Methods for Processing, Analysis and Representation of Geophysical Data
A.Y. 2024/2025
Learning objectives
The course unit aims to introduce acquisition methods and data processing procedures for the survey and/or monitoring of movements and/or deformations of Earth's ground. In the first part of the course unit, after recalling basic notions about observation processing, the principles of SAR (Synthetic Aperture Radar) sensors are introduced. Attention will be focused on theoretical and technical aspects of the interferometric SAR method (InSAR) and, in particular, on the error sources, which are fundamental for the successive phase of data analysis. In the second part of the course unit, practical exercise are foreseen, with the acquisition and processing of interferometric SAR images, to give an overview of the InSAR method to measure displacements from SAR satellite images.
Expected learning outcomes
At the end of the course unit, the student will be able to:
1) Use basic commands of the Unix O.S. in a command window (bash shell);
2) Use app to process SAR images;
3) Collect, describe and use data to support interferometric processing (orbitals, DEM);
4) Produce and read the products of differential interferometric processing: interferograms and coherence images;
5) Read and analyze intermediate results of an interferometric processing chain;
6) Represent the results of interferometric data analysis with GIS.
1) Use basic commands of the Unix O.S. in a command window (bash shell);
2) Use app to process SAR images;
3) Collect, describe and use data to support interferometric processing (orbitals, DEM);
4) Produce and read the products of differential interferometric processing: interferograms and coherence images;
5) Read and analyze intermediate results of an interferometric processing chain;
6) Represent the results of interferometric data analysis with GIS.
Lesson period: Second semester
Assessment methods: Esame
Assessment result: voto verbalizzato in trentesimi
Single course
This course can be attended as a single course.
Course syllabus and organization
Single session
Responsible
Lesson period
Second semester
Course syllabus
References to elements of elementary statistics, law of propagation of covariance, least squares, hints of statistical inference.
The SAR sensor, signal characteristics, data acquisition mode. Main elements of SAR geometry. Sources of error in measurements. Construction of interferometric and coherence maps. Unwrapping of the interferometric phase and georeferencing.
During the course numerical exercises will be carried out for the processing of SAR data. Public domain software will be used to represent the SAR images and the results obtained with the DInSAR technique.
The SAR sensor, signal characteristics, data acquisition mode. Main elements of SAR geometry. Sources of error in measurements. Construction of interferometric and coherence maps. Unwrapping of the interferometric phase and georeferencing.
During the course numerical exercises will be carried out for the processing of SAR data. Public domain software will be used to represent the SAR images and the results obtained with the DInSAR technique.
Prerequisites for admission
Basic knowledge of: electromagnetic waves and any programming language
Teaching methods
Lectures for the theoretical part, exercises with computers with QGIS applications for the representation part, and Doris for the processing of ENVISAT / ERS SAR images, GEOMSTONE internal software for the processing of SAR Sentinel 1A / B image data.
Teaching Resources
Slides presented during the course, and other material provided by the teacher
Assessment methods and Criteria
The exam consists in the preparation of a paper with the results of an interferometric chain; during the presentation the student must demonstrate that he has learned the fundamental theoretical bases of DInSAR processing, and above all demonstrate his ability to autonomy in analyzing and presenting the data and results obtained in the processing.
ICAR/06 - SURVEYING AND MAPPING - University credits: 6
Practicals with elements of theory: 24 hours
Lessons: 32 hours
Lessons: 32 hours
Professor:
Crippa Bruno
Shifts:
Turno
Professor:
Crippa BrunoProfessor(s)
Reception:
Contact me by email
Section of Geophics - Dipartimento Scienze della Terra, via Botticelli 23, 20133 I-Milano