SlideShare a Scribd company logo
1 of 18
ISCRAM 2009 Conference ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Floods –  underestimated natural disasters ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Figures from EM-DAT, OCHA, ECHO ISCRAM Conference 11 May 2009
Floods –  frequent, recurring natural disasters ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ISCRAM Conference 11 May 2009 Country Date Killed Haiti 23 May 2004 2665 India 24 Jul 2005 1200 Bangladesh 21 Jul 2007 1110 India 3 Jul 2007 1103 India (Flash Flood) 11 Jun 2008 1063 Algeria 10 Nov 2001 921 India 20 Jun 2004 900 India 30 Aug 2008 900 India 18 Sep 2000 884 India 2 Aug 2000 867 Country Date Total Affected China 23 Jun 2003 150 million China 15 Jun 2007 105 million China (Flash flood) 8 Jun 2002 80 million India 21 Jun 2002 42 million Bangladesh 20 Jun 2004 36 million China 15 Jul 2004 33 million India 20 Jun 2004 33 million India 18 Sep 2000 24 million India 2 Aug 2000 22 million India 24 Jul 2005 20 million
Global Disaster Alert and Coordination System ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ISCRAM Conference 11 May 2009
Monitoring floods ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ISCRAM Conference 11 May 2009
Flood observation from space? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ISCRAM Conference 11 May 2009
Passive microwave remote sensing ,[object Object],[object Object],[object Object],[object Object],[object Object],ISCRAM Conference 11 May 2009 36.5GHz
Passive microwave information ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ISCRAM Conference 11 May 2009 * Rees, 1990. Physical Principles of Remote Sensing. ** Sharkov, 2003. Passive Microwave Remote Sensing of the Earth T T T b ε ** Material ε Water 0.3 - 0.5 Minerals 0.75 – 0.95 Sea Ice 0.75 – 0.95 T
Novel normalization methodology: Water signal T b  dry wet T b dry wet Dry pixel Wet pixel Influence of clouds is eliminated by comparing dry and wet signal Water has a lower brightness temperature than land 1 2 3 1 2 3 1 2 3 ISCRAM Conference 11 May 2009 flood signal
Calibration site ,[object Object],[object Object],[object Object],[object Object],[object Object],ISCRAM Conference 11 May 2009 Optimization of calibration window size and percentile. M w  > 0 C w  = 0
Anomaly detection ,[object Object],ISCRAM Conference 11 May 2009 avg ( s ) sd ( s ) =  σ 3 σ 2 σ σ m  = 3 m  = 2 m  = 1
GFDS data and products ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ISCRAM Conference 11 May 2009 ,[object Object],[object Object],[object Object],[object Object],Time after satellite passes Processing step ~3h Download of data +2 minutes Swath data inserted in grid +2 minutes Update of all sites and maps
Rapid flood mapping ISCRAM Conference 11 May 2009 Flooded area mapped by the Dartmouth Flood Observatory based on MODIS optical imagery Flooded area mapped by JRC based on AMSR-E microwave data
Map and observation site ISCRAM Conference 11 May 2009 First media reports
Africa, early March 2009 ISCRAM Conference 11 May 2009 Okavango delta Barrier lakes Etosha Pan Caprivi floods Etosha floods Upper Zambezi
Floods Caprivi, Namibia, 2009 Flood map based on AMSR-E passive microwave data at 36.5GHz, processed using the JRC Global Flood Detection technique. GLIDE: FL-2009-000062-NAM Datum/Projection: WGS1984/Geographic Map production: JRC Background map: Global Discovery Contact: tom.de-groeve@jrc.it 100% water 0% water
Daily flood detection ISCRAM Conference 11 May 2009 http://www.gdacs.org/floods
Conclusions ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],ISCRAM Conference 11 May 2009

More Related Content

What's hot

Seminar report.atif
Seminar report.atifSeminar report.atif
Seminar report.atif8002664190
 
Tsunami detection system
Tsunami detection systemTsunami detection system
Tsunami detection systemsrinithiv
 
Remote Sensing Method for Flood Management System
 Remote Sensing Method for Flood Management System Remote Sensing Method for Flood Management System
Remote Sensing Method for Flood Management SystemIJMREMJournal
 
Seminar technical abstract
Seminar technical abstractSeminar technical abstract
Seminar technical abstractvinitkumar0963
 
DSD-INT 2015 - FEWS-risk a step towards risk-based flood forecasting - Daniel...
DSD-INT 2015 - FEWS-risk a step towards risk-based flood forecasting - Daniel...DSD-INT 2015 - FEWS-risk a step towards risk-based flood forecasting - Daniel...
DSD-INT 2015 - FEWS-risk a step towards risk-based flood forecasting - Daniel...Deltares
 
IRJET- Risk Assessment and Management Techniques to Avoid Landslide Hazard
IRJET- Risk Assessment and Management Techniques to Avoid Landslide HazardIRJET- Risk Assessment and Management Techniques to Avoid Landslide Hazard
IRJET- Risk Assessment and Management Techniques to Avoid Landslide HazardIRJET Journal
 
DSD-INT 2015 - Hydrological forecasting and decision making in Australia - Ju...
DSD-INT 2015 - Hydrological forecasting and decision making in Australia - Ju...DSD-INT 2015 - Hydrological forecasting and decision making in Australia - Ju...
DSD-INT 2015 - Hydrological forecasting and decision making in Australia - Ju...Deltares
 
remote sensing in agriculture
remote sensing in agricultureremote sensing in agriculture
remote sensing in agricultureveerendra manduri
 

What's hot (14)

Seminar report.atif
Seminar report.atifSeminar report.atif
Seminar report.atif
 
Tsunami detection system
Tsunami detection systemTsunami detection system
Tsunami detection system
 
GIS in emergency management
GIS in emergency managementGIS in emergency management
GIS in emergency management
 
Remote Sensing Method for Flood Management System
 Remote Sensing Method for Flood Management System Remote Sensing Method for Flood Management System
Remote Sensing Method for Flood Management System
 
GIS IN DISASTER MANAGEMENT
GIS IN DISASTER MANAGEMENTGIS IN DISASTER MANAGEMENT
GIS IN DISASTER MANAGEMENT
 
Tws
TwsTws
Tws
 
Rr85
Rr85Rr85
Rr85
 
Seminar technical abstract
Seminar technical abstractSeminar technical abstract
Seminar technical abstract
 
MODELLING THE IMPACT OF FLOODING USING GEOGRAPHIC INFORMATION SYSTEM AND REMO...
MODELLING THE IMPACT OF FLOODING USING GEOGRAPHIC INFORMATION SYSTEM AND REMO...MODELLING THE IMPACT OF FLOODING USING GEOGRAPHIC INFORMATION SYSTEM AND REMO...
MODELLING THE IMPACT OF FLOODING USING GEOGRAPHIC INFORMATION SYSTEM AND REMO...
 
South Asia Drought Monitoring System (SADMS)
South Asia Drought Monitoring System (SADMS)South Asia Drought Monitoring System (SADMS)
South Asia Drought Monitoring System (SADMS)
 
DSD-INT 2015 - FEWS-risk a step towards risk-based flood forecasting - Daniel...
DSD-INT 2015 - FEWS-risk a step towards risk-based flood forecasting - Daniel...DSD-INT 2015 - FEWS-risk a step towards risk-based flood forecasting - Daniel...
DSD-INT 2015 - FEWS-risk a step towards risk-based flood forecasting - Daniel...
 
IRJET- Risk Assessment and Management Techniques to Avoid Landslide Hazard
IRJET- Risk Assessment and Management Techniques to Avoid Landslide HazardIRJET- Risk Assessment and Management Techniques to Avoid Landslide Hazard
IRJET- Risk Assessment and Management Techniques to Avoid Landslide Hazard
 
DSD-INT 2015 - Hydrological forecasting and decision making in Australia - Ju...
DSD-INT 2015 - Hydrological forecasting and decision making in Australia - Ju...DSD-INT 2015 - Hydrological forecasting and decision making in Australia - Ju...
DSD-INT 2015 - Hydrological forecasting and decision making in Australia - Ju...
 
remote sensing in agriculture
remote sensing in agricultureremote sensing in agriculture
remote sensing in agriculture
 

Viewers also liked

陳省帆
陳省帆陳省帆
陳省帆nice567
 
Left Brain Connectors, Brand Idea And Branding E
Left Brain Connectors, Brand Idea And Branding ELeft Brain Connectors, Brand Idea And Branding E
Left Brain Connectors, Brand Idea And Branding Ephamvietanh
 
Voice Browsing And Multimodal Interaction In 2009
Voice Browsing And Multimodal Interaction In 2009Voice Browsing And Multimodal Interaction In 2009
Voice Browsing And Multimodal Interaction In 2009GoogleTecTalks
 
A Single Therapy for All Subtypes of Horizontal Canal Positional Vertigo
A Single Therapy for All Subtypes of Horizontal Canal Positional VertigoA Single Therapy for All Subtypes of Horizontal Canal Positional Vertigo
A Single Therapy for All Subtypes of Horizontal Canal Positional VertigoDavid Yeh
 
Comenius project_Intercultural dialogue
Comenius project_Intercultural dialogueComenius project_Intercultural dialogue
Comenius project_Intercultural dialoguecomeniusfeijoo
 
Christmas Carol Songbook Voice, S A T B Various
Christmas  Carol  Songbook    Voice,  S A T B    VariousChristmas  Carol  Songbook    Voice,  S A T B    Various
Christmas Carol Songbook Voice, S A T B VariousHOME
 
卓承妹
卓承妹卓承妹
卓承妹nice567
 
Petits Angescc
Petits AngesccPetits Angescc
Petits AngesccHOME
 
Zach massad portf pt 2
Zach massad portf pt 2Zach massad portf pt 2
Zach massad portf pt 2Zach Massad
 
Performance Improvements In Browsers
Performance Improvements In BrowsersPerformance Improvements In Browsers
Performance Improvements In BrowsersGoogleTecTalks
 
Astor Piazzola Adios Noninos (Tango)
Astor Piazzola   Adios Noninos (Tango)Astor Piazzola   Adios Noninos (Tango)
Astor Piazzola Adios Noninos (Tango)HOME
 
戴竹蓮
戴竹蓮戴竹蓮
戴竹蓮nice567
 
Cuba Turistica
Cuba TuristicaCuba Turistica
Cuba TuristicaHOME
 
醫學的無限(線)未來
醫學的無限(線)未來醫學的無限(線)未來
醫學的無限(線)未來David Yeh
 
Siberi
SiberiSiberi
Siberilensu
 

Viewers also liked (20)

陳省帆
陳省帆陳省帆
陳省帆
 
Left Brain Connectors, Brand Idea And Branding E
Left Brain Connectors, Brand Idea And Branding ELeft Brain Connectors, Brand Idea And Branding E
Left Brain Connectors, Brand Idea And Branding E
 
Voice Browsing And Multimodal Interaction In 2009
Voice Browsing And Multimodal Interaction In 2009Voice Browsing And Multimodal Interaction In 2009
Voice Browsing And Multimodal Interaction In 2009
 
Facebook Por Facebook
Facebook Por FacebookFacebook Por Facebook
Facebook Por Facebook
 
A Single Therapy for All Subtypes of Horizontal Canal Positional Vertigo
A Single Therapy for All Subtypes of Horizontal Canal Positional VertigoA Single Therapy for All Subtypes of Horizontal Canal Positional Vertigo
A Single Therapy for All Subtypes of Horizontal Canal Positional Vertigo
 
Comenius project_Intercultural dialogue
Comenius project_Intercultural dialogueComenius project_Intercultural dialogue
Comenius project_Intercultural dialogue
 
Christmas Carol Songbook Voice, S A T B Various
Christmas  Carol  Songbook    Voice,  S A T B    VariousChristmas  Carol  Songbook    Voice,  S A T B    Various
Christmas Carol Songbook Voice, S A T B Various
 
卓承妹
卓承妹卓承妹
卓承妹
 
Petits Angescc
Petits AngesccPetits Angescc
Petits Angescc
 
inflation
inflationinflation
inflation
 
Zach massad portf pt 2
Zach massad portf pt 2Zach massad portf pt 2
Zach massad portf pt 2
 
Performance Improvements In Browsers
Performance Improvements In BrowsersPerformance Improvements In Browsers
Performance Improvements In Browsers
 
Astor Piazzola Adios Noninos (Tango)
Astor Piazzola   Adios Noninos (Tango)Astor Piazzola   Adios Noninos (Tango)
Astor Piazzola Adios Noninos (Tango)
 
Planta Poder
Planta PoderPlanta Poder
Planta Poder
 
戴竹蓮
戴竹蓮戴竹蓮
戴竹蓮
 
Cuba Turistica
Cuba TuristicaCuba Turistica
Cuba Turistica
 
Autumn Awakening
Autumn AwakeningAutumn Awakening
Autumn Awakening
 
醫學的無限(線)未來
醫學的無限(線)未來醫學的無限(線)未來
醫學的無限(線)未來
 
Indian Rupee Symbol Design
Indian Rupee Symbol DesignIndian Rupee Symbol Design
Indian Rupee Symbol Design
 
Siberi
SiberiSiberi
Siberi
 

Similar to Early flood detection using satellite data

TU2.L10 - NEXT-GENERATION GLOBAL PRECIPITATION PRODUCTS AND THEIR APPLICATIONS
TU2.L10 - NEXT-GENERATION GLOBAL PRECIPITATION PRODUCTS AND THEIR APPLICATIONSTU2.L10 - NEXT-GENERATION GLOBAL PRECIPITATION PRODUCTS AND THEIR APPLICATIONS
TU2.L10 - NEXT-GENERATION GLOBAL PRECIPITATION PRODUCTS AND THEIR APPLICATIONSgrssieee
 
Resilience: Global Imperative for 2013 and Beyond_Mesh evans april 25 2013
Resilience: Global Imperative for 2013 and Beyond_Mesh evans april 25 2013Resilience: Global Imperative for 2013 and Beyond_Mesh evans april 25 2013
Resilience: Global Imperative for 2013 and Beyond_Mesh evans april 25 2013Peter C. Evans, PhD
 
Global Wildland Fire Forecasting Using Space Technologies
Global Wildland Fire Forecasting Using Space TechnologiesGlobal Wildland Fire Forecasting Using Space Technologies
Global Wildland Fire Forecasting Using Space TechnologiesBrian Shiro
 
ITU_JTF_Madrid 2013_INTRO_ C BARNES_V2.ppt
ITU_JTF_Madrid 2013_INTRO_ C BARNES_V2.pptITU_JTF_Madrid 2013_INTRO_ C BARNES_V2.ppt
ITU_JTF_Madrid 2013_INTRO_ C BARNES_V2.pptMayankGautam216027
 
WMO-role-in-disaster-mitigation (1).ppt
WMO-role-in-disaster-mitigation (1).pptWMO-role-in-disaster-mitigation (1).ppt
WMO-role-in-disaster-mitigation (1).pptAbdihakimAdan3
 
igarss_2011_breunig_DLR_TDM_water_mask.ppt
igarss_2011_breunig_DLR_TDM_water_mask.pptigarss_2011_breunig_DLR_TDM_water_mask.ppt
igarss_2011_breunig_DLR_TDM_water_mask.pptgrssieee
 
SWaRMA_IRBM_Module2_#5, Role of hydrometeorological monitoring for IRBM in Ne...
SWaRMA_IRBM_Module2_#5, Role of hydrometeorological monitoring for IRBM in Ne...SWaRMA_IRBM_Module2_#5, Role of hydrometeorological monitoring for IRBM in Ne...
SWaRMA_IRBM_Module2_#5, Role of hydrometeorological monitoring for IRBM in Ne...ICIMOD
 
Development of a Java-based application for environmental remote sensing data...
Development of a Java-based application for environmental remote sensing data...Development of a Java-based application for environmental remote sensing data...
Development of a Java-based application for environmental remote sensing data...IJECEIAES
 
2004-06-24 Fast Aerosol Sensing Tools for Natural Event Tracking FASTNET Proj...
2004-06-24 Fast Aerosol Sensing Tools for Natural Event Tracking FASTNET Proj...2004-06-24 Fast Aerosol Sensing Tools for Natural Event Tracking FASTNET Proj...
2004-06-24 Fast Aerosol Sensing Tools for Natural Event Tracking FASTNET Proj...Rudolf Husar
 
Andy Jarvis - Parasid Near Real Time Monitoring Of Habitat Change Using A Neu...
Andy Jarvis - Parasid Near Real Time Monitoring Of Habitat Change Using A Neu...Andy Jarvis - Parasid Near Real Time Monitoring Of Habitat Change Using A Neu...
Andy Jarvis - Parasid Near Real Time Monitoring Of Habitat Change Using A Neu...CIAT
 
Copernicus Land Moniotring Service Portfolio
Copernicus Land Moniotring Service PortfolioCopernicus Land Moniotring Service Portfolio
Copernicus Land Moniotring Service PortfolioCLMS
 

Similar to Early flood detection using satellite data (20)

Open-Source Mobile Weather Stations: Providing Information for a More Secure ...
Open-Source Mobile Weather Stations: Providing Information for a More Secure ...Open-Source Mobile Weather Stations: Providing Information for a More Secure ...
Open-Source Mobile Weather Stations: Providing Information for a More Secure ...
 
WMO Drought Activities and Regional Perspectives by Jose Camacho, Scientific ...
WMO Drought Activities and Regional Perspectives by Jose Camacho, Scientific ...WMO Drought Activities and Regional Perspectives by Jose Camacho, Scientific ...
WMO Drought Activities and Regional Perspectives by Jose Camacho, Scientific ...
 
A global picture of drought occurrence, magnitude, and preparedness
A global picture of drought occurrence, magnitude, and preparednessA global picture of drought occurrence, magnitude, and preparedness
A global picture of drought occurrence, magnitude, and preparedness
 
Drought Management Centre for Southeastern Europe by Gregor Gregoric, Sloveni...
Drought Management Centre for Southeastern Europe by Gregor Gregoric, Sloveni...Drought Management Centre for Southeastern Europe by Gregor Gregoric, Sloveni...
Drought Management Centre for Southeastern Europe by Gregor Gregoric, Sloveni...
 
TU2.L10 - NEXT-GENERATION GLOBAL PRECIPITATION PRODUCTS AND THEIR APPLICATIONS
TU2.L10 - NEXT-GENERATION GLOBAL PRECIPITATION PRODUCTS AND THEIR APPLICATIONSTU2.L10 - NEXT-GENERATION GLOBAL PRECIPITATION PRODUCTS AND THEIR APPLICATIONS
TU2.L10 - NEXT-GENERATION GLOBAL PRECIPITATION PRODUCTS AND THEIR APPLICATIONS
 
Thailand flood v1
Thailand flood v1Thailand flood v1
Thailand flood v1
 
Resilience: Global Imperative for 2013 and Beyond_Mesh evans april 25 2013
Resilience: Global Imperative for 2013 and Beyond_Mesh evans april 25 2013Resilience: Global Imperative for 2013 and Beyond_Mesh evans april 25 2013
Resilience: Global Imperative for 2013 and Beyond_Mesh evans april 25 2013
 
Copernicus Status
Copernicus Status Copernicus Status
Copernicus Status
 
Responding to Natural Disasters: The Role of Space Based Information
Responding to Natural Disasters: The Role of Space Based InformationResponding to Natural Disasters: The Role of Space Based Information
Responding to Natural Disasters: The Role of Space Based Information
 
Global Wildland Fire Forecasting Using Space Technologies
Global Wildland Fire Forecasting Using Space TechnologiesGlobal Wildland Fire Forecasting Using Space Technologies
Global Wildland Fire Forecasting Using Space Technologies
 
ITU_JTF_Madrid 2013_INTRO_ C BARNES_V2.ppt
ITU_JTF_Madrid 2013_INTRO_ C BARNES_V2.pptITU_JTF_Madrid 2013_INTRO_ C BARNES_V2.ppt
ITU_JTF_Madrid 2013_INTRO_ C BARNES_V2.ppt
 
WMO-role-in-disaster-mitigation (1).ppt
WMO-role-in-disaster-mitigation (1).pptWMO-role-in-disaster-mitigation (1).ppt
WMO-role-in-disaster-mitigation (1).ppt
 
Ll3519561960
Ll3519561960Ll3519561960
Ll3519561960
 
igarss_2011_breunig_DLR_TDM_water_mask.ppt
igarss_2011_breunig_DLR_TDM_water_mask.pptigarss_2011_breunig_DLR_TDM_water_mask.ppt
igarss_2011_breunig_DLR_TDM_water_mask.ppt
 
Mapping and modeling affected areas by environment and climate stresses: Egyp...
Mapping and modeling affected areas by environment and climate stresses: Egyp...Mapping and modeling affected areas by environment and climate stresses: Egyp...
Mapping and modeling affected areas by environment and climate stresses: Egyp...
 
SWaRMA_IRBM_Module2_#5, Role of hydrometeorological monitoring for IRBM in Ne...
SWaRMA_IRBM_Module2_#5, Role of hydrometeorological monitoring for IRBM in Ne...SWaRMA_IRBM_Module2_#5, Role of hydrometeorological monitoring for IRBM in Ne...
SWaRMA_IRBM_Module2_#5, Role of hydrometeorological monitoring for IRBM in Ne...
 
Development of a Java-based application for environmental remote sensing data...
Development of a Java-based application for environmental remote sensing data...Development of a Java-based application for environmental remote sensing data...
Development of a Java-based application for environmental remote sensing data...
 
2004-06-24 Fast Aerosol Sensing Tools for Natural Event Tracking FASTNET Proj...
2004-06-24 Fast Aerosol Sensing Tools for Natural Event Tracking FASTNET Proj...2004-06-24 Fast Aerosol Sensing Tools for Natural Event Tracking FASTNET Proj...
2004-06-24 Fast Aerosol Sensing Tools for Natural Event Tracking FASTNET Proj...
 
Andy Jarvis - Parasid Near Real Time Monitoring Of Habitat Change Using A Neu...
Andy Jarvis - Parasid Near Real Time Monitoring Of Habitat Change Using A Neu...Andy Jarvis - Parasid Near Real Time Monitoring Of Habitat Change Using A Neu...
Andy Jarvis - Parasid Near Real Time Monitoring Of Habitat Change Using A Neu...
 
Copernicus Land Moniotring Service Portfolio
Copernicus Land Moniotring Service PortfolioCopernicus Land Moniotring Service Portfolio
Copernicus Land Moniotring Service Portfolio
 

Recently uploaded

Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfAddepto
 
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
 
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostLeverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostZilliz
 
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
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 
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
 
Vector Databases 101 - An introduction to the world of Vector Databases
Vector Databases 101 - An introduction to the world of Vector DatabasesVector Databases 101 - An introduction to the world of Vector Databases
Vector Databases 101 - An introduction to the world of Vector DatabasesZilliz
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):comworks
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machinePadma Pradeep
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfAlex Barbosa Coqueiro
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationSafe Software
 
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
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr LapshynFwdays
 
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
 
Training state-of-the-art general text embedding
Training state-of-the-art general text embeddingTraining state-of-the-art general text embedding
Training state-of-the-art general text embeddingZilliz
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsSergiu Bodiu
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsMiki Katsuragi
 
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
 

Recently uploaded (20)

Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdf
 
DMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special EditionDMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special Edition
 
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptxE-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 
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
 
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostLeverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
 
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
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easy
 
Vector Databases 101 - An introduction to the world of Vector Databases
Vector Databases 101 - An introduction to the world of Vector DatabasesVector Databases 101 - An introduction to the world of Vector Databases
Vector Databases 101 - An introduction to the world of Vector Databases
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machine
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdf
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
 
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?
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
 
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
 
Training state-of-the-art general text embedding
Training state-of-the-art general text embeddingTraining state-of-the-art general text embedding
Training state-of-the-art general text embedding
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platforms
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering Tips
 
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
 

Early flood detection using satellite data

  • 1.
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9. Novel normalization methodology: Water signal T b dry wet T b dry wet Dry pixel Wet pixel Influence of clouds is eliminated by comparing dry and wet signal Water has a lower brightness temperature than land 1 2 3 1 2 3 1 2 3 ISCRAM Conference 11 May 2009 flood signal
  • 10.
  • 11.
  • 12.
  • 13. Rapid flood mapping ISCRAM Conference 11 May 2009 Flooded area mapped by the Dartmouth Flood Observatory based on MODIS optical imagery Flooded area mapped by JRC based on AMSR-E microwave data
  • 14. Map and observation site ISCRAM Conference 11 May 2009 First media reports
  • 15. Africa, early March 2009 ISCRAM Conference 11 May 2009 Okavango delta Barrier lakes Etosha Pan Caprivi floods Etosha floods Upper Zambezi
  • 16. Floods Caprivi, Namibia, 2009 Flood map based on AMSR-E passive microwave data at 36.5GHz, processed using the JRC Global Flood Detection technique. GLIDE: FL-2009-000062-NAM Datum/Projection: WGS1984/Geographic Map production: JRC Background map: Global Discovery Contact: tom.de-groeve@jrc.it 100% water 0% water
  • 17. Daily flood detection ISCRAM Conference 11 May 2009 http://www.gdacs.org/floods
  • 18.