Combining automated satellite based flood mapping with exposure mapping for flood risk assessment and management

Size: px
Start display at page:

Download "Combining automated satellite based flood mapping with exposure mapping for flood risk assessment and management"

Transcription

1 DLR.de Chart 1 > United Nations/Germany Expert Meeting > A. Twele and F. Hummel > Combining automated satellite based flood mapping with exposure mapping for flood risk assessment and management André Twele & Franz Hummel, German Aerospace Center (DLR) United Nations/Germany Expert Meeting Space Based Information for Flood and Drought Risk Reduction, 5 6 June 2014

2 Flood mapping from semi automatic tools to fully automatic services ZKI activations (since 2003): regions and disaster types ( 2

3 Flood mapping from semi automatic tools to fully automatic services Earth Observation Center ENVI/IDL: - Automatic split-based thresholding - Pixel-based ecognition Developer: - Automatic and semi-automatic - Segment-based (multi-scale) Martinis, S., Twele, A. & Voigt, S., IEEE TGRS, 49 (1) Martinis, S. & Twele, A., Remote Sensing, 2 (9) Martinis, S., Twele, A., Voigt, S., NHESS, (9) 3

4 DLR/ZKI flood monitoring services Automated EO based processing chains and services Current focus: Sentinel 1 4

5 Linking both scales Flooding in Albania TerraSAR X acquisition (16:32) MODIS acquisition (10:33) TerraSAR X ordering (09:32) Alert 30 km TerraSAR X SC (20/03/2013) TerraSAR X floodmask 5

6 MODIS Delivery Server Alert TerraSAR-X Delivery Server Earth Observation Center Ftp pull Ftp pull Modis data (L0) Georeferencing TerraSAR-X data MODIS metadata Computation of reflectances TerraSAR-X metadata Adapted global DEM Reprojection Global DEM Adapted global DEM Projection GIM (optional) Slope, Aspect Radiometric calibration to σ0 Reference water mask Slope Layer stacking Global DEM Adapted or computed GIM Rescaling MODIS flood service Adaption / computation AuxData Index computation (EVI, LSWI, DVEL, NDVI) Integration of auxiliary data Cloud shadow modeling Classification result (Flood, Non-Flood, Cloud, Mixture, Standing/Receding Water) Adapted reference water mask Preprocessed MODIS data (Band 1,2,3,4,6) Thresholding of indices/spectral bands Region growing Separation flood / cloud shadow Footprints Statistical computations Reference water mask Adaption / computation AuxData Separation reference water / flood Automatic thresholding Definition of fuzzy sets Classification result (Flood, Non-Flood, Standing/ Receding Water) Adapted reference water mask Removing layover / shadow by GIM Image tiling/tile selection Defuzzification Filtering Preprocessed TerraSAR-X data Fuzzy region growing Footprints TerraSAR-X flood service DB (Vector data) Files (Raster data) t-1 DB (Vector data) Files (Raster data) WMS WFS Geoserver Website Alert WMS WFS Geoserver Website Martinis, S., A. Twele, C. Strobl, J. Kersten, and E. Stein A multi scale flood monitoring system based on fully automatic MODIS and TerraSAR X processing chains. Remote Sensing 6

7 MODIS Delivery Server TerraSAR-X Delivery Server Automatic data ingestion when new satellite data is Ftp pull Ftp pull available (e.g. through LANCE MODIS, TerraSAR X Modis data TerraSAR-X (L0) data Georeferencing delivery server, Sentinel Collaborative Ground Segment) MODIS TerraSAR-X Adapted metadata Computation of metadata global DEM Reprojection reflectances Alert Earth Observation Center MODIS flood service Global DEM Adapted global DEM Adapted or Reference water mask Slope Global DEM computed Rescaling Layer stacking reprojection to lat/lon) and adaption/computation of GIM Adapted Adapted Adaption / computation AuxData reference Statistical Reference auxiliary data (e.g. DEM information, reference water) water mask computations water mask Filtering water mask Preprocessed MODIS data (Band 1,2,3,4,6) Projection Index computation Thresholding of Automatic Image tiling/tile Thematic analysis with a high degree of robustness and (EVI, LSWI, DVEL, NDVI) indices/spectral bands thresholding selection Cloud shadow Separation flood / Separation reference Removing layover / modeling cloud shadow water / flood shadow by GIM Fuzzy region growing independent from different environmental conditionsand Classification result (Flood, Non-Flood, Cloud, Mixture, Standing/Receding Water) Footprints GIM (optional) Adaption / computation AuxData Classification result (Flood, Non-Flood, Standing/ Receding Water) Slope, Aspect Footprints Radiometric calibration to σ0 Automatic data preprocessing (radiometric calibration, Preprocessed TerraSAR-X data transferability Integration of auxiliary (e.g. automatic land/water Definition of fuzzy threshold Region growing Defuzzification data sets derviation). A high thematic accuracy needs to be assured satellite acquisition parameters. TerraSAR-X flood service DB (Vector Files (Raster DB (Vector Files (Raster data) data) data) data) t-1 Storage of derived information in a geodatabase and dissemination of flood products via an interactive Geoserver Geoserver webclient WMS WFS Website Alert WMS WFS Website Martinis, S., A. Twele, C. Strobl, J. Kersten, and E. Stein A multi scale flood monitoring system based on fully automatic MODIS and TerraSAR X processing chains. Remote Sensing 7

8 Example: MODIS Flood Service Visualization of the most recent MODIS data, derived flood extents, and further classes (e.g. clouds/snow/ice) 8

9 Example: MODIS Flood Service Definition of areas of interest and warning levels 9

10 Example: MODIS Flood Service Monitoring & Alerting Service: Automatic alert notifications by SMS or according to user defined parameters/aois 10

11 Earth Observation Center Example: TerraSAR X flood service TerraSAR X StripMap, , Bosnia and Herzegovina/Croatia 11

12 Earth Observation Center Example: TerraSAR X flood service TerraSAR X StripMap, , Bosnia and Herzegovina/Croatia 12

13 Earth Observation Center Outlook: Sentinel 1 flood service Sentinel 1 IWS Namibia, Zambezi river 13

14 Earth Observation Center Outlook: Sentinel 1 flood service Sentinel 1 IWS Namibia, Zambezi river 14

15 Outlook: Sentinel 1 flood service Sentinel 1 IWS, Map produced by Copernicus Emergency Management Service (EMS) 15

16 Outlook: Sentinel 1 flood service Result of DLR/ZKI s fully automated Sentinel 1 processing chain (early prototype) Sentinel 1 IWS, Map produced by Copernicus Emergency Management Service (EMS) 16

17 Application cases of flood services Flood Services (MODIS, TerraSAR-X, Sentinel-1, etc.) Early Warning/Monitoring (using daily acquired data) Combination with ancillary geodata: rapid loss estimation, exposure mapping, risk assessment Alert Detailed NRT flood assessment (using HR/VHR SAR data) Base layer for subsequent rapid mapping products 17

18 Quantifying Risk Risk = ƒ { Hazard, Exposure, Vulnerability } Potentially damaging event - Likelihood - Magnitude - Duration - Speed - Spatial extent Objects potentially adversely affected - People - Property - Infrastructure Present attribute that decribes possible future harm - Physical - Social - Economic Sentinel-3 Sentinel-1

19 Manila, 1975 Manila, 1990 Manila, 2000 Manila, 2010

20 Mapping of urban areas from TerraSAR-X data (3m), Nairobi, Kenya 20

21 City District Block Building

22 Flood extent 22

23 Building Number Percentage Sum ,00% <100 m² 7 4,5% 100 m² <250 m² 17 10,9% 250 m² <500 m² ,2% >500 m² 10 6,4% 23

24 Rapid Flood Loss Estimation Earth Observation Center Sentinel-3 Sentinel-1 + Building inventory / Population information 24

25 Thank you very much for your attention! 25

A Multi-Scale Flood Monitoring System Based on Fully Automatic MODIS and TerraSAR-X Processing Chains

A Multi-Scale Flood Monitoring System Based on Fully Automatic MODIS and TerraSAR-X Processing Chains Remote Sens. 2013, 5, 5598-5619; doi:10.3390/rs5115598 Article OPEN ACCESS Remote Sensing ISSN 2072-4292 www.mdpi.com/journal/remotesensing A Multi-Scale Flood Monitoring System Based on Fully Automatic

More information

June 2011. TerraSAR-X-based Flood Mapping Service

June 2011. TerraSAR-X-based Flood Mapping Service June 2011 TerraSAR-X-based Flood Mapping Service Service TerraSAR-X-based Flood Mapping Product Flood extent map Product specifications Flood mask / water mask Input / output data Summary Content Date

More information

German Earth Observation Systems and Programs Capacities for nation building

German Earth Observation Systems and Programs Capacities for nation building German Earth Observation Systems and Programs Capacities for nation building German Aerospace Center, DLR, Earth Observation Center, EOC German Remote Sensing Data Center, DFD Gunter Schreier Deputy Director

More information

Current Status and Considerations for the Future. Harald Mehl & Stefan Voigt German Aerospace Center (DLR)

Current Status and Considerations for the Future. Harald Mehl & Stefan Voigt German Aerospace Center (DLR) Current Status and Considerations for the Future Harald Mehl & Stefan Voigt German Aerospace Center (DLR) Supporting DLR s engagement in EO for civil security Contribution to the implementation of the

More information

Comparison of ALOS-PALSAR and TerraSAR-X Data in terms of Detecting Settlements First Results

Comparison of ALOS-PALSAR and TerraSAR-X Data in terms of Detecting Settlements First Results ALOS 2008 Symposium, 3-7 November Rhodes, Greece Comparison of ALOS-PALSAR and TerraSAR-X Data in terms of Detecting Settlements First Results Thomas Esch*, Achim Roth*, Michael Thiel, Michael Schmidt*,

More information

ROSA ESA - DLR Course 2009 RADAR REMOTE SENSING Day 4-5

ROSA ESA - DLR Course 2009 RADAR REMOTE SENSING Day 4-5 ROSA ESA - DLR Course 2009 RADAR REMOTE SENSING Day 4-5 Dr. Jan-Peter Mund, André Twele & Sandro Martinis German Remote Sensing Data Center (DFD) German Aerospace Center (DLR) RADAR REMOTE SENSING Introduction

More information

The Use of Geographic Information Systems in Risk Assessment

The Use of Geographic Information Systems in Risk Assessment The Use of Geographic Information Systems in Risk Assessment With Specific Focus on the RiVAMP Methodology Presented by Nadine Brown August 27, 2012 Climate Studies Group Mona Climate Change Workshop Presentation

More information

Thematic Area Water. WP3 - Risk assessment and early warning systems. Task 002 - Remote sensing applications for flood risk management

Thematic Area Water. WP3 - Risk assessment and early warning systems. Task 002 - Remote sensing applications for flood risk management Thematic Area Water WP3 - Risk assessment and early warning systems Task 002 - Remote sensing applications for flood risk management German Aerospace Center (DLR) Matthias Mück / Joachim Post Remote Sensing

More information

TerraSAR-X Applications Guide

TerraSAR-X Applications Guide TerraSAR-X Applications Guide Extract: Maritime Monitoring: Oil Spill Detection April 2015 Airbus Defence and Space Geo-Intelligence Programme Line Maritime Monitoring: Oil Spill Detection Issue As the

More information

The needs on big data management for Operational Geo-Info Services: Emergency Response, Maritime surveillance, Agriculture Management

The needs on big data management for Operational Geo-Info Services: Emergency Response, Maritime surveillance, Agriculture Management Copernicus Big-Data Workshop 2014, 13/14 March The needs on big data management for Operational Geo-Info Services: Emergency Response, Maritime surveillance, Agriculture Management Marco Corsi e-geos 1

More information

Prediction of Storm Surge using Space Data. Susanne Lehner German Aerospace Center

Prediction of Storm Surge using Space Data. Susanne Lehner German Aerospace Center Prediction of Storm Surge using Space Data Susanne Lehner German Aerospace Center Existing Crisis Information State of the Art of Satellite Crisis Information (ZKI) Mapping after the storm www.zki.de

More information

Methods for Monitoring Forest and Land Cover Changes and Unchanged Areas from Long Time Series

Methods for Monitoring Forest and Land Cover Changes and Unchanged Areas from Long Time Series Methods for Monitoring Forest and Land Cover Changes and Unchanged Areas from Long Time Series Project using historical satellite data from SACCESS (Swedish National Satellite Data Archive) for developing

More information

A tiered reconnaissance approach toward flood monitoring utilising multi-source radar and optical data

A tiered reconnaissance approach toward flood monitoring utilising multi-source radar and optical data 5 th International Workshop on Remote Sensing for Disaster Response A tiered reconnaissance approach toward flood monitoring utilising multi-source radar and optical data Anneley McMillan Dr. Beverley

More information

Cloud-based Geospatial Data services and analysis

Cloud-based Geospatial Data services and analysis Cloud-based Geospatial Data services and analysis Xuezhi Wang Scientific Data Center Computer Network Information Center Chinese Academy of Sciences 2014-08-25 Outlines 1 Introduction of Geospatial Data

More information

The USGS Landsat Big Data Challenge

The USGS Landsat Big Data Challenge The USGS Landsat Big Data Challenge Brian Sauer Engineering and Development USGS EROS bsauer@usgs.gov U.S. Department of the Interior U.S. Geological Survey USGS EROS and Landsat 2 Data Utility and Exploitation

More information

Moderate- and high-resolution Earth Observation data based forest and agriculture monitoring in Russia using VEGA Web-Service

Moderate- and high-resolution Earth Observation data based forest and agriculture monitoring in Russia using VEGA Web-Service Moderate- and high-resolution Earth Observation data based forest and agriculture monitoring in Russia using VEGA Web-Service Sergey BARTALEV and Evgeny LOUPIAN Space Research Institute, Russian Academy

More information

INPE Spatial Data Infrastructure for Big Spatiotemporal Data Sets. Karine Reis Ferreira (INPE-Brazil)

INPE Spatial Data Infrastructure for Big Spatiotemporal Data Sets. Karine Reis Ferreira (INPE-Brazil) INPE Spatial Data Infrastructure for Big Spatiotemporal Data Sets Karine Reis Ferreira (INPE-Brazil) INPE (Brazil) and Big Data I work at INPE (Brazilian National Institute for Space Research). Main gate

More information

Advanced Image Management using the Mosaic Dataset

Advanced Image Management using the Mosaic Dataset Esri International User Conference San Diego, California Technical Workshops July 25, 2012 Advanced Image Management using the Mosaic Dataset Vinay Viswambharan, Mike Muller Agenda ArcGIS Image Management

More information

Tools and Methods for Global Urban Analysis

Tools and Methods for Global Urban Analysis European Commission Joint Research Centre 1st Urbanization Workshop Day 2, Session 1: Tools and Methods for Global Urban Analysis Ellen Hamilton Lead Urban Specialist World Bank 1 Outline Global Agendas:

More information

A GIS helps you answer questions and solve problems by looking at your data in a way that is quickly understood and easily shared.

A GIS helps you answer questions and solve problems by looking at your data in a way that is quickly understood and easily shared. A Geographic Information System (GIS) integrates hardware, software, and data for capturing, managing, analyzing, and displaying all forms of geographically referenced information. GIS allows us to view,

More information

An Assessment of the Effectiveness of Segmentation Methods on Classification Performance

An Assessment of the Effectiveness of Segmentation Methods on Classification Performance An Assessment of the Effectiveness of Segmentation Methods on Classification Performance Merve Yildiz 1, Taskin Kavzoglu 2, Ismail Colkesen 3, Emrehan K. Sahin Gebze Institute of Technology, Department

More information

Forestry Thematic Exploitation Platform Earth Observation Open Science 2.0

Forestry Thematic Exploitation Platform Earth Observation Open Science 2.0 Forestry Thematic Exploitation Platform Earth Observation Open Science 2.0 Tuomas Häme VTT Technical Research of Finland Ltd and the Forestry TEP Team Objective One-stop shop for forestry remote sensing

More information

Vulnerability assessment of ecosystem services for climate change impacts and adaptation (VACCIA)

Vulnerability assessment of ecosystem services for climate change impacts and adaptation (VACCIA) Vulnerability assessment of ecosystem services for climate change impacts and adaptation (VACCIA) Action 2: Derivation of GMES-related remote sensing data Deliverable 1: Time-series of Earth Observation

More information

Bhuvan. Indian Earth Observation Visualization. Indian Space Research Organisation. http://bhuvan.nrsc.gov.in. Multi Resolution. Societal Applications

Bhuvan. Indian Earth Observation Visualization. Indian Space Research Organisation. http://bhuvan.nrsc.gov.in. Multi Resolution. Societal Applications Multi Resolution Bhuvan Societal Applications Indian Earth Observation Visualization http://bhuvan.nrsc.gov.in 3D Geographic Models Seamless Fly Through Indian Space Research Organisation Thematic Vectors

More information

Das Copernicus Collaborative GroundSegment des DLR

Das Copernicus Collaborative GroundSegment des DLR Das Copernicus Collaborative GroundSegment des DLR Gunter Schreier Deutsches Fernerkundungsdatenzentrum DFD Earth Observation Center EOC DLR November 2015 Earth Observation Center DLR German Aerospace

More information

VCS REDD Methodology Module. Methods for monitoring forest cover changes in REDD project activities

VCS REDD Methodology Module. Methods for monitoring forest cover changes in REDD project activities 1 VCS REDD Methodology Module Methods for monitoring forest cover changes in REDD project activities Version 1.0 May 2009 I. SCOPE, APPLICABILITY, DATA REQUIREMENT AND OUTPUT PARAMETERS Scope This module

More information

EO Information Services in support of Satellite Tools for Building Flood Defence Systems in Guyana

EO Information Services in support of Satellite Tools for Building Flood Defence Systems in Guyana EO Information Services in support of Satellite Tools for Building Flood Defence Systems in Guyana F. N. Koudogbo and A. Arnaud Altamira Information I. Bauwens, H. Tambuyzer Eurosense Date : 21 February

More information

INTEROPERABLE IMAGE DATA ACCESS THROUGH ARCGIS SERVER

INTEROPERABLE IMAGE DATA ACCESS THROUGH ARCGIS SERVER INTEROPERABLE IMAGE DATA ACCESS THROUGH ARCGIS SERVER Qian Liu Environmental Systems Research Institute 380 New York Street Redlands, CA92373, U.S.A - qliu@esri.com KEY WORDS: OGC, Standard, Interoperability,

More information

Choosing the right GIS framework for an informed Enterprise Web GIS Solution

Choosing the right GIS framework for an informed Enterprise Web GIS Solution 13 ANNUAL INTERNATIONAL CONFERENCE AND EXHIBITION ON GEOSPATIAL INFORMATION TECHNOLOGY AND APPLICATIONS Epicentre; Gurgaon, India; 19-21 January, 2010 Choosing the right GIS framework for an informed Enterprise

More information

Aneeqa Syed [Hatfield Consultants] Vancouver GIS Users Group Meeting December 8, 2010

Aneeqa Syed [Hatfield Consultants] Vancouver GIS Users Group Meeting December 8, 2010 NEAR-REAL-TIME FLOOD MAPPING AND MONITORING SERVICE Aneeqa Syed [Hatfield Consultants] Vancouver GIS Users Group Meeting December 8, 2010 SLIDE 1 MRC Flood Service Project Partners and Client Hatfield

More information

TerraSAR-X Image Product Guide. Basic and Enhanced Radar Satellite Imagery. Airbus Defence and Space Geo-Intelligence Programme Line

TerraSAR-X Image Product Guide. Basic and Enhanced Radar Satellite Imagery. Airbus Defence and Space Geo-Intelligence Programme Line TerraSAR-X Image Product Guide Geo-Intelligence Programme Line 1 Introduction TerraSAR-X and TanDEM-X are commercial German Synthetic Aperture Radar (SAR) Earth observation satellites, which were launched

More information

The ORIENTGATE data platform

The ORIENTGATE data platform Seminar on Proposed and Revised set of indicators June 4-5, 2014 - Belgrade (Serbia) The ORIENTGATE data platform WP2, Action 2.4 Alessandra Nuzzo, Sandro Fiore, Giovanni Aloisio Scientific Computing and

More information

METHODOLOGY FOR LANDSLIDE SUSCEPTIBILITY AND HAZARD MAPPING USING GIS AND SDI

METHODOLOGY FOR LANDSLIDE SUSCEPTIBILITY AND HAZARD MAPPING USING GIS AND SDI The 8th International Conference on Geo-information for Disaster Management Intelligent Systems for Crisis Management METHODOLOGY FOR LANDSLIDE SUSCEPTIBILITY AND HAZARD MAPPING USING GIS AND SDI T. Fernández

More information

ENABLING HETEROGENOUS MULTI-SCALE DATABASE FOR EMERGENCY SERVICE FUNCTIONS THROUGH GEOINFORMATION TECHNOLOGIES

ENABLING HETEROGENOUS MULTI-SCALE DATABASE FOR EMERGENCY SERVICE FUNCTIONS THROUGH GEOINFORMATION TECHNOLOGIES ENABLING HETEROGENOUS MULTI-SCALE DATABASE FOR EMERGENCY SERVICE FUNCTIONS THROUGH GEOINFORMATION TECHNOLOGIES V.Bhanumurthy, K. Venugopala Rao, S. Srinivasa Rao, K.Ram Mohan Rao *, P.Satya Chandra, J.

More information

Centre for EcologicalNoosphere Studies NAS RA CENS

Centre for EcologicalNoosphere Studies NAS RA CENS SCOPES 2009-2012 Scientific Co-operation between Eastern Europe and Switzerland Accessing Armenian Environmental data through CENS Spatial Data Infrastructure Centre for EcologicalNoosphere Studies NAS

More information

Data Processing Developments at DFD/DLR. Stefanie Holzwarth Martin Bachmann, Rudolf Richter, Martin Habermeyer, Derek Rogge

Data Processing Developments at DFD/DLR. Stefanie Holzwarth Martin Bachmann, Rudolf Richter, Martin Habermeyer, Derek Rogge Data Processing Developments at DFD/DLR Stefanie Holzwarth Martin Bachmann, Rudolf Richter, Martin Habermeyer, Derek Rogge EUFAR Joint Expert Working Group Meeting Edinburgh, April 14th 2011 Conclusions

More information

Utilizing satellite-based information for disaster risk assessment- why and how?

Utilizing satellite-based information for disaster risk assessment- why and how? Utilizing satellite-based information for disaster risk assessment- why and how? Peeranan Towashiraporn ADPC Session 1, UN International Conference on Space-based Technologies for Disaster Management September

More information

AAFC Medium-Resolution EO Data Activities for Agricultural Risk Assessment

AAFC Medium-Resolution EO Data Activities for Agricultural Risk Assessment AAFC Medium-Resolution EO Data Activities for Agricultural Risk Assessment North American Drought Monitor (NADM) Ottawa, Ontario, Canada. October 15-17 2008. A. Davidson 1, A. Howard 1,2, K. Sun 1, M.

More information

Big Data Challenge: Mining Heterogeneous Data. Prof. Mihai Datcu. German Aerospace Center (DLR) Munich Aerospace Faculty

Big Data Challenge: Mining Heterogeneous Data. Prof. Mihai Datcu. German Aerospace Center (DLR) Munich Aerospace Faculty Big Data Challenge: Mining Heterogeneous Data Prof. Mihai Datcu German Aerospace Center (DLR) Munich Aerospace Faculty Sensing & Big Data Big Data: - Computer hardware and the Cloud - Storage Challenges

More information

SAR Measurements of Wind Field, Sea State Topography at Offshore Platforms

SAR Measurements of Wind Field, Sea State Topography at Offshore Platforms SAR Measurements of Wind Field, Sea State Topography at Offshore Platforms Susanne Lehner DLR, Oberpfaffenhofen Susanne.Lehner@dlr.de Planned NRT Products ENVISAT Wind Sea State OIl Land-Water Line Ships

More information

Review for Introduction to Remote Sensing: Science Concepts and Technology

Review for Introduction to Remote Sensing: Science Concepts and Technology Review for Introduction to Remote Sensing: Science Concepts and Technology Ann Johnson Associate Director ann@baremt.com Funded by National Science Foundation Advanced Technological Education program [DUE

More information

TOLOMEO. ORFEO Toolbox. Jordi Inglada - CNES. TOoLs for Open Mul/- risk assessment using Earth Observa/on data TOLOMEO

TOLOMEO. ORFEO Toolbox. Jordi Inglada - CNES. TOoLs for Open Mul/- risk assessment using Earth Observa/on data TOLOMEO ORFEO Toolbox Jordi Inglada - CNES TOoLs for Open Mul/- risk assessment using Earth Observa/on data Outline ORFEO Toolbox : general characteris>cs Example of OTB features OTB Applica>ons & Processing Chains

More information

Introduction to Imagery and Raster Data in ArcGIS

Introduction to Imagery and Raster Data in ArcGIS Esri International User Conference San Diego, California Technical Workshops July 25, 2012 Introduction to Imagery and Raster Data in ArcGIS Simon Woo slides Cody Benkelman - demos Overview of Presentation

More information

Obtaining and Processing MODIS Data

Obtaining and Processing MODIS Data Obtaining and Processing MODIS Data MODIS is an extensive program using sensors on two satellites that each provide complete daily coverage of the earth. The data have a variety of resolutions; spectral,

More information

Operational Space- Based Crop Mapping Protocols at AAFC A. Davidson, H. McNairn and T. Fisette.

Operational Space- Based Crop Mapping Protocols at AAFC A. Davidson, H. McNairn and T. Fisette. Operational Space- Based Crop Mapping Protocols at AAFC A. Davidson, H. McNairn and T. Fisette. Science & Technology Branch. Agriculture and Agri-Food Canada. 1. Introduction Space-Based Crop Mapping at

More information

Data and Information Management for EO Data Centers. Eberhard Mikusch German Aerospace Center - German Remote Sensing Data Center

Data and Information Management for EO Data Centers. Eberhard Mikusch German Aerospace Center - German Remote Sensing Data Center Data and Information Management for EO Data Centers Eberhard Mikusch German Aerospace Center - Mexico, 23. 04 2008 Earth Observation System Environment at DLR/DFD 10010 00101 Radar 10010 00101 Atmospheric

More information

Update on Capacity Building Activities at DLR s Earth Observation Center EOC. WGCapD-3 Annual Meeting, Dehradun, India

Update on Capacity Building Activities at DLR s Earth Observation Center EOC. WGCapD-3 Annual Meeting, Dehradun, India www.dlr.de Chart 1 WGCapD-3 Annual Meeting Dehradun/India Dieter Hausamann EO School Lab Update on Capacity Building Activities at DLR s Earth Observation Center EOC WGCapD-3 Annual Meeting, Dehradun,

More information

an insight into systems from acquisition to dissemination

an insight into systems from acquisition to dissemination an insight into systems from acquisition to dissemination P Shasidhar Reddy Manager Computer Systems National Remote Sensing Centre Satellite data acquisition planning, reception, processing and dissemination

More information

COMPARISON OF OBJECT BASED AND PIXEL BASED CLASSIFICATION OF HIGH RESOLUTION SATELLITE IMAGES USING ARTIFICIAL NEURAL NETWORKS

COMPARISON OF OBJECT BASED AND PIXEL BASED CLASSIFICATION OF HIGH RESOLUTION SATELLITE IMAGES USING ARTIFICIAL NEURAL NETWORKS COMPARISON OF OBJECT BASED AND PIXEL BASED CLASSIFICATION OF HIGH RESOLUTION SATELLITE IMAGES USING ARTIFICIAL NEURAL NETWORKS B.K. Mohan and S. N. Ladha Centre for Studies in Resources Engineering IIT

More information

Implementation of information system to respond to a nuclear emergency affecting agriculture and food products - Case of Morocco

Implementation of information system to respond to a nuclear emergency affecting agriculture and food products - Case of Morocco Centre National de l énergie des sciences et techniques nucléaires (CNESTEN-Morocco) Implementation of information system to respond to a nuclear emergency affecting agriculture and food products - Case

More information

Levee Assessment via Remote Sensing Levee Assessment Tool Prototype Design & Implementation

Levee Assessment via Remote Sensing Levee Assessment Tool Prototype Design & Implementation Levee Assessment via Remote Sensing Levee Assessment Tool Prototype Design & Implementation User-Friendly Map Viewer Novel Tab-GIS Interface Extensible GIS Framework Pluggable Tools & Classifiers December,

More information

Document Control Sheet

Document Control Sheet Document Control Sheet 1. Security Classification For Official Use only 2. Distribution NRSC / ISRO, Online Distribution Through Bhuvan Portal 3. Report / Document version (a) Issue no. 01 4. Report /

More information

Remote Sensing Applications in Support of Sustainable Development and Disaster Management by DLR Current Activities

Remote Sensing Applications in Support of Sustainable Development and Disaster Management by DLR Current Activities Remote Sensing Applications in Support of Sustainable Development and Disaster Management by DLR Current Activities Dr. Günter Strunz German Aerospace Center (DLR) German Remote Sensing Data Center 43rd

More information

Disaster Risk Assessment:

Disaster Risk Assessment: Disaster Risk Assessment: Disaster Risk Mapping Dr. Jianping Yan Disaster Risk Assessment Specialist Session Outline Essentials on Risk Mapping Map scale, grid size, aggregation unit Requirements for Risk

More information

Outline - needs of land cover - global land cover projects - GLI land cover product. legend. Cooperation with Global Mapping project

Outline - needs of land cover - global land cover projects - GLI land cover product. legend. Cooperation with Global Mapping project Land Cover Mapping by GLI data Ryutaro Tateishi Center for Environmental Remote Sensing (CEReS) Chiba University E-mail: tateishi@ceres.cr.chiba-u.ac.jp Outline - needs of land cover - global land cover

More information

European Gravity Service for Improved Emergency Management

European Gravity Service for Improved Emergency Management European Gravity Service for Improved Emergency Management a new Horizon2020 project to serve the international community and improve the accessibility to gravity field products A. Jäggi 1, M. Weigelt

More information

The DLR Multi Mission EO Ground Segment

The DLR Multi Mission EO Ground Segment The DLR Multi Mission EO Ground Segment Payload Ground Segment Erhard Diedrich Remote Sensing Workshop Mexico 22-24 April 2008 DLR Ground Segment for Earth Observation: Servicing GMES, national and commercial

More information

MASS PROCESSING OF REMOTE SENSING DATA FOR ENVIRONMENTAL EVALUATION IN EUROPE

MASS PROCESSING OF REMOTE SENSING DATA FOR ENVIRONMENTAL EVALUATION IN EUROPE MASS PROCESSING OF REMOTE SENSING DATA FOR ENVIRONMENTAL EVALUATION IN EUROPE Lic. Adrián González Applications Research Earth Science Conference 2014 29.07.2014 Earth Science San Conference Francisco

More information

OBJECT BASED IMAGE CLASSIFICATION AND WEB-MAPPING TECHNIQUES FOR FLOOD DAMAGE ASSESSMENT

OBJECT BASED IMAGE CLASSIFICATION AND WEB-MAPPING TECHNIQUES FOR FLOOD DAMAGE ASSESSMENT OBJECT BASED IMAGE CLASSIFICATION AND WEB-MAPPING TECHNIQUES FOR FLOOD DAMAGE ASSESSMENT Ejaz Hussain, KyoHyouk Kim, Jie Shan {ehussain, kim458, jshan}@ecn.purdue.edu Geomatics Engineering, School of Civil

More information

Chapter Contents Page No

Chapter Contents Page No Chapter Contents Page No Preface Acknowledgement 1 Basics of Remote Sensing 1 1.1. Introduction 1 1.2. Definition of Remote Sensing 1 1.3. Principles of Remote Sensing 1 1.4. Various Stages in Remote Sensing

More information

Object-Oriented Approach of Information Extraction from High Resolution Satellite Imagery

Object-Oriented Approach of Information Extraction from High Resolution Satellite Imagery IOSR Journal of Computer Engineering (IOSR-JCE) e-issn: 2278-0661,p-ISSN: 2278-8727, Volume 17, Issue 3, Ver. IV (May Jun. 2015), PP 47-52 www.iosrjournals.org Object-Oriented Approach of Information Extraction

More information

Satellite and ground-based remote sensing for rapid seismic vulnerability assessment M. Wieland, M. Pittore

Satellite and ground-based remote sensing for rapid seismic vulnerability assessment M. Wieland, M. Pittore Satellite and ground-based remote sensing for rapid seismic vulnerability assessment M. Wieland, M. Pittore Helmholtz Centre Potsdam GFZ German Research Centre for Geosciences Centre for Early Warning

More information

INSPIREd computing for EO Based Services

INSPIREd computing for EO Based Services INSPIREd computing for EO Based Services Paolo MANUNTA 1, Giulio CERIOLA 1, Jens STUTTE 1 1 Planetek Italia s.r.l Via Massaua 12 I-70132 Bari E-Mail: manunta@planetek.it Workshop Big Data Roma, 26/11/2013

More information

ENVI THE PREMIER SOFTWARE FOR EXTRACTING INFORMATION FROM GEOSPATIAL IMAGERY.

ENVI THE PREMIER SOFTWARE FOR EXTRACTING INFORMATION FROM GEOSPATIAL IMAGERY. ENVI THE PREMIER SOFTWARE FOR EXTRACTING INFORMATION FROM GEOSPATIAL IMAGERY. ENVI Imagery Becomes Knowledge ENVI software uses proven scientific methods and automated processes to help you turn geospatial

More information

The following was presented at DMT 14 (June 1-4, 2014, Newark, DE).

The following was presented at DMT 14 (June 1-4, 2014, Newark, DE). DMT 2014 The following was presented at DMT 14 (June 1-4, 2014, Newark, DE). The contents are provisional and will be superseded by a paper in the DMT 14 Proceedings. See also presentations and Proceedings

More information

Land Use/ Land Cover Mapping Initiative for Kansas and the Kansas River Watershed

Land Use/ Land Cover Mapping Initiative for Kansas and the Kansas River Watershed Land Use/ Land Cover Mapping Initiative for Kansas and the Kansas River Watershed Kansas Biological Survey Kansas Applied Remote Sensing Program April 2008 Previous Kansas LULC Projects Kansas LULC Map

More information

Emergency Management Service. early warning FLOOD AND FIRE ALERTS. Space

Emergency Management Service. early warning FLOOD AND FIRE ALERTS. Space Emergency Management Service early warning FLOOD AND FIRE ALERTS Space 1 Copernicus at a Glance Copernicus is the European Union s Earth Observation programme: a user-driven space programme under civil

More information

TerraAmazon - The Amazon Deforestation Monitoring System - Karine Reis Ferreira

TerraAmazon - The Amazon Deforestation Monitoring System - Karine Reis Ferreira TerraAmazon - The Amazon Deforestation Monitoring System - Karine Reis Ferreira GEOSS Users & Architecture Workshop XXIV: Water Security & Governance - Accra Ghana / October 2008 INPE National Institute

More information

The Courses. Covering complete breadth of GIS technology from ESRI including ArcGIS, ArcGIS Server and ArcGIS Engine.

The Courses. Covering complete breadth of GIS technology from ESRI including ArcGIS, ArcGIS Server and ArcGIS Engine. ESRI India: Corporate profile ESRI India A profile India s Premier GIS Company Strategic alliance between ESRI Inc. and NIIT Technologies Adjudged as India s Best GIS Solutions Company - Map India 2001

More information

Overview. 1. Types of land dynamics 2. Methods for analyzing multi-temporal remote sensing data:

Overview. 1. Types of land dynamics 2. Methods for analyzing multi-temporal remote sensing data: Vorlesung Allgemeine Fernerkundung, Prof. Dr. C. Schmullius Change detection and time series analysis Lecture by Martin Herold Wageningen University Geoinformatik & Fernerkundung, Friedrich-Schiller-Universität

More information

AN OPENGIS WEB MAP SERVER FOR THE ESA MULTI-MISSION CATALOGUE

AN OPENGIS WEB MAP SERVER FOR THE ESA MULTI-MISSION CATALOGUE AN OPENGIS WEB MAP SERVER FOR THE ESA MULTI-MISSION CATALOGUE T. Westin a, *, C. Caspar b, L. Edgardh a, L. Schylberg c a Spacemetric AB, Tingsv 19, 19161 Sollentuna, Sweden - tw@spacemetric.se b ESA Esrin,

More information

GIS BASED LAND INFORMATION SYSTEM FOR MANDAL SOUM, SELENGE AIMAG OF MONGOLIA

GIS BASED LAND INFORMATION SYSTEM FOR MANDAL SOUM, SELENGE AIMAG OF MONGOLIA GIS BASED LAND INFORMATION SYSTEM FOR MANDAL SOUM, SELENGE AIMAG OF MONGOLIA B. Tuul GTZ, Land Management and Fiscal Cadastre project, Government building 12, ALAGCaC, Ulaanbaatar, Mongolia tuul1119@yahoo.com,

More information

SAMPLE: DO NOT COMPLETE

SAMPLE: DO NOT COMPLETE EXP: EXPERIENCE POINT PROCEDURE Use the EXP-W experience worksheets, EXP-P professional profiles and EXP-S summary sheet to document your GIS professional experience. The Experience Schedule (next page)

More information

HAZARD RISK ASSESSMENT, MONITORING, MAINTENANCE AND MANAGEMENT SYSTEM (HAMMS) FOR LANDSLIDE AND FLOOD. Mohd. Nor Desa, Rohayu and Lariyah, UNITEN

HAZARD RISK ASSESSMENT, MONITORING, MAINTENANCE AND MANAGEMENT SYSTEM (HAMMS) FOR LANDSLIDE AND FLOOD. Mohd. Nor Desa, Rohayu and Lariyah, UNITEN HAZARD RISK ASSESSMENT, MONITORING, MAINTENANCE AND MANAGEMENT SYSTEM (HAMMS) FOR LANDSLIDE AND FLOOD Mohd. Nor Desa, Rohayu and Lariyah, UNITEN WHAT WE HAVE IN MIND AND FROM OUR PREVIOUS PROJECT CONTRIBUTION

More information

3D Model of the City Using LiDAR and Visualization of Flood in Three-Dimension

3D Model of the City Using LiDAR and Visualization of Flood in Three-Dimension 3D Model of the City Using LiDAR and Visualization of Flood in Three-Dimension R.Queen Suraajini, Department of Civil Engineering, College of Engineering Guindy, Anna University, India, suraa12@gmail.com

More information

Web and Mobile GIS Applications Development

Web and Mobile GIS Applications Development Web and Mobile GIS Applications Development Presented by : Aamir Ali Manager Section Head (GIS Software Customization) Pakistan Space and Upper Atmosphere Research Commission (SUPARCO) Geographical Information

More information

Digital Classification and Mapping of Urban Tree Cover: City of Minneapolis

Digital Classification and Mapping of Urban Tree Cover: City of Minneapolis Digital Classification and Mapping of Urban Tree Cover: City of Minneapolis FINAL REPORT April 12, 2011 Marvin Bauer, Donald Kilberg, Molly Martin and Zecharya Tagar Remote Sensing and Geospatial Analysis

More information

European Gravity Service for Improved Emergency Management

European Gravity Service for Improved Emergency Management European Gravity Service for Improved Emergency Management a new Horizon2020 project to serve the international community and improve the accessibility to gravity field products A. Jäggi 1, M. Weigelt

More information

SARscape 4.3 Supported Sensors/Products (March 2011) - Spaceborne Sensors -

SARscape 4.3 Supported Sensors/Products (March 2011) - Spaceborne Sensors - SARscape 4.3 Supported Sensors/Products (March 2011) - Spaceborne Sensors - ALOS PALSAR (provided by JAXA) In case of RAW (level 1.0) data, import is carried out within the Focusing Module. PALSAR RAW

More information

STAR Algorithm and Data Products (ADP) Beta Review. Suomi NPP Surface Reflectance IP ARP Product

STAR Algorithm and Data Products (ADP) Beta Review. Suomi NPP Surface Reflectance IP ARP Product STAR Algorithm and Data Products (ADP) Beta Review Suomi NPP Surface Reflectance IP ARP Product Alexei Lyapustin Surface Reflectance Cal Val Team 11/26/2012 STAR ADP Surface Reflectance ARP Team Member

More information

Copernicus and Big Data: Challenges and Opportunities

Copernicus and Big Data: Challenges and Opportunities Copernicus and Big Data: Challenges and Opportunities Alessandro Annoni European Commission Joint Research Centre www.jrc.ec.europa.eu Serving society Stimulating innovation Supporting legislation Big

More information

A Namibia Early Flood Warning System A CEOS Pilot Project

A Namibia Early Flood Warning System A CEOS Pilot Project A Namibia Early Flood Warning System A CEOS Pilot Project Dan Mandl NASA/GSFC Stu Frye/SGT, Rob Sohlberg/Univ. of Md, Pat Cappelaere/SGT, Matt Handy/NASA/GSFC, Robert Grossman/Univ. of Chicago, Joshua

More information

Research On The Classification Of High Resolution Image Based On Object-oriented And Class Rule

Research On The Classification Of High Resolution Image Based On Object-oriented And Class Rule Research On The Classification Of High Resolution Image Based On Object-oriented And Class Rule Li Chaokui a,b, Fang Wen a,b, Dong Xiaojiao a,b a National-Local Joint Engineering Laboratory of Geo-Spatial

More information

GEOENGINE MSc in Geomatics Engineering, Master Thesis Gina Campuzano

GEOENGINE MSc in Geomatics Engineering, Master Thesis Gina Campuzano Master Thesis Gina CAMPUZANO Gina Campuzano Development of a GIS web application as a tool for learning of environmental protection -Comparison between MapServer and GeoServer constructing a tool for not

More information

Remote Sensing Method in Implementing REDD+

Remote Sensing Method in Implementing REDD+ Remote Sensing Method in Implementing REDD+ FRIM-FFPRI Research on Development of Carbon Monitoring Methodology for REDD+ in Malaysia Remote Sensing Component Mohd Azahari Faidi, Hamdan Omar, Khali Aziz

More information

Emerging Trends in SDI.

Emerging Trends in SDI. Emerging Trends in SDI. Jeanne Foust ESRI gsdi 1 Spatial Data Infrastructure TRENDS GIS use continues to rapidly grow. Recognition Of GIS As Critical Infrastructure growing. Alignment of SDI and National

More information

DEM products from TerraSAR-X & TanDEM-X. Nora Meyer zu Erpen // 25.01.2011

DEM products from TerraSAR-X & TanDEM-X. Nora Meyer zu Erpen // 25.01.2011 DEM products from TerraSAR- & TanDEM- Nora Meyer zu Erpen // 25.01.2011 GEO-Information Services within Astrium and EADS Airbus Eurocopter Cassidian Astrium Turnover 2009: 4.8 billion Staff 2009: 15,000*

More information

DIPECHO-SEA. Arnaud RAULIN Project manager

DIPECHO-SEA. Arnaud RAULIN Project manager DIPECHO-SEA «Providing Geographical Information Systems (GIS) technical support for Disaster Risk Reduction programs implemented by DIPECHO partners in the South East African and South West Indian Ocean

More information

Virtual constellations, time series, and cloud screening opportunities for Sentinel 2 and Landsat

Virtual constellations, time series, and cloud screening opportunities for Sentinel 2 and Landsat Virtual constellations, time series, and cloud screening opportunities for Sentinel 2 and Landsat Sentinel 2 for Science Workshop 20 22 May 2014 ESA ESRIN, Frascati (Rome), Italy 1 Part 1: Title: Towards

More information

New Space Capabilities for Maritime Surveillance

New Space Capabilities for Maritime Surveillance www.dlr.de ESA Blue Growth Marititime College, Cork, Ireland 17.4..2013 New Space Capabilities for Maritime Surveillance Susanne Lehner German Aerospace Center DLR Remote Sensing Technology Institute DLR

More information

Pixel-based and object-oriented change detection analysis using high-resolution imagery

Pixel-based and object-oriented change detection analysis using high-resolution imagery Pixel-based and object-oriented change detection analysis using high-resolution imagery Institute for Mine-Surveying and Geodesy TU Bergakademie Freiberg D-09599 Freiberg, Germany imgard.niemeyer@tu-freiberg.de

More information

Capturing building inventory data for earthquake risk assessment: The GEM perspective. Risk Global Component Inventory Data Capture Tools

Capturing building inventory data for earthquake risk assessment: The GEM perspective. Risk Global Component Inventory Data Capture Tools Risk Global Component Inventory Data Capture Tools Capturing building inventory data for earthquake risk assessment: The GEM perspective NCEO/CEOI Joint Science Conference, Nottingham 2/9/212 John Bevington,

More information

Development, deployment and validation of an oceanographic virtual laboratory based on Grid computing

Development, deployment and validation of an oceanographic virtual laboratory based on Grid computing Development, deployment and validation of an oceanographic virtual laboratory based on Grid computing David Mera Pérez Santiago de Compostela, Feb. 15 th 2013 Index 1 Context and Motivation 2 Objectives

More information

Open Source Visualisation with ADAGUC Web Map Services

Open Source Visualisation with ADAGUC Web Map Services Open Source Visualisation with ADAGUC Web Map Services Maarten Plieger Ernst de Vreede John van de Vegte, Wim Som de Cerff, Raymond Sluiter, Ian van der Neut, Jan Willem Noteboom 1 ADAGUC project Cooperative

More information

REGIONAL CENTRE FOR TRAINING IN AEROSPACE SURVEYS (RECTAS) MASTER IN GEOINFORMATION PRODUCTION AND MANAGEMENT

REGIONAL CENTRE FOR TRAINING IN AEROSPACE SURVEYS (RECTAS) MASTER IN GEOINFORMATION PRODUCTION AND MANAGEMENT REGIONAL CENTRE FOR TRAINING IN AEROSPACE SURVEYS (RECTAS) MASTER IN GEOINFORMATION PRODUCTION AND MANAGEMENT PROGRAMME DESCRIPTION October 2014 1. The programme The academic programme shall be referred

More information

CityGML goes to Broadway

CityGML goes to Broadway CityGML goes to Broadway Thomas H. Kolbe, Barbara Burger, Berit Cantzler Chair of Geoinformatics thomas.kolbe@tum.de September 11, 2015 Photogrammetric Week 2015, Stuttgart The New York City Open Data

More information

Advancing Sustainability with Geospatial Steven Hagan, Vice President, Server Technologies João Paiva, Ph.D. Spatial Information and Science

Advancing Sustainability with Geospatial Steven Hagan, Vice President, Server Technologies João Paiva, Ph.D. Spatial Information and Science Advancing Sustainability with Geospatial Steven Hagan, Vice President, Server Technologies João Paiva, Ph.D. Spatial Information and Science Engineering 1 Copyright 2011, Oracle and/or its affiliates.

More information

Enterprise GIS Solutions to GIS Data Dissemination

Enterprise GIS Solutions to GIS Data Dissemination Enterprise GIS Solutions to GIS Data Dissemination ESRI International User Conference July 13 17, 2009 Wendy M. Turner Senior GIS Engineer & Program Manager Freedom Consulting Group, LLC Building the Enterprise

More information

OPEN STANDARD WEB SERVICES FOR VISUALISATION OF TIME SERIES DATA OF FLOOD MODELS

OPEN STANDARD WEB SERVICES FOR VISUALISATION OF TIME SERIES DATA OF FLOOD MODELS OPEN STANDARD WEB SERVICES FOR VISUALISATION OF TIME SERIES DATA OF FLOOD MODELS Barend Köbben FRMRC RPA 7 Workshop visualisations and flow simulations as flood risk communication tools

More information

Processing, Cataloguing and Distribution of UAS Images in Near-Real-Time. Andreas Kühnen GEOSYSTEMS

Processing, Cataloguing and Distribution of UAS Images in Near-Real-Time. Andreas Kühnen GEOSYSTEMS Processing, Cataloguing and Distribution of UAS Images in Near-Real-Time Andreas Kühnen GEOSYSTEMS Copyright GEOSYSTEMS GmbH 2013. Irrtum und Änderungen vorbehalten. R&D project of German Army System zur

More information