global data-base of co-seismic interferograms generated via ......global data-base of co-seismic...

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Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso (1,2), Manuela Bonano (2,3), Claudio de Luca (2), De Novellis Vincenzo (2), Riccardo Lanari (2), Michelle Manunta (2), Mariarosaria Manzo (2), Giovanni Onorato (2), Emanuela Valerio (2), Ivana Zinno (2), and Francesco Casu (2) 1. University of Naples «Parthenope», Naples, Italy. 2. Institute for Electromagnetic Sensing of Environment (IREA) - National Research Council (CNR), Naples, Italy. 3. Institute of Methodologies for Environmental Analysis (IMAA) - National Research Council (CNR),Potenza, Italy.

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Page 1: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1

DInSAR processing

Fernando Monterroso (1,2), Manuela Bonano (2,3), Claudio de Luca (2), De Novellis Vincenzo (2), RiccardoLanari (2), Michelle Manunta (2), Mariarosaria Manzo (2), Giovanni Onorato (2), Emanuela Valerio (2), Ivana

Zinno (2), and Francesco Casu (2)

1. University of Naples «Parthenope», Naples, Italy.2. Institute for Electromagnetic Sensing of Environment (IREA) - National Research Council (CNR), Naples, Italy.3. Institute of Methodologies for Environmental Analysis (IMAA) - National Research Council (CNR),Potenza, Italy.

Page 2: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Outline

• Studying Earthquakes with DInSAR

• Sentinel-1 Constellation

• Parallel Sentinel-1 DInSAR Workflow

• Automatic generation of co-seismic displacement mapsby using Sentinel-1 interferometric SAR data

• Tool implementation and achieved results

• Further Developments

Page 3: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Studying Earthquakes with DInSAR

Landers earthquake, 1992was the first interferogramof an earthquake using ERSimages.

Co-seismic interferogramusing ERS data (92/4/24-93/6/18).

Massonnet, D. et al., 1993

The first application ofDInSAR technique are theearthquakes.

Page 4: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

SENTINEL-1

Studying Earthquakes with DInSAR: Historical overview

Landers Earthquake (USA) 1992

ERS-1

Japan Eartquake (Japan)2011 ALOSpalSAR

1992

2003

2009

20112012

Dinar Earthquake (Turkey)

1995 ERS-2

Izmir earthquake (Turkey)

1999 ERS-2

Hector Mine earthquake (USA)1999 ERS-2

Bam earthquake (Iran)2003 ENVISAT

L’Aquila Earthquake (Italy)2009 Cosmo-skymed

Haiti Earthquake (Haiti)2010 ALOSpalSAR

Emilia Earthquake (Italy)2012 RADARSAT-2

Nappa Valley Earthquake (USA) Sentinel-1

1995

1999

2014

2016

2010

2015

20172018 2019 2020

Illapel Earthquake (Chile) 2015 Sentinel-1

ENVISAT

Cosmo-SkyMed

ALOS PALSARRADARSAT-2

ERS-2 ERS-1

Page 5: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Sentinel-1 constellationSentinel-1A Sentinel-1B Sentinel-1A

Time6 days

12 days

• Sensor spatial resolution:15x4m• Spatial coverage:∼250x250km (IW)

• C-band• Free and open data access• Global coverage• Designed DInSAR application• High level operational Service

Page 6: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Parallel Sentinel-1 DInSAR Workflow

Data IngestionData Fusion &

Common Area Selection & Parameter Evaluation

DEM Conversion in SAR Coordinates

A B C

Interferograms Generation

DInterferograms Mosaicking

EInterferograms Noise Filtering

F

Phase Unwrapping

G

Manunta, M. et al., 2019

Page 7: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Significant (> Mw 5.5) Earthquakes Global Map (2014 - 2019)

717 Earthquakes with Mw more than 6.0519 Earthquakes with Mw more than 5.5 occurred on land

Page 8: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Automatic generation of co-seismic displacement maps workflow

Page 9: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Automatic generation of co-seismic displacement maps workflow

• Location of Earthquake• Magnitude• Coordinates (Latitude,

Longitude, Depth)• Time

Page 10: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Automatic generation of co-seismic displacement maps workflow

• Italian Territory: Depth ≤ than 20 km and Mw ≥ 4.0

• Rest of the wold: Depth ≤ than 35 km and Mw ≥ 5.5

Page 11: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Automatic generation of co-seismic displacement maps workflow

• Automatic query of the available Sentinel-1 catalogues and data download

• Ascending and Descending passes• 30 days before and 30 days after

Page 12: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Automatic generation of co-seismic displacement maps workflow

Parallel processing of different tracksusing Parallel Sentinel-1 DInSARWorkflow

Page 13: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Automatic generation of co-seismic displacement maps workflow The output data are provided according to the file

standard formats defined within the H2020 EuropeanPlate Observing System (EPOS) project. Metadataformat is ISO 19115.

Scientific community (support for experts and notexperts)

Page 14: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Automatic generation of co-seismic displacement maps workflow The output data are provided according to the file

standard formats defined within the H2020 EuropeanPlate Observing System (EPOS) project. Metadataformat is ISO 19115.

Scientific community (support for experts and notexperts)

Page 15: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Automatic tool implementation

Page 16: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Automatic tool implementation

Earthquakes catalog records from January 2015.

Page 17: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Automatic tool implementation

Amazon Web Services Elastic Cloud Compute infrastructure (AWS-EC2)

Page 18: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Automatic tool implementation

Page 19: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Experimental Results

Page 20: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Significant seismic events with large deformation

Co-seismic interferograms spanning the Mw. 7.3 for Halabjah earthquake in Iran seismic event, occurred on 2017-11-12 (A) Ascending Track 72 acquired on 20171111 and 20171117. (B) Descending Track 6 20171107 and 20171119.

Page 21: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Earthquakes of small magnitude

The co seismic interferogram and LOS displacement maps for The Mw 5.7 16 km E of Acipayam, Turkey seismic event, occurred on 2019-03-20. Track 58 20190317 – 20190323 and Track 138 20190317-20190323

LOS (cm) > 5 -5 <cm 2.8 0

LOS (cm) > 5 -5 <cm 2.8 0

Page 22: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Processing optimization: Several earthquakes in the same time interval

LOS (cm) >78 78<

LOS (cm) >76 76<cm 2.8 0

cm 2.8 0

Ridgecrest CA, USA Earthquakes (July, 2019)Mw 7.1 and Mw 6.4, Des. T71 20190704 - 20190716 and

Asc T64 20190704 - 20190710

Page 23: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Processing optimization: Earthquakes that occurred in the same area but in

different periods Seismic crisis in Mexico (September 2017 – February 2018)

cm 2.8 0

cm 2.8 0

cm 2.8 0

cm 2.8 0

cm 2.8 0

cm 2.8 0

Tres Picos, Mexico Earthquake Mw 8.1Track 172, 07-13 SeptTrack 99, 02-20 Sept

Ayutla Mexico Earthquake Mw 7.1Track 143, 17-23 Sept

Matias Romero Mexico Earthquake Mw 6.1Ascending Track 107, 21/09/2017-03/10/2017

Matias Romero Mexico Earthquake Mw 6.1Descending Track 172, 19-25 Sept

San Pedro Jicayan, México EarthquakeTrack 5 20180205 - 20180217

San Pedro Jicayan, México EarthquakeDesc Track 143 20180214 - 20180220

Page 24: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Earthquake Automatic Analytical Modeling

Okada Model

Analytical solution for surface deformation due to shear and/or tensile dislocations faults in an elastic

and homogeneous half-space.

Results

Track Identificatio

n

Earthquake Catalogs

SAR data identification and

retrieval

Earthquake information retrieval and identification

Track 1

Earthquake Data

Information Analysis

Mw < 6.0Depth > 20 km

DInSAR Processing…

Track N

SAR data archives

DInSAR Processing

… …

InterferogramsLOS displacement

maps

Mw => 6.0Depth <= 20 km

Further Developments

Page 25: Global data-base of co-seismic interferograms generated via ......Global data-base of co-seismic interferograms generated via unsupervised Sentinel-1 DInSAR processing Fernando Monterroso

Big data co-seismic interferograms anddisplacement maps generated on automaticway.

Statistical analysis of the coherent deformationsignal in co-sismic interferograms, product of therelationship between the Magnitude and Depth.

Further Developments