The field of satellite remote sensing applied to geohazards has experienced a major development in the last few years. In Europe, the EU’s Copernicus Programme has made a big effort to consolidate this field as an operative solution to monitor ground phenomena. This consolidation is confirmed by the forthcoming Copernicus European Ground Motion Service (EGMS), a European initiative aimed at providing yearly an updated ground displacement map of the whole of Europe, derived from time-series analyses of Sentinel-1 data (https://land.copernicus.eu/pan-european/ european-ground-motion-service). This will motivate not only the improvement of the exploitation of Sentinel-1 products but also the exploitation of the so-called high-resolution SAR images provided by constellations like the TerraSAR-X/PAZ (SAR Observation Spanish Satellite). The SARAI project will contribute to this framework by improving and developing different techniques of processing (subproject 1) and post-processing (subproject 2).
This project aims to improve the exploitation capabilities of radar-based remote sensing techniques to measure and monitor land deformation: Differential Interferometric SAR (DInSAR) and Persistent Scatterer Interferometry (PSI). These techniques play a key role in the thematic area of Earth Sciences. They are nowadays frequently used in a wide range of applications like geology, hydrogeology, applied geology, seismology, volcanology, glaciology, landslide monitoring, ground subsidence monitoring, etc.
The importance of DInSAR and PSI has considerably grown in the last decade. A key factor is the availability of several missions that include Synthetic Aperture Radar (SAR) sensors. In particular, the launch of the Sentinel-1A and 1B missions of the Copernicus Programme caused a paradigm change: The SAR data will be available for many years from now worldwide and for free. The consolidation of such grown is represented by the creation of the Ground Motion Services (GMS). In some cases, these services are carried out at the regional scale. A European initiative started in 2016 to implement a DInSAR-based European Ground Motion Service (EGMS) to provide consistent data at a continental scale. This service is currently under development. An important part of this project is related to the exploitation of the forthcoming results of the EGMS.
Another fundamental factor has been the development of tools and procedures to process and analyze the DInSAR or PSI data and to increase the computational capabilities. In particular, CTTC has an in-house developed DInSAR and PSI chain. Part of this project will be devoted to the improvement of the algorithms of this chain. This part is the natural continuation of the DEMOS project, Deformation monitoring using Sentinel-1 data (Project Reference: CGL2017-83704-P).
The main products of DInSAR and PSI are the deformation velocity and time series. The velocity map shows the linear deformation over the entire observed period. It is computed assuming a constant rate or velocity over the entire period. This product is rather robust. The deformation time series describe the deformation time history of the measurement points over the observed period. This product provides a more detailed information with respect to the previous one: it is useful to follow the deformation phenomena over time and hence to understand their kinematics and their causes. Despite its great potential, the main use of these maps has been constrained to the scientific community, due to particularities of the technique itself that can complicate the interpretation of the results. For this reason, the use of InSAR data remains very limited or non-existent among the authorities in charge of disaster management and prevention (Civil Protection in Spain) and other potential users.
To facilitate the use of these data and create more friendly products and tools for non-expert users, we propose to create tools that allow the automatic analysis of large InSAR data sets to:
The objective of this WP is effective management, supervision, and coordination of the project. This will include administrative, economic, and technical aspects. The administrative deliverables of the project will be managed in WP1.
This is the first step of the project, which addresses fundamental research topics of deformation monitoring using DInSAR and PSI techniques.
Desarrollo de herramientas para integrar/explotar los productos InSAR procedentes del European Ground Motion Service (EGMS) y EPOS.
Crear una base de datos de PS para entrenar algoritmos basados en IA para la clasificación de áreas de deformación activa que se actualizarán a lo largo del proyecto.
Desarrollar herramientas basadas en IA para la evaluación de la susceptibilidad y la predicción de la deformación del suelo.
Las herramientas desarrolladas en el proyecto se probarán en áreas piloto seleccionadas en España donde los equipos de IGME y CTTC han estudiado los movimientos de tierra asociados a diferentes riesgos geológicos en proyectos anteriores, tales como: Región de Murcia, Provincia de Granada, Mallorca, Asturias, Ibiza, Barcelona, Madrid. Cada herramienta se probará al menos en una de las áreas piloto.
El objetivo de este WP es garantizar una adecuada difusión de los resultados del proyecto, incluyendo la difusión interna dentro de los equipos de investigación y trabajo del proyecto y las entidades interesadas en los resultados del proyecto.
© 2024 Instituto Geológico y Minero de España