COURSE PURPOSES

The Compressive Processing (CP) paradigm is fundamentally interdisciplinary, with interplay between applied/pure mathematics and engineering serving to fertilize new researches opening new frontiers. The impact of CP goes far beyond compression and classical signal processing. Whenever acquiring/inverting data/information is difficult, dangerous, or expensive, CP allows to proceed with much less data/information than previously thought possible. Such a possibility has been rapidly exploited in several and different ranges of practical engineering problems almost always leading to striking results that significantly advanced the state-of-the-art.

The course is targeted to make attendees (i) understanding the basics of CP, (ii) learning the leading-edge and most recent advances on CP-based algorithms, while (iii) overviewing the most appealing applications of CP in advanced engineering fields. Applicative examples including exercises will corroborate the theoretical concepts, as well.


Course Topics

  • Review of the basics and fundamentals of CP
  • Compressive sampling: acquisition problem and incoherent sampling
  • Compressive sensing: retrieval problem and sparse signal reconstruction
  • Advanced CP-based sampling methodologies at the state-of-the-art
  • Advanced CP-based retrieval methodologies at the state-of-the-art
  • Engineering applications of CP: capabilities, limitations, and perspectives
  • Applicative examples including exercises regarding specific engineering applications of CP sampling and CP retrieval methodologies

Teachers

Prof. MASSA Andrea
DICAM @ University of Trento, Italy
UESTC, China
Tsinghua University, China

Prof. OLIVERI Giacomo
DICAM @ University of Trento, Italy

Prof. ROCCA Paolo
DICAM @ University of Trento, Italy
Xidian University, China

Dr. ANSELMI Nicola
DICAM @ University of Trento, Italy

Dr. POLI Lorenzo
DICAM @ University of Trento, Italy

Dr. SALUCCI Marco
DICAM @ University of Trento, Italy

Course in Synthesis

Teachers
6
Hours
32
Days
5
ECTS Credits
4

Course Coordinators

Dr. ANSELMI Nicola
DICAM @ University of Trento, Italy

Dr. SALUCCI Marco
DICAM @ University of Trento, Italy

Contact Us

ELEDIA@UniTN – University of Trento
DICAM – Department of Civil, Environmental, and Mechanical Engineering
Via Mesiano 77, 38123 Trento – Italy

Phone: +39 0461 285227

Mail: summer-schools@eledia.org

Sponsors