
Factors limiting SOC sequestration by no-tillage in Mediterranean agroecosystems
Factors limiting SOC sequestration by no-tillage in Mediterranean agroecosystemsFactors limiting SOC sequestration by no-tillage in Mediterranean agroecosystems
Factors limiting SOC sequestration by no-tillage in Mediterranean agroecosystemsExternalEvents
 
Can global soil organic carbon maps be used in policy decisions on practical ...
Can global soil organic carbon maps be used in policy decisions on practical ...Can global soil organic carbon maps be used in policy decisions on practical ...
Can global soil organic carbon maps be used in policy decisions on practical ...ExternalEvents
 
On the characterisation of open-flow seeding conditions for image velocimetry...
On the characterisation of open-flow seeding conditions for image velocimetry...On the characterisation of open-flow seeding conditions for image velocimetry...
On the characterisation of open-flow seeding conditions for image velocimetry...Salvatore Manfreda
 
Collecting the Dirt on Soils: Advancements in Plot-Level Soil Testing and Imp...
Collecting the Dirt on Soils: Advancements in Plot-Level Soil Testing and Imp...Collecting the Dirt on Soils: Advancements in Plot-Level Soil Testing and Imp...
Collecting the Dirt on Soils: Advancements in Plot-Level Soil Testing and Imp...Land Health Decisions (SD4) ICRAF
 
Soil & Landscape Mapping Technologies
Soil & Landscape Mapping TechnologiesSoil & Landscape Mapping Technologies
Soil & Landscape Mapping TechnologiesAmanda Woods
 
Towards a Tier 3 approach to estimate SOC stocks at sub-regional scale in Sou...
Towards a Tier 3 approach to estimate SOC stocks at sub-regional scale in Sou...Towards a Tier 3 approach to estimate SOC stocks at sub-regional scale in Sou...
Towards a Tier 3 approach to estimate SOC stocks at sub-regional scale in Sou...ExternalEvents
 
Geo informatics for land suitability in growing certain crops
Geo informatics for land suitability in growing certain cropsGeo informatics for land suitability in growing certain crops
Geo informatics for land suitability in growing certain cropsInstitute of Space Knowledge Development
 
Precision Viticulture R&D by Charlotte Wyatt
Precision Viticulture R&D by Charlotte WyattPrecision Viticulture R&D by Charlotte Wyatt
Precision Viticulture R&D by Charlotte WyattCOGS Presentations
 
Juan Land Conservation Policies
Juan Land Conservation PoliciesJuan Land Conservation Policies
Juan Land Conservation Policiesa95osksj
 
Accurate Vineyard Mapping for Mgmt & Marketing
Accurate Vineyard Mapping for Mgmt & MarketingAccurate Vineyard Mapping for Mgmt & Marketing
Accurate Vineyard Mapping for Mgmt & MarketingWalterMoody
 
IRJET - Normalized Difference Vegetation Index (NDVI) based Land Cover Cl...
IRJET - Normalized Difference Vegetation Index (NDVI) based Land Cover Cl...IRJET - Normalized Difference Vegetation Index (NDVI) based Land Cover Cl...
IRJET - Normalized Difference Vegetation Index (NDVI) based Land Cover Cl...IRJET Journal
 
July 30-150-Mindy Selman
July 30-150-Mindy SelmanJuly 30-150-Mindy Selman
July 30-150-Mindy SelmanSoil and Water Conservation Society
 
CROP MONITORING HILLARY
CROP MONITORING HILLARYCROP MONITORING HILLARY
CROP MONITORING HILLARYHillary Mugiyo
 
Estimating soil organic carbon changes: is it feasible?
Estimating soil organic carbon changes: is it feasible?Estimating soil organic carbon changes: is it feasible?
Estimating soil organic carbon changes: is it feasible?ExternalEvents
 
Soil carbon models for carbon stock estimation – where do we fail?
Soil carbon models for carbon stock estimation – where do we fail?Soil carbon models for carbon stock estimation – where do we fail?
Soil carbon models for carbon stock estimation – where do we fail?ExternalEvents
 
GIS and Remote Sensing in Diagnosis and Management of Problem Soil with audio...
GIS and Remote Sensing in Diagnosis and Management of Problem Soil with audio...GIS and Remote Sensing in Diagnosis and Management of Problem Soil with audio...
GIS and Remote Sensing in Diagnosis and Management of Problem Soil with audio...KaminiKumari13
 
geog537_2002_metrics
geog537_2002_metricsgeog537_2002_metrics
geog537_2002_metricsTammy Kobliuk
 
March 2018 FNOD RAB Meeting Slides
March 2018 FNOD RAB Meeting SlidesMarch 2018 FNOD RAB Meeting Slides
March 2018 FNOD RAB Meeting SlidesNorfolk District, U.S. Army Corps of Engineers
 
Global space-time soil organic carbon assessment
Global space-time soil organic carbon assessmentGlobal space-time soil organic carbon assessment
Global space-time soil organic carbon assessmentExternalEvents
 
DSM in Argentina: challenges to overcome - Marcos Angelini, Soil Institute, N...
DSM in Argentina: challenges to overcome - Marcos Angelini, Soil Institute, N...DSM in Argentina: challenges to overcome - Marcos Angelini, Soil Institute, N...
DSM in Argentina: challenges to overcome - Marcos Angelini, Soil Institute, N...FAO
 
1 Survey Report_Riska_230717.pptx
1 Survey Report_Riska_230717.pptx1 Survey Report_Riska_230717.pptx
1 Survey Report_Riska_230717.pptxRiskaAyuPurnamasari1
 
Multiple Crop Classification Using Various Support Vector Machine Kernel Func...
Multiple Crop Classification Using Various Support Vector Machine Kernel Func...Multiple Crop Classification Using Various Support Vector Machine Kernel Func...
Multiple Crop Classification Using Various Support Vector Machine Kernel Func...IJERA Editor
 

Contenu connexe

Tendances

Factors limiting SOC sequestration by no-tillage in Mediterranean agroecosystems
Factors limiting SOC sequestration by no-tillage in Mediterranean agroecosystemsFactors limiting SOC sequestration by no-tillage in Mediterranean agroecosystems
Factors limiting SOC sequestration by no-tillage in Mediterranean agroecosystemsExternalEvents
 
Can global soil organic carbon maps be used in policy decisions on practical ...
Can global soil organic carbon maps be used in policy decisions on practical ...Can global soil organic carbon maps be used in policy decisions on practical ...
Can global soil organic carbon maps be used in policy decisions on practical ...ExternalEvents
 
On the characterisation of open-flow seeding conditions for image velocimetry...
On the characterisation of open-flow seeding conditions for image velocimetry...On the characterisation of open-flow seeding conditions for image velocimetry...
On the characterisation of open-flow seeding conditions for image velocimetry...Salvatore Manfreda
 
Collecting the Dirt on Soils: Advancements in Plot-Level Soil Testing and Imp...
Collecting the Dirt on Soils: Advancements in Plot-Level Soil Testing and Imp...Collecting the Dirt on Soils: Advancements in Plot-Level Soil Testing and Imp...
Collecting the Dirt on Soils: Advancements in Plot-Level Soil Testing and Imp...Land Health Decisions (SD4) ICRAF
 
Soil & Landscape Mapping Technologies
Soil & Landscape Mapping TechnologiesSoil & Landscape Mapping Technologies
Soil & Landscape Mapping TechnologiesAmanda Woods
 
Towards a Tier 3 approach to estimate SOC stocks at sub-regional scale in Sou...
Towards a Tier 3 approach to estimate SOC stocks at sub-regional scale in Sou...Towards a Tier 3 approach to estimate SOC stocks at sub-regional scale in Sou...
Towards a Tier 3 approach to estimate SOC stocks at sub-regional scale in Sou...ExternalEvents
 
Precision Viticulture R&D by Charlotte Wyatt
Precision Viticulture R&D by Charlotte WyattPrecision Viticulture R&D by Charlotte Wyatt
Precision Viticulture R&D by Charlotte WyattCOGS Presentations
 
Juan Land Conservation Policies
Juan Land Conservation PoliciesJuan Land Conservation Policies
Juan Land Conservation Policiesa95osksj
 
Accurate Vineyard Mapping for Mgmt & Marketing
Accurate Vineyard Mapping for Mgmt & MarketingAccurate Vineyard Mapping for Mgmt & Marketing
Accurate Vineyard Mapping for Mgmt & MarketingWalterMoody
 
IRJET - Normalized Difference Vegetation Index (NDVI) based Land Cover Cl...
IRJET - Normalized Difference Vegetation Index (NDVI) based Land Cover Cl...IRJET - Normalized Difference Vegetation Index (NDVI) based Land Cover Cl...
IRJET - Normalized Difference Vegetation Index (NDVI) based Land Cover Cl...IRJET Journal
 
CROP MONITORING HILLARY
CROP MONITORING HILLARYCROP MONITORING HILLARY
CROP MONITORING HILLARYHillary Mugiyo
 
Estimating soil organic carbon changes: is it feasible?
Estimating soil organic carbon changes: is it feasible?Estimating soil organic carbon changes: is it feasible?
Estimating soil organic carbon changes: is it feasible?ExternalEvents
 
Soil carbon models for carbon stock estimation – where do we fail?
Soil carbon models for carbon stock estimation – where do we fail?Soil carbon models for carbon stock estimation – where do we fail?
Soil carbon models for carbon stock estimation – where do we fail?ExternalEvents
 
GIS and Remote Sensing in Diagnosis and Management of Problem Soil with audio...
GIS and Remote Sensing in Diagnosis and Management of Problem Soil with audio...GIS and Remote Sensing in Diagnosis and Management of Problem Soil with audio...
GIS and Remote Sensing in Diagnosis and Management of Problem Soil with audio...KaminiKumari13
 
geog537_2002_metrics
geog537_2002_metricsgeog537_2002_metrics
geog537_2002_metricsTammy Kobliuk
 
Global space-time soil organic carbon assessment
Global space-time soil organic carbon assessmentGlobal space-time soil organic carbon assessment
Global space-time soil organic carbon assessmentExternalEvents
 
DSM in Argentina: challenges to overcome - Marcos Angelini, Soil Institute, N...
DSM in Argentina: challenges to overcome - Marcos Angelini, Soil Institute, N...DSM in Argentina: challenges to overcome - Marcos Angelini, Soil Institute, N...
DSM in Argentina: challenges to overcome - Marcos Angelini, Soil Institute, N...FAO
 

Tendances (20)

Factors limiting SOC sequestration by no-tillage in Mediterranean agroecosystems
Factors limiting SOC sequestration by no-tillage in Mediterranean agroecosystemsFactors limiting SOC sequestration by no-tillage in Mediterranean agroecosystems
Factors limiting SOC sequestration by no-tillage in Mediterranean agroecosystems
 
Can global soil organic carbon maps be used in policy decisions on practical ...
Can global soil organic carbon maps be used in policy decisions on practical ...Can global soil organic carbon maps be used in policy decisions on practical ...
Can global soil organic carbon maps be used in policy decisions on practical ...
 
On the characterisation of open-flow seeding conditions for image velocimetry...
On the characterisation of open-flow seeding conditions for image velocimetry...On the characterisation of open-flow seeding conditions for image velocimetry...
On the characterisation of open-flow seeding conditions for image velocimetry...
 
Collecting the Dirt on Soils: Advancements in Plot-Level Soil Testing and Imp...
Collecting the Dirt on Soils: Advancements in Plot-Level Soil Testing and Imp...Collecting the Dirt on Soils: Advancements in Plot-Level Soil Testing and Imp...
Collecting the Dirt on Soils: Advancements in Plot-Level Soil Testing and Imp...
 
Soil & Landscape Mapping Technologies
Soil & Landscape Mapping TechnologiesSoil & Landscape Mapping Technologies
Soil & Landscape Mapping Technologies
 
Towards a Tier 3 approach to estimate SOC stocks at sub-regional scale in Sou...
Towards a Tier 3 approach to estimate SOC stocks at sub-regional scale in Sou...Towards a Tier 3 approach to estimate SOC stocks at sub-regional scale in Sou...
Towards a Tier 3 approach to estimate SOC stocks at sub-regional scale in Sou...
 
Geo informatics for land suitability in growing certain crops
Geo informatics for land suitability in growing certain cropsGeo informatics for land suitability in growing certain crops
Geo informatics for land suitability in growing certain crops
 
Precision Viticulture R&D by Charlotte Wyatt
Precision Viticulture R&D by Charlotte WyattPrecision Viticulture R&D by Charlotte Wyatt
Precision Viticulture R&D by Charlotte Wyatt
 
Juan Land Conservation Policies
Juan Land Conservation PoliciesJuan Land Conservation Policies
Juan Land Conservation Policies
 
Accurate Vineyard Mapping for Mgmt & Marketing
Accurate Vineyard Mapping for Mgmt & MarketingAccurate Vineyard Mapping for Mgmt & Marketing
Accurate Vineyard Mapping for Mgmt & Marketing
 
IRJET - Normalized Difference Vegetation Index (NDVI) based Land Cover Cl...
IRJET - Normalized Difference Vegetation Index (NDVI) based Land Cover Cl...IRJET - Normalized Difference Vegetation Index (NDVI) based Land Cover Cl...
IRJET - Normalized Difference Vegetation Index (NDVI) based Land Cover Cl...
 
July 30-150-Mindy Selman
July 30-150-Mindy SelmanJuly 30-150-Mindy Selman
July 30-150-Mindy Selman
 
CROP MONITORING HILLARY
CROP MONITORING HILLARYCROP MONITORING HILLARY
CROP MONITORING HILLARY
 
Estimating soil organic carbon changes: is it feasible?
Estimating soil organic carbon changes: is it feasible?Estimating soil organic carbon changes: is it feasible?
Estimating soil organic carbon changes: is it feasible?
 
Soil carbon models for carbon stock estimation – where do we fail?
Soil carbon models for carbon stock estimation – where do we fail?Soil carbon models for carbon stock estimation – where do we fail?
Soil carbon models for carbon stock estimation – where do we fail?
 
GIS and Remote Sensing in Diagnosis and Management of Problem Soil with audio...
GIS and Remote Sensing in Diagnosis and Management of Problem Soil with audio...GIS and Remote Sensing in Diagnosis and Management of Problem Soil with audio...
GIS and Remote Sensing in Diagnosis and Management of Problem Soil with audio...
 
geog537_2002_metrics
geog537_2002_metricsgeog537_2002_metrics
geog537_2002_metrics
 
March 2018 FNOD RAB Meeting Slides
March 2018 FNOD RAB Meeting SlidesMarch 2018 FNOD RAB Meeting Slides
March 2018 FNOD RAB Meeting Slides
 
Global space-time soil organic carbon assessment
Global space-time soil organic carbon assessmentGlobal space-time soil organic carbon assessment
Global space-time soil organic carbon assessment
 
DSM in Argentina: challenges to overcome - Marcos Angelini, Soil Institute, N...
DSM in Argentina: challenges to overcome - Marcos Angelini, Soil Institute, N...DSM in Argentina: challenges to overcome - Marcos Angelini, Soil Institute, N...
DSM in Argentina: challenges to overcome - Marcos Angelini, Soil Institute, N...
 

Similaire à 2802 REMOTE SENSING INDICATORS FOR CROP GROWTH MONITORING AT DIFFERENT SCALES.ppt

Multiple Crop Classification Using Various Support Vector Machine Kernel Func...
Multiple Crop Classification Using Various Support Vector Machine Kernel Func...Multiple Crop Classification Using Various Support Vector Machine Kernel Func...
Multiple Crop Classification Using Various Support Vector Machine Kernel Func...IJERA Editor
 
Aerosol and agriculture.pptx
Aerosol and agriculture.pptxAerosol and agriculture.pptx
Aerosol and agriculture.pptxgeetikasonkar1
 
Satellite innovation for scalling-up index insurance
Satellite innovation for scalling-up index insuranceSatellite innovation for scalling-up index insurance
Satellite innovation for scalling-up index insuranceRuchit G Garg
 
Remote sensing in agriculture
Remote sensing in agricultureRemote sensing in agriculture
Remote sensing in agricultureChitra Nair
 
Remote sensing in agriculture
Remote sensing in agricultureRemote sensing in agriculture
Remote sensing in agricultureChitra Nair
 
2856 IGARSS 2011- CHARMS.ppt
2856 IGARSS 2011- CHARMS.ppt2856 IGARSS 2011- CHARMS.ppt
2856 IGARSS 2011- CHARMS.pptgrssieee
 
PPT for report-Cambodai
PPT for report-CambodaiPPT for report-Cambodai
PPT for report-Cambodaijayan_sri
 
Crop monitoring for Agri Consultants
Crop monitoring for Agri Consultants Crop monitoring for Agri Consultants
Crop monitoring for Agri Consultants Lina Yarysh
 
GreenSeeker - a modern tool for nitrogen management
GreenSeeker - a modern tool for nitrogen managementGreenSeeker - a modern tool for nitrogen management
GreenSeeker - a modern tool for nitrogen managementTanmoy Paik
 
precision farming.ppt
precision farming.pptprecision farming.ppt
precision farming.pptG BHARGAVI
 
MONITORING VEGETATION WATER CONTENT BY USING OPTICAL VEGETATION INDEX AND MIC...
MONITORING VEGETATION WATER CONTENT BY USING OPTICAL VEGETATION INDEX AND MIC...MONITORING VEGETATION WATER CONTENT BY USING OPTICAL VEGETATION INDEX AND MIC...
MONITORING VEGETATION WATER CONTENT BY USING OPTICAL VEGETATION INDEX AND MIC...grssieee
 
Geospatial systems for advance tools in precision agriculture
Geospatial systems for advance tools in precision agricultureGeospatial systems for advance tools in precision agriculture
Geospatial systems for advance tools in precision agricultureMohammed Maina
 
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
 
Precision agriculture in relation to nutrient management by Dr. Tarik Mitran
Precision agriculture in relation to nutrient management by Dr. Tarik MitranPrecision agriculture in relation to nutrient management by Dr. Tarik Mitran
Precision agriculture in relation to nutrient management by Dr. Tarik MitranDr. Tarik Mitran
 

Similaire à 2802 REMOTE SENSING INDICATORS FOR CROP GROWTH MONITORING AT DIFFERENT SCALES.ppt (20)

1 Survey Report_Riska_230717.pptx
1 Survey Report_Riska_230717.pptx1 Survey Report_Riska_230717.pptx
1 Survey Report_Riska_230717.pptx
 
Multiple Crop Classification Using Various Support Vector Machine Kernel Func...
Multiple Crop Classification Using Various Support Vector Machine Kernel Func...Multiple Crop Classification Using Various Support Vector Machine Kernel Func...
Multiple Crop Classification Using Various Support Vector Machine Kernel Func...
 
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...
 
Sensor nutrient management swcs williams
Sensor nutrient management swcs williamsSensor nutrient management swcs williams
Sensor nutrient management swcs williams
 
Aerosol and agriculture.pptx
Aerosol and agriculture.pptxAerosol and agriculture.pptx
Aerosol and agriculture.pptx
 
IFPRI-Role of technology in PMFBY-SS Ray
IFPRI-Role of technology in PMFBY-SS RayIFPRI-Role of technology in PMFBY-SS Ray
IFPRI-Role of technology in PMFBY-SS Ray
 
Satellite innovation for scalling-up index insurance
Satellite innovation for scalling-up index insuranceSatellite innovation for scalling-up index insurance
Satellite innovation for scalling-up index insurance
 
Remote sensing in agriculture
Remote sensing in agricultureRemote sensing in agriculture
Remote sensing in agriculture
 
Remote sensing in agriculture
Remote sensing in agricultureRemote sensing in agriculture
Remote sensing in agriculture
 
2856 IGARSS 2011- CHARMS.ppt
2856 IGARSS 2011- CHARMS.ppt2856 IGARSS 2011- CHARMS.ppt
2856 IGARSS 2011- CHARMS.ppt
 
216-880-1-PB
216-880-1-PB216-880-1-PB
216-880-1-PB
 
PPT for report-Cambodai
PPT for report-CambodaiPPT for report-Cambodai
PPT for report-Cambodai
 
Lecture by Prof. Sabino Bufo
Lecture by Prof. Sabino BufoLecture by Prof. Sabino Bufo
Lecture by Prof. Sabino Bufo
 
Crop monitoring for Agri Consultants
Crop monitoring for Agri Consultants Crop monitoring for Agri Consultants
Crop monitoring for Agri Consultants
 
GreenSeeker - a modern tool for nitrogen management
GreenSeeker - a modern tool for nitrogen managementGreenSeeker - a modern tool for nitrogen management
GreenSeeker - a modern tool for nitrogen management
 
precision farming.ppt
precision farming.pptprecision farming.ppt
precision farming.ppt
 
MONITORING VEGETATION WATER CONTENT BY USING OPTICAL VEGETATION INDEX AND MIC...
MONITORING VEGETATION WATER CONTENT BY USING OPTICAL VEGETATION INDEX AND MIC...MONITORING VEGETATION WATER CONTENT BY USING OPTICAL VEGETATION INDEX AND MIC...
MONITORING VEGETATION WATER CONTENT BY USING OPTICAL VEGETATION INDEX AND MIC...
 
Geospatial systems for advance tools in precision agriculture
Geospatial systems for advance tools in precision agricultureGeospatial systems for advance tools in precision agriculture
Geospatial systems for advance tools in precision agriculture
 
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...
 
Precision agriculture in relation to nutrient management by Dr. Tarik Mitran
Precision agriculture in relation to nutrient management by Dr. Tarik MitranPrecision agriculture in relation to nutrient management by Dr. Tarik Mitran
Precision agriculture in relation to nutrient management by Dr. Tarik Mitran
 

Plus 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
 

Plus 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
 

Dernier

Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Mattias Andersson
 
TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024Lonnie McRorey
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupFlorian Wilhelm
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxNavinnSomaal
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024Lorenzo Miniero
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubKalema Edgar
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationSlibray Presentation
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr BaganFwdays
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyAlfredo García Lavilla
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024Stephanie Beckett
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionDilum Bandara
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .Alan Dix
 
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxThe Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxLoriGlavin3
 
SALESFORCE EDUCATION CLOUD | FEXLE SERVICES
SALESFORCE EDUCATION CLOUD | FEXLE SERVICESSALESFORCE EDUCATION CLOUD | FEXLE SERVICES
SALESFORCE EDUCATION CLOUD | FEXLE SERVICESmohitsingh558521
 
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfHyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfPrecisely
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxLoriGlavin3
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024BookNet Canada
 

Dernier (20)

Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?
 
TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project Setup
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptx
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding Club
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck Presentation
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easy
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An Introduction
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .
 
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxThe Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
 
SALESFORCE EDUCATION CLOUD | FEXLE SERVICES
SALESFORCE EDUCATION CLOUD | FEXLE SERVICESSALESFORCE EDUCATION CLOUD | FEXLE SERVICES
SALESFORCE EDUCATION CLOUD | FEXLE SERVICES
 
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfHyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptx
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
 

2802 REMOTE SENSING INDICATORS FOR CROP GROWTH MONITORING AT DIFFERENT SCALES.ppt

  • 1. REMOTE SENSING INDICATORS FOR CROP GROWTH MONITORING AT DIFFERENT SCALES Zongnan Li 1, 2 and Zhongxin Chen 1, 2*   1 Key Laboratory of Resources Remote Sensing and Digital Agriculture, MOA, Beijing 100081 2 Institute of Agricultural Resources and Regional Planning, CAAS, Beijing 100081 IGARSS 2011, Vancouver, 24-29 July, 2011
  • 2.
  • 3.
  • 4.
  • 5.
  • 6. field experiment canopy spectra crop parameters crop yield HJ-1 Imagery LAI in-situ Geom. Correction Atmos. Correction VIs VIs Correlation analysis Relationsip between VIs and crop growth VIs at different scales scaling up Correlation analysis LAI regional Relationsip between VIs and LAI at different scales
  • 7. Ⅱ . DATA AND PROCESS research region
  • 8. Field experiment plots in Langfang (116°36′E, 39°36′N). Regional study in Hebei province
  • 9.
  • 10.
  • 11.
  • 12. LAI evolution for various N applications
  • 13. HJ-1A CCD Image 3/25/2009 HJ-1A CCD Image 4/21/2009 Specification Bands (μm) Blue:0.43-0.52 Green:0.52-0.60 Red:0.63-0.69 infrared: 0.76-0.90 Swath 360×360km Resolution 30m
  • 14.
  • 15.
  • 16.
  • 17. LAI in study region March 25 (elongation) April 21 (heading)
  • 18. High crop cover Low crop cover Canopy
  • 19.
  • 20.
  • 21.
  • 22.
  • 23.
  • 24. Thanks for your attention !