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Data-driven methods for engineering (didattica di eccellenza)
01DTLIW
A.A. 2021/22
Course Language
Inglese
Degree programme(s)
Doctorate Research in Ingegneria Aerospaziale - Torino
Course structure
| Teaching | Hours |
|---|---|
| Lezioni | 12 |
Lecturers
| Teacher | Status | SSD | h.Les | h.Ex | h.Lab | h.Tut | Years teaching |
|---|
Co-lectures
Context
| SSD | CFU | Activities | Area context | *** N/A *** | 2 |
|---|
Introduction to data-driven methods for analysis and modelling of complex systems.
Introduction to data-driven methods for analysis and modelling of complex systems.
Background in linear algebra and scientific computing
Background in linear algebra and scientific computing
Prof. Stefano Discetti
Department of Bioengineering and Aerospace Engineering Universidad Carlos Ill de Madrid
Time-frequency analysis (Fourier transform, wavelets).
Singular Value Decomposition. Principal Component Analysis.
Spectral Proper Orthogonal Decomposition. Multi-scale modal analysis.
Sparsity and compressed sensing.
Data-driven discovery of dynamical systems.
Prof. Stefano Discetti
Department of Bioengineering and Aerospace Engineering Universidad Carlos Ill de Madrid
Time-frequency analysis (Fourier transform, wavelets).
Singular Value Decomposition. Principal Component Analysis.
Spectral Proper Orthogonal Decomposition. Multi-scale modal analysis.
Sparsity and compressed sensing.
Data-driven discovery of dynamical systems.
In presenza
On site
Presentazione orale - Presentazione report scritto
Oral presentation - Written report presentation
P.D.2-2 - Giugno
P.D.2-2 - June
13-14-15 Giugno in sala riunioni al terzo piano del DIMEAS, dalle 9 alle 13.
13-14-15 Giugno in sala riunioni al terzo piano del DIMEAS, dalle 9 alle 13.