MONITORING INSTABILITY PHENOMENA AT REGIONAL AND LOCAL SCALE WITH RADAR SATELLITE DATA



Similar documents
Exploitation of historical satellite SAR archives for mapping and monitoring landslides at regional and local scale

Radar interferometric techniques and data validation Terrafirma Essen, March Page 1

ERS-ENVISAT ENVISAT deformation time-series analysis: a unique opportunity to investigate long term surface deformation of large areas

Persistent Scatterer Interferometry and Cosmo-SkyMed data in the Piano Straordianario di Telerilevamento Ambientale (PST-A) Salvatore Costabile

Satellites for Terrain Motion Mapping Terrafirma User Workshop Mining. Nico Adam

PI: Riccardo Lanari (IREA CNR)

HAMMER RelationsHips between meteo-climatic parameters and ground surface deformation time series in mountain environments

Professional SAR Data Processing

Monitoring a Changing Environment with Synthetic Aperture Radar. Alaska Satellite Facility National Park Service Don Atwood

Using advanced InSAR techniques as a remote tool for mine site monitoring

CHARACTERIZATION AND MODELLING OF GEOLOGICAL INSTABILITIES THROUGH REMOTE SENSING TECHNIQUES AND NUMERICAL SIMULATIONS

The use of Satellite Remote Sensing for Offshore Environmental Benchmarking

Radar images Università di Pavia Fabio Dell Acqua Gruppo di Telerilevamento

Inversion modelling of ground deformation data: local minimum and volcanic sources shape

Space radar technologies for oil spills management, detection of illegal fishing and logging activities

How To Understand The Effects Of A Landslide On A City

Integration between spaceand ground-based data sets: application on ground deformations measurements

DIFFERENTIAL INSAR MONITORING OF THE LAMPUR SIDOARJO MUD VOLCANO (JAVA, INDONESIA) USING ALOS PALSAR IMAGERY

Satellite monitoring of oil spills in the Mediterranean Sea for

Data Warehouse Phase 2 set-up and data offer. Bianca Hoersch, Veronique Amans, Jolyon Martin, Lena Stern, Silke Bode, Luc Govaert

POTENTIALS OF HIGH RESOLUTION TERRASAR-X IMAGES IN INSAR PROCESSING

Integrated surveying system for landslide monitoring, Valoria Landslide (Appennines of Modena, Italy)

HIGH RESOLUTION MONITORING OF CAMPI FLEGREI (NAPLES, ITALY) BY EXPLOITING TERRASAR-X DATA: AN APPLICATION TO SOLFATARA CRATER

GPS Precise Point Positioning as a Method to Evaluate Global TanDEM-X Digital Elevation Model

A new approach to rail asset management.

TerraSAR-X Applications Guide

A Cloud Computing Approach for Big DInSAR Data Processing

COSMO-SKYMED SATELLITES FOR SCIENTIFIC RESEARCH AND DISASTER MONITORING

Report on IEEE Geoscience and Remote Sensing South Italy Chapter (IEEE Italy Section) activities for 2009

Geological hazards and monitoring activities at the Azores archipelago

TerraSAR-X Interferometry. Michael Eineder, Nico Adam Remote Sensing Technology Institute

DESCW: PC Software Supporting Remote Sensing Data

Big Data, Big True. IDC Big Data Conference II, Bologna 19 novembre Fabio Rizzotto IT Research&Consulting Director, IDC Italy

GMES TERRAFIRMA. ESRIN/Contract no /03/I-IW. D2: Service Network Configuration Master Document. Version 1 February 28 th 2006.

The Advantages of Sentinel E-OO System

High Resolution 3D Earth Observation Data Analysis for Safeguards Activities

Wide Area Persistent Scatterer Interferometry: Algorithms and Examples

ERMES. Monitoring of radon in geogas at the Gran Sasso National Laboratory

PETROBRAS Orbital Sea Surface Monitoring

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

Monitoring of Arctic Conditions from a Virtual Constellation of Synthetic Aperture Radar Satellites

The Economic Outlook Il quadro economico INTELLIGENCE ON THE WORLD, EUROPE, AND ITALY LO SCENARIO DI OGGI E DI DOMANI PER LE STRATEGIE COMPETITIVE

MONITORING MINING INDUCED GROUND-MOVEMENTS USING SAR INTERFEROMETRIC TECHNIQUES

SpectrAIR TM. spectroradiometer for environmental monitoring applications. Copyright Flyby s.r.l.

The DLR Multi Mission EO Ground Segment

Senior Advisor for EO Applications, ESA-ESRIN

FROM DRAWING ANTICLINE AXES TO 3D MODELLING OF SEISMOGENIC SOURCES: EVOLUTION OF SEISMOTECTONIC MAPPING IN THE PO PLAIN

La tettonica attiva nelle Alpi e la rete transnazionale di stazioni permanenti GPS

Advantages and limitations of using satellite images for flood mapping

LAND-RISK: UN SISTEMA WEB-GIS A SUPPORTO DELLE DECISIONI PER IL MONITORAGGIO E LA VALUTAZIONE DEL RISCHIO FALDA PER UNA DISCARICA DI RIFIUTI

Terrafirma Persistent Scatterer Processing Validation

Orbital and atmospheric noise in InSAR data inferred from the global ERS1,2 and Envisat SAR data archives

Estimation of radial sea currents in the northern Adriatic Sea close to the Venice Lagoon inlets #ID2141

Leica Monitoring Solutions. Leica Monitoring Solutions Certainty builds confidence.

The New Luxury World: l identità digitale nel lusso fa la differenza

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

Processes of urban regionalization in Italy: a focus on mobility practices explained through mobile phone data in the Milan urban region

GOVERNANCE IN LIMBIATE

POTENTIAL IMPACT ON THE REDUCTION OF GREENHOUSE GAS EMISSIONS RESULTS OF INTERVENTIONS FINANCED BY ERDF OPERATIONAL PROGRAMMES

Sentinel-1 Mission Overview

Real Time Services for Space Applications Holger Maass, Susanne Lehner

Prof. Ludovico Biagi. Satellite Navigation and Monitoring

The CO2 Geological Storage: how it works Salvatore Lombardi

Rifiuti tra crescita e decrescita

ITALIAN GUIDELINES FOR THE APPLICATION OF RISK ASSESSMENT AT CONTAMINATED SITES

Case Study Australia. Dr John Dawson A/g Branch Head Geodesy and Seismic Monitoring Geoscience Australia. Chair UN-GGIM-AP WG1 Chair APREF.

Italy - Porto Tolle: storage in offshore saline aquifer

How To Monitor Sea Level With Satellite Radar

CEOS contribution to the GEO Geohazard Supersite and Natural Laboratories Initiative Data access and license conditions

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

Kyoto Protocol and urban mobility in Rome

Satellite Snow Monitoring Activities Project CRYOLAND

Brian D. Conway Hydrologist/Supervisor Geophysics-Surveying Unit

The seismic activity in the area of Greece between 1966 and 1969

CBERS Program Update Jacie Frederico dos Santos Liporace AMS Kepler

Digital Remote Sensing Data Processing Digital Remote Sensing Data Processing and Analysis: An Introduction and Analysis: An Introduction

Monitoring and characterizing natural hazards with satellite InSAR imagery

SAR INTERFEROMETRIC ANALYSIS OF GROUND DEFORMATION AT SANTORINI VOLCANO (GREECE)

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

Accuracy test of 3D modelling for buffer strip calculation and land monitoring. SIN spa - Rome

ONE METER AND BELOW HIGH RESOLUTION SATELLITES IN PRODUCTION

European Territorial Cooperation Objective CENTRAL EUROPE Programme. GA Nr. 3CE302P3 COP. Cities on Power. [Province of Ravenna] Dissemination level

SAR Archive and Community Support Activities at UNAVCO

The National Strategy, Current Activities for Space Technology Development and Application

Remote Monitoring of the Earthquake Cycle using Satellite Radar Interferometry Tim Wright, COMET, Department of Earth Sciences, Oxford University

Power meter. Caratterizzazione di amplificatori a RF. Amplificatori a RF. Incertezza Corso di Laboratorio di misure ad alta frequenza

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

REDUCTION OF THE ECONOMIC-FINANCIAL EXPOSURE OF THE STATE AND PROTECTION OF HUMAN LIVES

Exploring plate motion and deformation in California with GPS

MOBILE MAPPING APPLICATIONS BASED ON THE CYPRUS PERMANENT GPS NETWORK , Greece.

La Carta di Roma sul Capitale Naturale e Culturale

AMEDEO ARGENTIERO Visiting Ph.D. Student, spring semester, Massachusetts Institute of Technology (USA)

UBIWorld. Laura Tanno

Earth remote sensing systems of middle and low resolution

LIVING LANDSCAPE The European Landscape Convention in research perspective

Istanbul Technical University-Center for Satellite Communications and Remote Sensing (ITU-CSCRS)

The following symbols are used in the tables: the event exists, but some figures are unknown for whatever reason.

Historical land movement monitoring in the city of Tunis (Tunisia) with SqueeSAR TM

SPOT Satellite Earth Observation System Presentation to the JACIE Civil Commercial Imagery Evaluation Workshop March 2007

The European Space Agency s Synthetic Aperture Radar Programme From Experiment to Service Provision

Transcription:

MONITORING INSTABILITY PHENOMENA AT REGIONAL AND LOCAL SCALE WITH RADAR SATELLITE DATA Davide Colombo Tele-Rilevamento Europa Cagli, June 2009 COPYRIGHT - Tele-Rilevamento Europa 2009 1 Copyright - Tele-Rilevamento Europa - 2004

The PSInSAR technology Measuring displacements from space +5 [mm/yr] -5 Rome COPYRIGHT - Tele-Rilevamento Europa 2009 2

The Basic Idea 1 st acquisition 2 nd acquisition Δt = 35 day (ERS) R1 R2 Area affected by surface deformation Detection of possible range variations ΔR COPYRIGHT - Tele-Rilevamento Europa 2009 3

Abruzzo Earthquake, Apr 6th 2009 Coseismic interferogram ENVISAT satellite Dates: 20090201 20090412 COPYRIGHT - Tele-Rilevamento Europa 2009

PSInSAR : multi image approach R1 R2 Rn ΔR12 displacement ΔR12 PS ΔR n t1 t2 tn ΔR n time COPYRIGHT - Tele-Rilevamento Europa 2009 5

What is a Permanent Scatterer? PS are radar targets exhibiting stable radar returns: buildings, manufacts, pipelines, antenna, poles, outcrops, exposed rocks... COPYRIGHT - Tele-Rilevamento Europa 2009 6

Measurements along the Line Of Sight (LOS) LOS θ PS d PS d real COPYRIGHT - Tele-Rilevamento Europa 2009 7

PSInSARTM Analysis typical output Deformation field Close up Displacement Time Series of a Permanent Scatterer COPYRIGHT - Tele-Rilevamento Europa 2009 8

Accuracy Common to differential GPS, all PS measurements are differential measurements with respect to a reference radar target. The accuracy depends on many factors: # of images, PS density, climatic conditions, distance from the GCP, etc. Typical values @ < 1 km from the reference point POSITIONING Easting Northing Height Precision (1σ) 7 m 2 m 1,5 m LOS Displacement Average Displacement Rate Single Measurement Precision (1σ) <1 mm/yr <5 mm COPYRIGHT - Tele-Rilevamento Europa 2009 9

PSInSAR : a multi-scale technology From a regional scale to the single building! San Francisco Bay Area COPYRIGHT - Tele-Rilevamento Europa 2009 10

PSInSAR : main applications Subsidence Landslides Seismic Faults Single Building COPYRIGHT - Tele-Rilevamento Europa 2009 11

PSInSAR APPLICATIONS COPYRIGHT - Tele-Rilevamento Europa 2009 12

Oil field monitoring: Long Beach, CA Long Beach, CA COPYRIGHT - Tele-Rilevamento Europa 2009 13

CO2 Sequestration: North Africa An in depth analysis of the data will be presented at the next SEG conference Las Vegas, Nov. 2008 COPYRIGHT - Tele-Rilevamento Europa 2009

Landslide, Alps +5-5 mm/yr COPYRIGHT - Tele-Rilevamento Europa 2009 15

Seismic Faults and Volcano Etna +15 Displacements velocity -15 [mm/year] COPYRIGHT - Tele-Rilevamento Europa 2009 16

Linear Infrastructure Motorway, Northern Italy COPYRIGHT - Tele-Rilevamento Europa 2009 17

Settlement of Buildings The Palm, Dubai COPYRIGHT - Tele-Rilevamento Europa 2009 18

Collapse of Kölner Stadtarchiv 3/3/2009 COPYRIGHT - Tele-Rilevamento Europa 2009 19

Köln Transportation system and PS data Railraod Underground metro line Underground new tunnel Stadtarchiv COPYRIGHT - Tele-Rilevamento Europa 2009 20

Kölner Stadtarchiv - Severinstrasse 222-228 March 3rd, 2009, at approximately 14:00, the Kölner Stadtarchiv collapsed. The building was inaugurated in 1971. It was a highly sophisticated building purposely built with the needs of a modern archive in mind. The nearby high school across the street had dismissed its' students at around 13:00. COPYRIGHT - Tele-Rilevamento Europa 2009 21

Kölner Stadtarchiv - Severinstrasse 222-228 D C PS map F E -5 [mm/year] +5 COPYRIGHT - Tele-Rilevamento Europa 2009 22

Deformation Time Series C D COPYRIGHT - Tele-Rilevamento Europa 2009 23

Deformation Time Series E F COPYRIGHT - Tele-Rilevamento Europa 2009 24

EMILIA ROMAGNA CASE STUDY COPYRIGHT - Tele-Rilevamento Europa 2009 25

EMILIA ROMAGNA case study Customer: Numero track Numero immagini ARPA Emilia Romagna - Ingegneria Ambientale IT Delivery Date: 31/01/2007 ERS : Satellite: ERS and ENVISAT Orbit: Descending and Ascending Time range: June 1992-2006 Number of Images: >500 Area of Interest: ~ 10.000 km 2 Number of PS identified: >250.000 Regional PS analysis 100 m COPYRIGHT - Tele-Rilevamento Europa 2009 26

Results: ERS D 1992-2000 COPYRIGHT - Tele-Rilevamento Europa 2009 27

Results: ENVISAT A 2002-2006 COPYRIGHT - Tele-Rilevamento Europa 2009 28

Bologna Bologna COPYRIGHT - Tele-Rilevamento Europa 2009 29

Romagna Basins PS results compared with levelling surveys Perfect agreement of results Fonte: Alberto Pistocchi, PhD - Autorità dei bacini regionali romagnoli Poppi 2004 COPYRIGHT - Tele-Rilevamento Europa 2009 30

ALPINE REGION CASE STUDY COPYRIGHT - Tele-Rilevamento Europa 2009 31

Introduzione 250 immagini radar processate 3.200 Kmq elaborati > 370.000 PS individuati 400 immagini radar processate 8.700 Kmq elaborati > 600.000 PS individuati 600 immagini radar processate 25.000 Kmq elaborati > 2.000.000 PS individuati COPYRIGHT - Tele-Rilevamento Europa 2009 32

PS in alpin region: validation campain COPYRIGHT - Tele-Rilevamento Europa 2009 33

Elaborazione ERS1-ERS2 Valle d Aosta Estensione AOI: 3.264 km 2 Tipologia di analisi: Standard PS Analysis (SPSA) Satellite utilizzato: ERS1-ERS2 Geometria di acquisizione: ascendente e discendente Numero PS individuati: 138095 asce + 234913 desce Range Temporale e immagini processate asce: o Track 301 La Salle: immagini 32 (1995-2000) o Track 29 Chatillon: immagini 50 (1993-2000) Range Temporale e immagini processate desce: o Track 294 Courmayeur - La Thuile: immagini 80 (1992-2000) o Track 22 Cogne - Chatillon: immagini 89 (1992-2001) COPYRIGHT - Tele-Rilevamento Europa 2009 34

Dataset ascendente COPYRIGHT - Tele-Rilevamento Europa 2009 35

Dataset discendente COPYRIGHT - Tele-Rilevamento Europa 2009 36

Case history 1: dati PS discendenti ascendenti COPYRIGHT - Tele-Rilevamento Europa 2009

Case history 1: dati PS (dettaglio) COPYRIGHT - Tele-Rilevamento Europa 2009

Case history 1: informazioni generali COPYRIGHT - Tele-Rilevamento Europa 2009

Case history 1: GPS vs PS /1 VOL1 - spostamenti verticali mm 80 60 40 20 0-20 -40-60 -80 01/11/01 01/11/02 01/11/03 31/10/04 31/10/05 31/10/06 31/10/07 data PS [mm] 20 10 0-10 -20-30 -40-50 -60-70 Vollein PS vs GPS: A8L05 vs VOL1 A8L05-80 -50 06/04/92 06/04/94 05/04/96 05/04/98 04/04/00 04/04/02 03/04/04 03/04/06 02/04/08 Date VOL1 Lineare (VOL1) Lineare (A8L05) 50 40 30 20 10 0-10 -20-30 -40 GPS along LOS [mm] PS time history GPS projected along LOS COPYRIGHT - Tele-Rilevamento Europa 2009

Case history 1: GPS vs PS /2 VOL3 - spostamenti verticali 120 100 80 60 mm 40 20 0-20 -40 01/11/01 01/11/02 01/11/03 31/10/04 31/10/05 31/10/06 31/10/07 data PS [mm] 50 40 30 20 10 0-10 -20-30 -40 Vollein PS vs GPS: A8J4S vs VOL3 A8J4S -50-30 06/04/92 06/04/94 05/04/96 05/04/98 04/04/00 04/04/02 03/04/04 03/04/06 02/04/08 Date VOL3 Lineare (VOL3) Lineare (A8J4S) 70 60 50 40 30 20 10 0-10 -20 GPS along LOS [mm] PS time history GPS projected along LOS COPYRIGHT - Tele-Rilevamento Europa 2009

Case history 1: GPS vs PS /3 VOL6 - spostamenti verticali 120 100 80 60 mm 40 20 0-20 -40 01/11/01 01/11/02 01/11/03 31/10/04 31/10/05 31/10/06 31/10/07 data PS [mm] 30 20 10 0-10 -20-30 -40-50 -60 A8I32 VOL6 Lineare (A8I32) Vollein PS vs GPS: A8I32 vs VOL6-70 -60 06/04/92 06/04/94 05/04/96 05/04/98 04/04/00 04/04/02 03/04/04 03/04/06 02/04/08 Date 40 30 20 10 0-10 -20-30 -40-50 GPS along LOS [mm] PS time history GPS projected along LOS COPYRIGHT - Tele-Rilevamento Europa 2009

Case history 1: considerazioni di sintesi La frana, riattivata durante l evento meteo dell ottobre 2000, è parte di un estesa DGPV I dati PS consentono di caratterizzare l evoluzione della DGPV prima dell evento di ottobre 20000 Alla scala della frana: il confronto tra i dati PS e le misure GPS proiettate lungo la LOS indicano un incremento della velocità di spostamento dopo la riattivazione di ottobre 2000 Alla scala della DGPV: il confronto tra dati PS e dati GPS proiettati lungo la LOS non indicano variazioni di velocità di spostamento della DGPV dopo l evento dell ottobre 2000 COPYRIGHT - Tele-Rilevamento Europa 2009

THE ITALIAN INTERFEROMETRIC DATABASE COPYRIGHT - Tele-Rilevamento Europa 2009 44

First Interferometric Database on a National Level The Italian Ministry of the Environment has awarded a multi-million euro contract to provide the Italian Government with the first interferometric database for surface deformation analysis on a national level. > 300,000 sqkm > 12,000 ESA data (1992-2001) > 24-month project > 5,3 M TRE will be in charge of the processing of the whole satellite archive acquired over Italy by the ESA-ERS sensors between 1992 and January 2001 (~10,000 radar scenes). COPYRIGHT - Tele-Rilevamento Europa 2009 45

OUTLOOK and FUTURE DEVELOPMENT COPYRIGHT - Tele-Rilevamento Europa 2009 46

Permanent Scatteres: easy-to-use data Geographic Information System COPYRIGHT - Tele-Rilevamento Europa 2009 47

Data delivered dbf file -Code: PS identification code -Lat: PS latitude (elipsoide WGS 84) -Lon: PS longitude (elipsoide WGS 84) -Vel: PS average velocity in mm/year (with respect to the reference point) (REF) -V_Stdev: estimated velocity standard deviation with respect to to the reference point -Coherence: quality mesure (between 0 and 1) -Daaaammgg: displacement values of successive acquisitions [mm] related to each PS COPYRIGHT - Tele-Rilevamento Europa 2009 48

Time Series Selection and Visualization in GIS COPYRIGHT - Tele-Rilevamento Europa 2009 49

Comparing PSInSAR with traditional techniques PSInSAR technique is complementary with other traditional methods used for the reconstruction of a fully 3D deformation field: Valuable help for appropriate location of GPS stations Systematic errors can be removed using permanent GPS Different spatial sampling The accuracy of PS measurements has been proven by means of comparison with optical levelling, thermal expansion and GPS COPYRIGHT - Tele-Rilevamento Europa 2009 50

Radar Satellites Today and tomorrow 1992 1995 2001 2002 2005 2006 2007 2008 2009 ERS1 ERS2 ENVISAT RADARSAT-1 (on demand) April 2003 ALOS RADARSAT-2 Cosmo Sky-Med Italian archive (financed by TRE) TerraSAR-X COPYRIGHT - Tele-Rilevamento Europa 2009 51

High Resolution radar images COPYRIGHT - Tele-Rilevamento Europa 2009

HR data vs. standard C-band images RadarSat StdBeam Ground Resolution ~ 5m x 20m COSMO-SkyMed Ground Resolution ~ 2m x 2m COPYRIGHT - Tele-Rilevamento Europa 2009

Cosmo-SkyMed high resolution images COPYRIGHT - Tele-Rilevamento Europa 2009

High-Resolution X-Band TerraSAR data COPYRIGHT - Tele-Rilevamento Europa 2009

Venice PS Position COPYRIGHT - Tele-Rilevamento Europa 2009 56

Venice Santa Maria della Salute PS HEIGHT [m] PS VEL [mm/year] 73m + 10 0 0 m -10 COPYRIGHT - Tele-Rilevamento Europa 2009 57

PS Time Series: an example COPYRIGHT - Tele-Rilevamento Europa 2009

Conclusions PSInSAR TM advantages: high precision; quantitative and reliable data; fast data processing; regular updates; cost-effective. Historical archives of radar data can be extremely valuable PSInSAR TM overcomes most of the limitations related to conventional DInSAR. Limitations: existing satellite radar data archive not available worldwide. In the next future more and more satellite data will be available and SAR measurements will become a standard monitoring tool. COPYRIGHT - Tele-Rilevamento Europa 2009 59

Tele-Rilevamento Europa Via Vittoria Colonna, 7 20149 Milano Italia www.treuropa.com TRE Canada Inc. #550 409 Granville Street Vancouver, BC, V6C 1T2 Canada www.trecanada.com COPYRIGHT - Tele-Rilevamento Europa 2009 60

Prodotti PSInSAR Local area Aree da 1 a 100 kmq: frane o sinkhole pianificazione urbana bacini di estrazione impianti Regional area Aree da 50 kmq fenomeni di deformazione estesi subsidenze faglie sismiche giacimenti, miniere Linear Structures Single building Strutture lineari presenti sul territorio: condotte autostrade ferrovie Metanodotti linee elettriche Analisi circoscritta a singoli edifici in aree urbane Attualmente disponibile solo su ROMA COPYRIGHT - Tele-Rilevamento Europa 2009 61

ELABORAZIONE MULTI DATASET Individuazione Track/Frame Elaborazione per Siti Risultato PS COPYRIGHT - Tele-Rilevamento Europa 2009 62

Satellite radar systems available 1992 1995 2001 2002 2005 2006 2007 2008 2009 ERS1 ERS2 ENVISAT RADARSAT-1 April 2003 ALOS-PALSAR RADARSAT-2 Cosmo Sky-Med Italian archive TerraSAR-X COPYRIGHT - Tele-Rilevamento Europa 2009

A look at the future 2006 2007 2008 2009 2010 2011 2012 SAOCOM ALOS-PALSAR RADARSAT-2 Cosmo Sky-Med Constellation TerraSAR-X Tandem-X Sentinel-1&2 ENVISAT COPYRIGHT - Tele-Rilevamento Europa 2009

Emilia Romagna: territorio di pianura 500 immagini radar processate 10.000 Kmq elaborati > 250.000 PS individuati (low resolution) COPYRIGHT - Tele-Rilevamento Europa 2009 65

Risultati ENVISAT Discendente -2002-2006 COPYRIGHT - Tele-Rilevamento Europa 2009 66

Track 122 Nord COPYRIGHT - Tele-Rilevamento Europa 2009 67

Track 122 SUD COPYRIGHT - Tele-Rilevamento Europa 2009 68

Track 394 COPYRIGHT - Tele-Rilevamento Europa 2009 69