Signal analysis
General data
| Course ID: | 1100-2BF05 |
| Erasmus code / ISCED: |
13.201
|
| Course title: | Signal analysis |
| Name in Polish: | Analiza sygnałów |
| Organizational unit: | Faculty of Physics |
| Course groups: |
(in Polish) Fizyka, ścieżka fizyka medyczna; przedmioty dla II roku (in Polish) Fizyka, ścieżka neuroinformatyka; przedmioty dla II roku |
| Course homepage: | https://brain.fuw.edu.pl/edu/index.php/Analiza_sygnałów_-_wykład |
| ECTS credit allocation (and other scores): |
4.00
|
| Language: | Polish |
| Type of course: | obligatory courses |
| Prerequisites (description): | Required credits from the following classes, conducted at the Faculty of Physics: 1. Information and Communication Technologies (Technologie informacyjne i komunikacyjne), with 45 hours of practical exercises in Python programming 2. Statistical Inference (Wnioskowanie Statystyczne) |
| Mode: | Classroom |
| Short description: |
Basics of the classical (spectral) and contemporary (wavelets, time-frequency) signal analysis, based upon examples from EEG and BCI. |
| Full description: |
Basic principles of the classical (spectral) and contemporary (wavelets, time-frequency) analysis of signals: - Linear time invariant systems (LTI) - Fourier series and Fourier transform - Stochastic and autoregressive (AR) time series, power spectrum estimation. Convolution theorem. - Sampling digital signals - Nyquist theorem, aliasing. - Uncertainty principle in signal analysis, spectrogram, Wigner transform, wavelets, adaptive approximations (matching pursuit algorithm) - briefly: multivariate signal analysis (PCA, ICA, MVAR) - EEG, ERD/ERS, BCI |
| Bibliography: |
Skrypt "Analiza sygnałów" in Polish: https://brain.fuw.edu.pl/edu/index.php/Analiza_sygna%c5%82%c3%b3w_-_wyk%c5%82ad |
| Learning outcomes: |
having completed the course, student: - understands the links between basic operations in time and frequency - can choose a proper method of signal analysis and properly interpret the results |
| Assessment methods and assessment criteria: |
Written exam in the lecture hall: open questions and single choice test. Positive marks from the lecture (as above) AND practical exercises are required to pass. |
| Internships: |
none |
Classes in period "Winter semester 2024/25" (past)
| Time span: | 2024-10-01 - 2025-01-26 |
Go to timetable
MO TU W CW
CW
TH FR WYK
|
| Type of class: |
Classes, 30 hours, 80 places
Lecture, 30 hours, 80 places
|
|
| Coordinators: | Piotr Durka | |
| Group instructors: | Piotr Biegański, Piotr Durka, Jarosław Żygierewicz | |
| Students list: | (inaccessible to you) | |
| Credit: |
Course -
Examination
Lecture - Examination |
Classes in period "Winter semester 2025/26" (past)
| Time span: | 2025-10-01 - 2026-01-25 |
Go to timetable
MO TU W CW
CW
TH FR WYK
|
| Type of class: |
Classes, 30 hours, 80 places
Lecture, 30 hours, 80 places
|
|
| Coordinators: | Piotr Durka | |
| Group instructors: | Piotr Biegański, Piotr Durka, Jarosław Żygierewicz | |
| Students list: | (inaccessible to you) | |
| Credit: |
Course -
Examination
Lecture - Examination |
Copyright by University of Warsaw, Faculty of Physics.
