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

Course in Synthesis

Teachers
7
Hours
32
Days
5
ECTS Credits
3

Teachers

Prof. GUSTAFSSON Mats
Lund University, Sweden

Prof. ISERNIA Tommaso
University Mediterranea of Reggio Calabria, Italy

Dr. Ivan LAHAIE
KBR, Inc., USA

Prof. MARTINEZ LORENZO José
Northeastern University, Massachusetts, USA

Prof. MASSA Andrea
ELEDIA - University of Trento, Italy & UESTC, China & Tsinghua, China

Prof. MIGLIORE Marco Donald
ELEDIA - Università di Cassino e del Lazio Meridionale, Italy

Prof. OLIVERI Giacomo
ELEDIA - University of Trento, Italy

Course Coordinators

Prof. OLIVERI Giacomo
ELEDIA - University of Trento, Italy

Prof. ISERNIA Tommaso
University Mediterranea of Reggio Calabria, 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: didattica@eledia.org

Sponsors