Module

Advanced Signal Processing Methods

Anwendungen der erweiterten Signalverarbeitung

4 LPWiSeENwird nicht mehr angeboten

Voraussetzungen

Empfohlen, im Wortlaut

Knowledges: • Linear Algebra • Basic Circuit Theory • Signals and Systems

Inhalte

The course introduces bases of advanced signal processing methods in electrical power engineering. Introducing lectures provide ideas of discrete representations of continuous signal with basic functions and signal orthogonal projection. Next stage of the course concerns continuous representations of deterministic signals. Introduced definitions allow passing into nonparametric time-frequency representations. Then, follow the time-scale representations with wavelets. Backgrounds of statistical signal processing are introduced with outlined parameter estimation, optimal filtering, linear modeling and estimation. Finally, various methods of parametric spectrum estimation are outlined. Examples of application in electrical engineering are presented throughout the course. Main chapters: 1) The backgrounds of deterministic signal representations, 2) Basic functions and signals orthogonal projections, 3) Continuous representations of deterministic signals, 4) Nonparametric time-frequency representations, 5) Generalized equation of nonparametric time-frequency representations, 6) Time-scale signal representations, 7) Backgrounds of Statistical Signal Processing 8) Linear modeling and estimation of model parameters from data 9) Parametric spectrum estimation, 10) Applications in power systems.

Lernziele

Students will get a deeper insight into modern signal processing problems. The course is future-oriented, as few of the presented ideas are applied in power system nowadays.

Prüfungsleistung

• Written examination, 90 min or • verbal examination, 30 min

Literatur (3)
  • web based lecture script
  • S. Haykin, B. Van Veen – Signals and Systems, John Wiley & Sons, Inc., 1999
  • C.W. Therrien – Discrete Random Signals and Statistical Signal Processing, Englewood Cliffs, Prentice Hall, 1992.

Bemerkungen

The lecture will be offered by Dr. Janik and Dr. Leonowicz as a one week block

Quelle: Modulbeschreibung der BTU · abgerufen 20.10.2026Original

Modulkatalog · inoffiziell

Betula ist ein inoffizielles Projekt und gehört nicht zur BTU.

Folia 1.0.3Radix 0.6.0

Daten vom 21.10.2026WiSe 2026/27Quelle: BTU