Outils de la Géomatique (Télédétection et SIG) dans le Suivi ...riazano/publications/VT-P254-SLD-001-EF-02-0… · VT-P254-SLD-001-EF-01-00 – APGMV / PAGGW Training Workshop

page 1VT-P254-SLD-001-EF-01-00 ndash APGMV PAGGW Training Workshop ndash Khartoum 10-13 November 2015

Outils de la Geacuteomatique (Teacuteleacutedeacutetection et SIG) dans le Suivi amp Evaluation de la Grande Muraille Verte

Geomatics Tools (remote sensing and GIS) for the Monitoring amp Assessment of the Great Green Wall

Serge RIAZANOFFDirecteur Director

sergeriazanoffvisioterrafrhttpwwwvisioterrafr

Professeur associeacute Associated Professor

sergeriazanoffu-pemfrhttpwww-igmuniv-mlvfr~riazano

Initiative Africaine de la Grande Muraille VerteAfrican Initiative of the Great Green Wall


Agenda Table des matiegraveresAgenda Table of contents

Oslash Mardi 10 novembre matin (0930 ndash 1300)Tuesday 10th November AMq Ressources peacutedagogiques disponibles en teacuteleacutedeacutetection traitement dimages et SIG

Available education materials in remote sensing image processing and GISq Donneacutees de teacuteleacutedeacutetection disponibles pour la GMV

Available remote sensing data for the GGWq Applications gratuites de traitement de donneacutees dObservation de la Terre

Available free applications for the processing of remote sensing data q Application agrave des donneacutees Landsat-8 et Sentinel-1 sur des pays traverseacutes par la GMV

Application to Landsat-8 and Sentinel-1 data over countries crossed by the GGW

Oslash Mardi 9 novembre apregraves-midi (1430 ndash 1830)Tuesday 10th November PMq Donneacutees SIG disponibles et gratuites pour la GMV

Available free GIS data for the GGWq Installation et usage du logiciel gratuit Q-GIS

Installation and use of the free Q-GIS applicationq Application agrave la creacuteation dun projet geacuteomatique e-GMV

Application to the creation of a geomatics project ldquoe-GMVrdquo

Oslash Mercredi 11 novembre matin (0900 ndash 1300)Wednesday 11th November AMq VtWeb ndash un exemple drsquoinfrastructure innovante et facile drsquoaccegraves

VtWeb ndash an example of innovative infrastructure easy to useq Gestion dun projet de laquo SDI GMV raquo (Infrastructure de Donneacutees Spatiales en teacuteleacutedeacutetection + SIG)

Management of a project ldquoGMV SDIrdquo (Spatial Data Infrastructure in remote sensing + GIS)q Deacutefinition de standards dassurance qualiteacute et gestion de configuration

Definition of quality assurance standards and configuration managementq Edition et maintenance de tableaux de bords davanceacutee des travaux

Editing and maintenance of dashboards to control the work progress


World univ (Algeria Morocco Palestine Douala Kinshasa)

University Paris 6

ENSG (IGN school)

GAEL Consultant

January 1990 March 2004

VisioTerra

May 2004

University Paris-Est Marne-la-Valleacutee ndash Gaspard Monge Institute

March 1993

1 Software development2 Quality control3 Cartographic production

Science consulting for Earth observation1 Studies - EO expert support technical studies audit2 Training - Image processing3 Communication ndash Web scientific document editing4 Development ndash Virtual globes tools5 Cartographic production ndash geometry radiometry statistics

1 Image processing2 Remote sensing3 Trainees following

Professor

Services en OT et eacuteducationEO Industry and Training


laquo Des satellites jusqursquoaux utilisateurs finaux raquoldquo From satellites to end-users rdquo

Science Consulting for Earth Observation

data segment

Ground segment

format

archive processor

ALOS SPOT Landsat ERS

Envisathellip

telemetry

satellite

quality control

Distributors added-value

resellersEurimage

SPOT IMAGETelespazioGEOSYShellip

End-users

Agriculture JRC CNASEA ONIC

Hazard monitoring JRC (Ispra)

Environment AESN

Oil industry TOTAL CGGBEICIP GDF

Communication RAI 1 France 2Sierra Productions

orthorectified productsspace maps

cartographic quality controlmosaics

classificationsdata fusion

multi-format multi-media decodingChange detection

Bathymetry

Spatial agenciesESA NASA CNES NASDA hellip

Culture Education

Museum Citeacute des Sciences

Universities UPEMLVENSG UPMC

ConferenceTraining


Oslash Acquisitions - When q Orbit propagatorssect SGP4sect Nominal

q Viewing geometrysect Optical Radarsect Acquisition modes

Vt Aoi Catcher

Vt Satellite Tracker

Modegraveles orbitaux et de geacuteomeacutetrie de prise de vueModels for orbits and observation geometry


Oslash ERAIFT - Renforcement des capaciteacutesCapacity building in Geomatics

Oslash REMA - SI de biodiversiteacuteRBIS biodiversity information system

Oslash Rio Tinto - Cartes drsquooccupation du solLand Use Land Cover (LULC) maps

Oslash Dobbin Int - Spatiocartes LULC MozambiqueProduction of LULC spacemaps

Oslash Universiteacutes et Instituts - EnseignementTraining in Gabon Cameroun DRC Morocco Algeria

Oslash UNEP - Croissance des zones urbainesUrban growth in Cocircte drsquoIvoire

Oslash TOTAL - Evolution du trait de cocircte Monitoring the coastline in Mandji (Gabon)

Oslash TOTAL - Golfe de Guineacutee Oil spills and oil seeps in Gulf of Guinea

RBIS

VisioTerra en Afrique - Spatiocartes Etudes FormationVisioTerra in Africa - Spacemaps Studies Training


VtWeb Plateforme drsquoaccegraves aux donneacutees libres drsquoObservation de la Terre et meacuteteacuteorologiques traiteacutees agrave la voleacutee et afficheacutees dans un globe virtuel dans les navigateurs usuelsFramework to access free Earth Observation and meteorological data to process them on-the-fly and display on a virtual globe inside usual Web browsers

VtAoiWatcher Outil de surveillance drsquoaires drsquointeacuterecirct - Capture traitement agrave la voleacutee affichage avanceacute et export de donneacutees drsquoobservation de la Terre (optique radar meacuteteacuteorologiques)Tool monitoring areas of interest - Capture on-the-fly processing advanced display and export of Earth observation data (optical radar meteorological)

VtGeomorpho Outil de traceacute et drsquoanalyse de coupes seacuterieacutees - Calcul et affichage 3D de surfaces enveloppeMorpho-structural analysis ndash Production of serial profiles and wrapping surfaces from various altimetry models

VtGoce Globe virtuel de comparaison combinaison de surfaces - Outil de comparaison et de combinaison de surfaces altimeacutetriques Application au rendu des geacuteoiumldes produits par le satellite GOCEVirtual globe to compare and combine surfaces ndash Tool enabling to compare and combine altimetry surfaces Application to the geoids produced by the GOCE satellite

VtEscape Paramegravetres de surfaces ndash Outil de conception de spatiocartes mondiales ou sur des aires drsquointeacuterecirct preacutesentant des paramegravetres physiques de la surface terrestre atmosphegravere (champs de vents pressions nuageshellip) oceacutean (tempeacuterature de surface courants saliniteacutehellip) terres eacutemergeacutees (reacuteflectance utilisation du sol humiditeacutehellip)Surface parameters ndash Tool producing spacemaps containing physical parameters of the Earth surface atmosphere ocean lands

VtAoiCatcher Outil de preacutevision seacutelection des missions instruments modes observant une zone drsquointeacuterecirct agrave une peacuteriode donneacuteeAcquisition prediction ndash Tool enabling to select the missions instruments observing a particular area of interest for a given period

VtTileGrabber Outil de capture des diffeacuterentes couches afficheacutees pendant une session de navigation dans un globe virtuel pour la production drsquoune mosaiumlque geacuteocodeacutee des tuiles observeacuteesVirtual Globe Capture ndash Development of a tool enabling the capture of the layers displayed along a session of navigation in a virtual globe Production of a geocoded mosaic of the observed tiles

VtSatelliteTracker Propagation drsquoorbites et globes virtuels ndash Outil Web de visualisation dans un globe virtuel de modegraveles de satellites drsquoorbites propageacutees de viseacutees instrument et faucheacutees au solOrbit propagation and virtual globesndash Development of a Web tool to display in virtual globes the satellite models propagated orbits instrument viewing vectors and on-ground swaths

Expertise VisioTerra ndash 1 Deacuteveloppement logicielVisioTerra skills ndash 1 Software development


UNEP OBSCOM Croissance urbaine en Cocircte drsquoIvoire ndash Production de spatiocartes de classification drsquooccupation du sol et de statistiques de la croissance urbaine des villes drsquoAbidjan et de BouakeacuteUrban growth in Ivory Coast ndash Production of LULC classification spacemaps and statistics to monitor the urban growth of the cities of Abidjan and Bouake

Dobbin International LULC du Mozambique ndash Production de spatiocartes drsquooccupation du sol agrave partir de scegravenes Landsat et donneacutees de terrain Traitement de scegravenes Radar Orthorectification de scegravenes SPOTLULC of Mozambique ndash Production of LULC classification spacemaps from Landsat scenes and field data Production of radar scenes Orthorectification of SPOT scenes

TOTAL Production massive de donneacutees radar geacuteocodeacutees ndash Geacuteocodage et traitement de segments et scegravenes radar pour faciliter la photo-interpreacutetation des nappes drsquohydrocarbures en merMassive production of radar geocoded data ndash Geocoding and processing of radar segments and scenes to make easier the photo-interpretation of hydrocarbon slicks over the sea

Rio Tinto OBSCOM Production drsquoune carte drsquooccupation des sols en Guineacutee ndash Geacuteocodage et traitement de donneacutees Landsat Radar MNT pour la production de cartes LULC agrave partir de donneacutees de terrainProduction of LULC maps in Guinea ndash Production and processing of 3 posters (diameter 5m and 7m) displayed on the TOTAL stand at the AAPG 2008 workshop in Cap Town (South Africa)

TOTAL Poster Monde Afrique RAS ndash Production et traitement de trois images de diamegravetres 5m et 7m pour le stand TOTAL au congregraves AAPG 2008 agrave Cap Town (Afrique du Sud)World Africa South Africa posters ndash Production and processing of 3 posters (diameter 5m and 7m) displayed on the TOTAL stand at the AAPG 2008 workshop in Cap Town (South Africa)

WCS OBSCOM Cartographie de la forecirct complexe dans lrsquoEst de lrsquoAfghanistan ndash Production drsquoune mosaiumlque SPOT-5 SPOT-4 de lrsquoAfghanistan Estimation et traitement des deacutefauts de SRTMAfghanistan eastern complex forest mapping ndash Production of a SPOT-5 SPOT-4 mosaic over Afghanistan Assessment and processing of SRTM defects

Gaz de France Landsat ETM+ Libye ndash Traitement production et restitution des spatio-cartes Landsat ETM+ pour la photo-restitution de geacuteologie structuraleLandsat ETM+ Libya ndash Processing production and restitution of Landsat ETM+ spacemaps for the photo-interpretation of structural geology

Exploration de Marbres Maroc Synthegravese Envisat ASAR + Landsat ETM+ ndash Geacuteocodage et fusion de donneacutees RADAR et optique pour fournir un support de photo-interpreacutetation agrave la recherche de filons de marbre dans lrsquoAtlas marocainEnvisat ASAR + Landsat ETM+ synthesis ndash Geocoding and merging of RADAR and optical images to support photo-interpretation for the detection of marble veins in Moroccan Atlas

Expertise VisioTerra ndash 2 Production cartographiqueVisioTerra skills ndash 2 Cartographic production


ERAIFT (RDC) Renforcement des capaciteacutes ndash Enquecircte de terrain et production drsquoun rapport pour le renforcement des capaciteacutes du Laboratoire de Geacuteomatique de lrsquoeacutecole reacutegionale ERAIFT agrave Kinshasa RDCCapacity building of the geomatics laboratory ndash Field survey and reporting for the capacity building of the Geomatics Laboratory of the ERAIFT regional school in Kinshasa DRC

TOTAL Cryosat sur lrsquoArctique ndash Etude du potentiel des donneacutees satellitaires pour le suivi environnemental en zone de grand froidCryosat over Arctic ndash Study of the potential of satellite data to monitor the environment in very cold areas

REMA World Bank REMA Biodiversity Information System (RBIS) ndashEncadrement du projet RBIS allant de lrsquoappel drsquooffre au deacuteveloppementRwanda Environment Management Authority (REMA) ndash Support for the management of the RBIS from the invitation to tender up to the software development data organization and trainings

TOTAL Etude multi temporelle de zones inondeacutees ndash Analyse 2006-2009 du cycle saisonnier des inondations Classification des zones de mareacutecages et deacutetection des anomalies dues agrave des activiteacutes anthropiquesMultitemporal study of flooded areas ndash Analysis of the yearly cycle within the period 2006-2009 Classification of marsh zones and detection of anomalies due to anthropic activities

TOTAL Erosion cocirctiegravere de la presqursquoicircle Mandji ndash Compilation et geacuteocodage preacutecis des donneacutees optiques et radar (satellite et vues aeacuteriennes) acquises au cours des 35 derniegraveres anneacutees Photo-interpreacutetation du trait de cocircte et deacuteveloppement drsquooutils de quantification des eacuterosions accreacutetions Coastal erosion of Mandji peninsula ndash Compilation and accurate geocoding of optic and radar data (satellite and aerial photographs) acquired along the last 35 years Photo-interpretation of coastal lines and development of tools to quantify erosions accretions

ESA-ESRIN Manuel des produits MERIS ndash Ameacutelioration et correction du manuel en introduisant les questions des utilisateurs (FAQ) une description des applications et des produits de niveau 3 MERIS Product Handbook ndash Enhancement and correction of the MERIS product handbook introducing FAQ applications and level 3 descriptions

ESA-ESTEC Manuel de Geacuteomeacutetrie MERIS - Ce manuel deacutecrit avec preacutecision la geacuteomeacutetrie de prise de vue les algorithmes et programmes permettant drsquoorthorectifier les images MERIS de niveau 1B agrave partir des donneacutees auxiliaires drsquoeacuteleacutevation ou de MNT(s) externe(s) MERIS Geometry handbook ndash This handbook details the viewing geometry and provides algorithms and programs to orthorectify MERIS images from elevation ancillary data or external DEM(s)

Expertise VisioTerra ndash 3 EtudesVisioTerra skills ndash 3 Studies


ERAIFT (Kinshasa RDC) Introduction agrave lrsquoutilisation des donneacutees drsquoobservation de la TerreIntroduction to the use of Earth Observation data

Univ Douala (Cameroun) Enseignement agrave distance Teacuteleacutedeacutetection et traitement drsquoimagesDistance learning Remote sensing and image processing

INP (Gabon) Algorithmes de geacuteomeacutetrie spatiale ndash Ecole du Cadastre de lrsquoInstitut National de Cartographie (INC) agrave LibrevilleAlgorithms of spatial geometry

UNEP Myanmar Forest Dept Teacuteleacutedeacutetection et SIG pour la cartographie des risquesRemote sensing and GIS for the risk assessment

TOTAL Traitement drsquoImages et GeacuteoreacutefeacuterencementImage processing and Georeferencing

Univ Constantine MrsquoSila (Alg) Geacuteomeacutetrie des images de teacuteleacutedeacutetectionGeometry of remote sensing images

BEICIP PDVSA Teacuteleacutedeacutetection appliqueacutee agrave lrsquoexploration peacutetroliegravereRemote sensing applied to oil exploration

ESA Universiteacutes Palestine Training Teacuteleacutedeacutetection et SIG en Palestine ndash Universiteacutes drsquoAl-Quds de Naplouse et drsquoHeacutebronRemote sensing and GIS in Palestine

Expertise VisioTerra ndash 4 Enseignement FormationsVisioTerra skills ndash 4 Training


Citeacute des Sciences laquo Objectif Terre raquo ndash preacutesentation des plus images drsquoobservation de la Terre lors de la laquo semainede la science raquo Explication des techniques drsquoacquisition des traitements et des applicationslaquo Objectif Earth raquo ndash presentation during the laquo week of the science raquo of the best-of Earthobservation images Explanation of the acquisition techniques data processing and applications

Lapidem Creacuteation du site Internet Google Earth ndash preacutesentation des projets architecturaux dans despages Internet dynamiques et visualisation des projets dans le globe virtuel de Google EarthGoogle Earth website - Presentation of the architecture projects within dynamic web pages anddisplay of the projects in the Google Earth virtual globe

Expertise VisioTerra ndash 5 CommunicationVisioTerra skills ndash 5 Communication


KNMImeacuteteacuteo

ECMWFmeacuteteacuteo

VisioTerraCollections

Oslash global free dataOslash data retrieval data miningOslash satellites meteo ECV

altimetry models mapshellipOslash Near Real-Time accessOslash automated processingq for citizen

- default style- predefined styles

q for scientists- parameter tuning- toward a POF toolbox

Oslash collaborative infrastructure(s)project management

Oslash webmapping 3D virtual globeOslash On your area of interestOslash archives to analyse changesOslash Value-added services recurring

monitoring alarmshellip

ESAEnvisat

USGSLandsat IFREMER

oceacuteano

NOAAoceacuteano

NASAMODIS

GeoTIFFGIS

KMLKMZ

VtWeb principes ndash Accegraves aux donneacutees gratuites du MondeVtWeb baseline ndash Access to worldwide free data


Oslash Multi-source free dataOslash 2D3D display in HTML5 (WebGL)Oslash Smart layer stack (~ GE and GIS)Oslash On-the-fly processing

VtWeb clients

archive 3archive 2data providers

hellip

archive 1

Archive 3Watcher

local archivev

u

on-the-fly processorhisto trans LUT filtering dressing

hellipgeometry change

Archive 3Watcher

Archive 3Watcher

VtAoiWatcher

httpvisioterraorgVTAOIWatcher

laquo Aspirateur de donneacutees raquo - VtAoiWatcher service


Oslash Collaboration with ESAq GAEL Consultant - Since 1994q Quality control of ESA productsq Envisat MERIS ASARq VTGoce VtCryosat VtSwarmq DHuS Sentinel-1 Sentinel-2

Oslash VtWeb infrastructureq 300 TB totalsect 50 TB ASARsect 150 TB MERISsect 100 TByear S1A

q 1 Gbs symmetrical

VTGoceexe

httpvisioterraorgVtWeb

VtWeb ndash Infrastructure de relais de traitementVtWeb ndash Infrastructure for data processing relay


Oslash Diversity of data providersq More data providersq Free data policyq Interoperabilitysect OGC standardssect Big Data

q Consumers mayproduce datamodels

VT Escape

VtWeb ndash Acceacuteder agrave une large varieacuteteacute de donneacuteesVtWeb ndash Accessing a wide range of data

KML script


VtWeb ndash Acceacuteder agrave des modegraveles drsquoeacuteleacutevationVtWeb ndash Accessing to elevation models

topographic surfaces - Geneva 3D KML 7m flood tide models - global France New ZealandhttpvisioterraorgVTTileServer

VtGeomorpho

coupes seacuterieacuteesprofile series surfaces enveloppes

wrapping surfaces

VtGoce


VtWeb ndash Confronter des donneacutees drsquoOT et meacuteteacuteoVtWeb ndash Mixing EO data with meteorological data


Oslash Synthegravese Envisat ASAR WSM sur le Gabon imageEnvisat ASAR WSM synthesis over Gabon DEM

VtWeb ndash Donneacutees radar et cartes geacuteologiquesVtWeb ndash Mixing radar data with geological maps


httpvisioterraorgVtCryoSat

VtWeb ndash VtCryoSat ndash Gestion des donneacutees altimegravetreVtWeb ndash VtCryoSat ndash Dealing with altimetry data


httpvisioterraorgVtGsep

VtWeb ndash VtGsep ndash Donneacutees geacuteomag et gravitationVtWeb ndash VtGsep ndash Geomagnetic and gravity data


httpvisioterraorgVtPace

VtWeb ndash VtPace ndash Protection des ceacutetaceacutesVtWeb ndash VtPace ndash Cetacean protection


Met-EO ndash Systegraveme inteacutegreacute drsquoaccegraves drsquoarchivage et diffusion de donneacutees meacuteteacuteorologiques et drsquoOTMet-EO ndash Integrated system to access archive and disseminate meteorological and EO data

bande-C

bande-Ku+ + + +


VtClimate ndash Systegraveme drsquoagreacutegation de donneacutees meacuteteacuteo de mesures et de diffusion de tendances climatiquesVtClimate ndash System of meteorological data aggregation computation and dissemination of climate trends

agrave partir de votre propre ROIfrom your own AOI

pour estimerto assess

moyenne meaneacutecart-type standard

deviationminimum minimummaximum maximummeacutediane medianclasse majoritymajoritaire class

deof

variable climatique essentielleessential climate variable (GCOS)

tempeacuterature de surface surface temperaturepression de surface surface pressurepreacutecipitation de surface surface precipitationhumiditeacute de surface surface water vapourhellipvitesse et direction wind speed anddes vents directionhellipozone ozonedioxyde de carbone carbon dioxideaeacuterosols aerosolshelliptempeacuterature des oceacuteans ocean temperaturecourants oceacuteaniques ocean currentssaliniteacute des oceacuteans ocean salinityhellipoccupation du sol land cover

hellip

les restituer commeoutput results as

valeur uniqueunique valuetableau 1D de valeurs1D value arrayimage de valeurs eacutechantillimage of sampled values

35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber

KML wind field 2deg 1deg 05deg


Ressources peacutedagogiques dispo en TLD TI et SIGAvailable education materials in RS IP and GIS

Oslash TeacuteleacutedeacutetectionRemote sensingq Jean-Paul RUDANT ndash Cours teacuteleacutedeacutetection et speacutecialiteacute Radar

Jean-Paul RUDANT ndash Classes of remote sensing speciality Radarq Franceso SARTI Pierre POTIN (ESA) ndash Preacutesentation des missions de lrsquoESA

Francesco SARTI Pierre POTIN (ESA) ndash Presentation of ESA missionsq Pierre-Philippe MATHIEU ndash Suivi du climat agrave partir de lrsquoespace

Pierre-Philippe MATHIEU ndash Monitoring climate from space

Oslash Traitement drsquoimagesImage processingq Serge RIAZANOFF ndash Cours de traitement drsquoimages et drsquoinformatique

Serge RIAZANOFF ndash Classes of image processing and computer scienceshttpwww-igmuniv-mlvfr~riazano

Oslash Systegravemes drsquoInformation Geacuteographique (SIG)Geographic Information System (GIS)q ENSG ndash Formation agrave distance (FAD) ndash Introduction QGIS v18

ENSG ndash Distance training (DT) ndash Introduction to QGIS v18 httpfadensgeumoodlecoursecategoryphpid=67


Donneacutees de teacuteleacutedeacutetection disponibles pour la GMVAvailable remote sensing data for the GGW

Oslash Missions de la NASA (Agence Spatiale Ameacutericaine)NASA missionshttpeospsonasagov



Oslash Donneacutees NASA rarr USGSData NASA rarr USGShttpearthexplorerusgsgovq Collections de donneacutees

Data setsq



Oslash Missions de lrsquoAgence Spatiale Europeacuteenne (ESA)ESA missionshttpfrslidesharenetSpace-Applicationsearth-observation-duevae



Oslash Europe - Le programme GMES rarr Copernicus et les segments spatiaux SentinelEuropa - GMES program rarr Copernicus and the Sentinel space segments

q Sentinel-1 - Radar C-SARSentinel-1 ndash C-SAR radarhttpsearthesaintwebsentinelmissionssentinel-1

q Sentinel-2 ndash MSI multispectral (13 bandes) agrave haute reacutesolution (10 20 60m)Sentinel-2 ndash MSI multispectral (13 bands) high-resolution (10 20 60m)httpsearthesaintwebsentinelmissionssentinel-2

q Sentinel-3 ndash OLCI multispectral (21bandes) moyenne reacutesolution (300m) + altimegravetre SRALSentinel-3 ndash OLCI multispectral (21 bands) medium-resolution (300m) ndash SRAL altimeterhttpsearthesaintwebsentinelmissionssentinel-3

q Sentinel-4 ndash Instruments de surveillance atmospheacuterique agrave bord de Meteosat 3egraveme geacuteneacuterationSentinel-4 ndash Payload for atmospheric monitoring on-board Meteosat 3rd generationhttpsearthesaintwebsentinelmissionssentinel-4

q Sentinel-5 ndash Instruments de surveillance atmospheacuterique agrave bord de Metop 2egraveme geacuteneacuterationSentinel-5 ndash Payload for atmospheric monitoring on-board Metop 2nd generationhttpsearthesaintwebsentinelmissionssentinel-5

q Sentinel-5P ndash Surveillance atmospheacuterique par lrsquoinstrument TROPOMISentinel-5 ndash Atmospheric monitoring through TROPOMI instrumenthttpsearthesaintwebsentinelmissionssentinel-5p

q Sentinel-6 ndash Altimegravetre radarSentinel-6 ndash Radar altimeterhttpwwwesaintOur_ActivitiesObserving_the_EarthCopernicusSentinel-6



Oslash Donneacutees radar Sentinel-1Sentinel-1 radar dataq Donneacutees et inscription

httpsscihubesaintdhusData and registration

q Aide httpsscihubesaintuserguideWebHomeHelp

q Niveaux de produit S1S1 product levelssect RAW 101 901 itemssect SLC 56 105 itemssect GRD 138 976 items

q Mots-cleacutes de recherche Search tokensect Sentinel-1 GRDsect Sentinel-2 MSI


VtWeb ndash infrastructure innovante et facile drsquoaccegravesVtWeb ndash an innovative infrastructure easy to use

Oslash VtWeb ndash hyperlook 2D




1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40


Applications gratuites de traitement de donneacutees drsquoOTFree applications for the processing of EO data

Oslash Boicircte agrave outils SNAP Sentinel-1Sentinel-1 toolboxq Teacuteleacutechargement et installation

Download and installationsect httpstepesaintmaindownload



Oslash BEAM VISATBEAM VISATq Teacuteleacutechargement et installation

Download and installationsect httpwwwbrockmann-consultde

cmswebbeamreleases


Extraction drsquoune archive Landsat USGSExtracting a USGS Landsat archive

Oslash Ouverture de LC81660522015167LGN00tgz (double archive) avec laquo 7-zip Manager raquoOpening of C81660522015167LGN00tgz (double archive) with ldquo7-zip Managerrdquoq Seacutelectionner laquo Ouvrir avechellip raquo

Select ldquoOpen withhelliprdquo optionq Extraire virtuellement

Virtually extractq Extraire sur le disque

Extract on diskq

double clic


BEAM VISAT ndash Ouverture drsquoune image rasterBEAM VISAT ndash Opening a raster image

Oslash Landsat-8 OLITIRS (LC81660522015167LGN00tgz rarr LC81660522015167LGN00_MTLtxt)Landsat-8 OLITIRS


BEAM VISAT ndash Afficher une composition coloreacuteeBEAM VISAT ndash Display a colour composition

Landsat-7 ETM+ Landsat-8 OLITIRShttpblogsesricomesriarcgis20130724band-combinations-for-landsat-8

L7 L8 Use

321 432 Natural colour753 764 False colour (urban)432 543 Colour infrared (vegetation)541 652 Agriculture754 765 Atmospheric penetration451 562 Healthy vegetation453 564 Land water742 753 ldquoNaturalrdquo with atmospheric removal743 754 Shortwave infrared543 654 Vegetation analysis


Installation et usage du logiciel gratuit Q-GISInstallation and use of Q-GIS software

Oslash Teacuteleacutechargement et installationDownload and installationq httpwwwqgisorgfrsite


Interface homme-machine de Q-GISQ-GIS man-machine interface

Oslash Interface Q-GISQ-GIS interfaceq Cartographie

eacutedition et analyse de cartesCartography map editing and analysis

q Table des matiegraveres (pile des couches)Table of contents (layer stack)

q Habillage de cartes (leacutegendes grilles marqueshellip)Map dressing (legends grids markshellip)


Project openingFile Open

Project creationFile Open

Project properties

Q- GIS Creacuteation ou ouverture drsquoun projetQ-GIS ndash Project creation or opening


Table of contents(layer stack) Layer properties (vector) Layer properties (raster)

Displaying

Add layerFile Add data

Q-GIS ndash Ouverture affichage et gestion de couchesQ-GIS ndash Layers opening display and management


Layer editionLayer creation

Field calculator

Q-GIS ndash Edition de tables drsquoattributsQ-GIS ndash Editing features tables


Map compositorDressing maps data frame title legend scale bartext North texthellipPrint setupExport

Q-GIS ndash Edition et impressionQ-GIS ndash Editing and printing


httpwebhelpesricomarcgisdesktop92indexcfmid=2729amppid=2727amptopicname=Shapefile_file_extensionshttpenwikipediaorgwikiShapefile

qgs The QGIS project

qml An optional file that can be used to specify the codepagefor identifying the character set to be used

dbf The dBASE table that stores the attribute information of features

prj The file that stores the coordinate system information

sbn

sbxThe files that store the spatial index of the features

shp The main file that stores the feature geometry

shx The index file that stores the index of the feature geometry

Q-GIS ndash Suffixes des fichiersQ-GIS ndash Files suffix


La gestion drsquoun projet geacuteomatiqueManagement of a geomatics project

Oslash Preacuteparation drsquoun projetPreparing a projectq Deacutefinir les rocircles

Defining the rolessect Chef de projet

Project managersect Responsable de lrsquoassurance

qualiteacuteQuality assurance manager

q Fixer les standards du projet dans le PAQ (Plan drsquoassurance qualiteacute amp Proceacutedures)Setting the project standards in the QAP (Quality Assurance Plan amp Procedures)sect Systegraveme geacuteodeacutesique ndash Ellipsoiumlde datum SRC

Geodetic system ndash Ellipsoid datum CRS (Coordinates Reference System)sect Gestion de configuration ndash Types de documents et parties gestion des versions et des archiveshellip

Configuration management ndash Type of documents and parts versions and archives managementhellip

hellip

project manager

engineer 1 engineer 2 hellip

quality assurance manager



Oslash Lrsquoexemple du traceacute de la Muraille VerteThe example of the ldquoGreen Wallrdquo drawingq Versions du traceacute

Versions of the drawingsect v1 de CSFD (Comiteacute Scientifique Franccedilais contre la Deacutesertification

v1 from CFCD (French Committee against Desertification)URLsect v2 traceacute agrave partir des fiches

nationalesv2 drawn from the national mapsURL

q Document de travail pour des versions futuresWorking document for further versionssect Source de

discussionsSource of debates


Agenda Table des matiegraveresAgenda Table of contents

Oslash Mardi 10 novembre matin (0930 ndash 1300)Tuesday 10th November AMq Ressources peacutedagogiques disponibles en teacuteleacutedeacutetection traitement dimages et SIG

Available education materials in remote sensing image processing and GISq Donneacutees de teacuteleacutedeacutetection disponibles pour la GMV

Available remote sensing data for the GGWq Applications gratuites de traitement de donneacutees dObservation de la Terre

Available free applications for the processing of remote sensing data q Application agrave des donneacutees Landsat-8 et Sentinel-1 sur des pays traverseacutes par la GMV

Application to Landsat-8 and Sentinel-1 data over countries crossed by the GGW

Oslash Mardi 9 novembre apregraves-midi (1430 ndash 1830)Tuesday 10th November PMq Donneacutees SIG disponibles et gratuites pour la GMV

Available free GIS data for the GGWq Installation et usage du logiciel gratuit Q-GIS

Installation and use of the free Q-GIS applicationq Application agrave la creacuteation dun projet geacuteomatique e-GMV

Application to the creation of a geomatics project ldquoe-GMVrdquo

Oslash Mercredi 11 novembre matin (0900 ndash 1300)Wednesday 11th November AMq VtWeb ndash un exemple drsquoinfrastructure innovante et facile drsquoaccegraves

VtWeb ndash an example of innovative infrastructure easy to useq Gestion dun projet de laquo SDI GMV raquo (Infrastructure de Donneacutees Spatiales en teacuteleacutedeacutetection + SIG)

Management of a project ldquoGMV SDIrdquo (Spatial Data Infrastructure in remote sensing + GIS)q Deacutefinition de standards dassurance qualiteacute et gestion de configuration

Definition of quality assurance standards and configuration managementq Edition et maintenance de tableaux de bords davanceacutee des travaux

Editing and maintenance of dashboards to control the work progress



University Paris 6

ENSG (IGN school)

GAEL Consultant


VisioTerra

May 2004


March 1993




Professor





data segment

Ground segment

format

archive processor


Envisathellip

telemetry

satellite

quality control


resellersEurimage


End-users



Environment AESN







Bathymetry


Culture Education



ConferenceTraining




Vt Aoi Catcher












RBIS














































KNMImeacuteteacuteo










ESAEnvisat

USGSLandsat IFREMER

oceacuteano

NOAAoceacuteano

NASAMODIS

GeoTIFFGIS

KMLKMZ




VtWeb clients


hellip

archive 1

Archive 3Watcher

local archivev

u



Archive 3Watcher

Archive 3Watcher

VtAoiWatcher






q 1 Gbs symmetrical

VTGoceexe






VT Escape


KML script




VtGeomorpho


wrapping surfaces

VtGoce

















bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager













University Paris 6

ENSG (IGN school)

GAEL Consultant


VisioTerra

May 2004


March 1993




Professor





data segment

Ground segment

format

archive processor


Envisathellip

telemetry

satellite

quality control


resellersEurimage


End-users



Environment AESN







Bathymetry


Culture Education



ConferenceTraining




Vt Aoi Catcher












RBIS














































KNMImeacuteteacuteo










ESAEnvisat

USGSLandsat IFREMER

oceacuteano

NOAAoceacuteano

NASAMODIS

GeoTIFFGIS

KMLKMZ




VtWeb clients


hellip

archive 1

Archive 3Watcher

local archivev

u



Archive 3Watcher

Archive 3Watcher

VtAoiWatcher






q 1 Gbs symmetrical

VTGoceexe






VT Escape


KML script




VtGeomorpho


wrapping surfaces

VtGoce

















bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager














data segment

Ground segment

format

archive processor


Envisathellip

telemetry

satellite

quality control


resellersEurimage


End-users



Environment AESN







Bathymetry


Culture Education



ConferenceTraining




Vt Aoi Catcher












RBIS














































KNMImeacuteteacuteo










ESAEnvisat

USGSLandsat IFREMER

oceacuteano

NOAAoceacuteano

NASAMODIS

GeoTIFFGIS

KMLKMZ




VtWeb clients


hellip

archive 1

Archive 3Watcher

local archivev

u



Archive 3Watcher

Archive 3Watcher

VtAoiWatcher






q 1 Gbs symmetrical

VTGoceexe






VT Escape


KML script




VtGeomorpho


wrapping surfaces

VtGoce

















bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager














Vt Aoi Catcher












RBIS














































KNMImeacuteteacuteo










ESAEnvisat

USGSLandsat IFREMER

oceacuteano

NOAAoceacuteano

NASAMODIS

GeoTIFFGIS

KMLKMZ




VtWeb clients


hellip

archive 1

Archive 3Watcher

local archivev

u



Archive 3Watcher

Archive 3Watcher

VtAoiWatcher






q 1 Gbs symmetrical

VTGoceexe






VT Escape


KML script




VtGeomorpho


wrapping surfaces

VtGoce

















bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager




















RBIS














































KNMImeacuteteacuteo










ESAEnvisat

USGSLandsat IFREMER

oceacuteano

NOAAoceacuteano

NASAMODIS

GeoTIFFGIS

KMLKMZ




VtWeb clients


hellip

archive 1

Archive 3Watcher

local archivev

u



Archive 3Watcher

Archive 3Watcher

VtAoiWatcher






q 1 Gbs symmetrical

VTGoceexe






VT Escape


KML script




VtGeomorpho


wrapping surfaces

VtGoce

















bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager























































KNMImeacuteteacuteo










ESAEnvisat

USGSLandsat IFREMER

oceacuteano

NOAAoceacuteano

NASAMODIS

GeoTIFFGIS

KMLKMZ




VtWeb clients


hellip

archive 1

Archive 3Watcher

local archivev

u



Archive 3Watcher

Archive 3Watcher

VtAoiWatcher






q 1 Gbs symmetrical

VTGoceexe






VT Escape


KML script




VtGeomorpho


wrapping surfaces

VtGoce

















bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager













































KNMImeacuteteacuteo










ESAEnvisat

USGSLandsat IFREMER

oceacuteano

NOAAoceacuteano

NASAMODIS

GeoTIFFGIS

KMLKMZ




VtWeb clients


hellip

archive 1

Archive 3Watcher

local archivev

u



Archive 3Watcher

Archive 3Watcher

VtAoiWatcher






q 1 Gbs symmetrical

VTGoceexe






VT Escape


KML script




VtGeomorpho


wrapping surfaces

VtGoce

















bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager



































KNMImeacuteteacuteo










ESAEnvisat

USGSLandsat IFREMER

oceacuteano

NOAAoceacuteano

NASAMODIS

GeoTIFFGIS

KMLKMZ




VtWeb clients


hellip

archive 1

Archive 3Watcher

local archivev

u



Archive 3Watcher

Archive 3Watcher

VtAoiWatcher






q 1 Gbs symmetrical

VTGoceexe






VT Escape


KML script




VtGeomorpho


wrapping surfaces

VtGoce

















bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager


























KNMImeacuteteacuteo










ESAEnvisat

USGSLandsat IFREMER

oceacuteano

NOAAoceacuteano

NASAMODIS

GeoTIFFGIS

KMLKMZ




VtWeb clients


hellip

archive 1

Archive 3Watcher

local archivev

u



Archive 3Watcher

Archive 3Watcher

VtAoiWatcher






q 1 Gbs symmetrical

VTGoceexe






VT Escape


KML script




VtGeomorpho


wrapping surfaces

VtGoce

















bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager
















KNMImeacuteteacuteo










ESAEnvisat

USGSLandsat IFREMER

oceacuteano

NOAAoceacuteano

NASAMODIS

GeoTIFFGIS

KMLKMZ




VtWeb clients


hellip

archive 1

Archive 3Watcher

local archivev

u



Archive 3Watcher

Archive 3Watcher

VtAoiWatcher






q 1 Gbs symmetrical

VTGoceexe






VT Escape


KML script




VtGeomorpho


wrapping surfaces

VtGoce

















bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager












KNMImeacuteteacuteo










ESAEnvisat

USGSLandsat IFREMER

oceacuteano

NOAAoceacuteano

NASAMODIS

GeoTIFFGIS

KMLKMZ




VtWeb clients


hellip

archive 1

Archive 3Watcher

local archivev

u



Archive 3Watcher

Archive 3Watcher

VtAoiWatcher






q 1 Gbs symmetrical

VTGoceexe






VT Escape


KML script




VtGeomorpho


wrapping surfaces

VtGoce

















bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager













VtWeb clients


hellip

archive 1

Archive 3Watcher

local archivev

u



Archive 3Watcher

Archive 3Watcher

VtAoiWatcher






q 1 Gbs symmetrical

VTGoceexe






VT Escape


KML script




VtGeomorpho


wrapping surfaces

VtGoce

















bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager














q 1 Gbs symmetrical

VTGoceexe






VT Escape


KML script




VtGeomorpho


wrapping surfaces

VtGoce

















bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager














VT Escape


KML script




VtGeomorpho


wrapping surfaces

VtGoce

















bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager














VtGeomorpho


wrapping surfaces

VtGoce

















bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager



























bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager

























bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager






















bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager



















bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager
















bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager













bande-C

bande-Ku+ + + +







deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager

















deof



hellip



35degC

Janu

ary

Febr

uary

Mar

chA

pril

May

June July

Sep

tem

ber

Oct

ober

Nov

embe

rD

ecem

ber


















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager



























Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager

















Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager














Data setsq



























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager





































1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager


































1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager
























1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager

















1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager














1 2 3

4

5 6 78

910

11

12

13

14

15

16

17

18 1920

21

22

23

24

25

26

27 28

29

30

31

32

33

34

35

36

37

38

39

4041

42

43







123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager

















123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager














123

45

6 7

8910

11 12 1314 15 16

17

18 19 20 2122

23 242526

2728

29 30 3132 33 34

3536

3738 39

40









cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager



















cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager















cmswebbeamreleases






Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager
















Extract on diskq

double clic







L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager

















L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager














L7 L8 Use














Project properties




Displaying





Field calculator











sbn














hellip

project manager























Project properties




Displaying





Field calculator











sbn














hellip

project manager




















Project properties




Displaying





Field calculator











sbn














hellip

project manager














Project properties




Displaying





Field calculator











sbn














hellip

project manager













Displaying





Field calculator











sbn














hellip

project manager













Field calculator











sbn














hellip

project manager




















sbn














hellip

project manager

















sbn














hellip

project manager




















hellip

project manager



















Documents

Outils de la Géomatique (Télédétection et SIG) dans le Suivi ...riazano/publications/VT-P254-SLD-001-EF-02-0… · VT-P254-SLD-001-EF-01-00 – APGMV / PAGGW Training Workshop