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Biomedical Signal Analysis 2021/2022 /KursID:1638
- Letzter Beitrag vom 2022-02-09
Schlüsselworte:
Fourier
Filter
denoise
Numpy
Pandas
HDF5
Matplotlib
Jupyter-Widgets
Sampling-Problem
Nyquist–Shannon sampling theorem
ECG
pole zero plot
frequency response
Lehrende(r)
Dr.-Ing. Felix Kluge
Einrichtung
Lehrstuhl für Maschinelles Lernen und Datenanalytik
Aufzeichnungsart
Vorlesungsreihe
Zugang
IdM-Anmeldung
Sprache
Kurskapitel
1 . Generation
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Titel
Lehrende(r)
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Dauer
Medien
1
Action Potential
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:17:57
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2
Electroneurogram
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:06:02
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3
Electromyogram
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:13:14
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4
Electrocardiogram
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:31:37
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5
Carotid Pulse
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:09:31
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6
Phonocardiogram
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:21:24
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7
Electroencephalogram
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:25:47
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8
Event-related potential
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:06:36
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9
Electrogastrogram
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:02:16
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10
Vibromyogram
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:07:33
Folien
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11
Vibroathrogram
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:14:46
Folien
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12
Ballistocardiography
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:06:04
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13
Human Speech Signal
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:11:32
Folien
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14
Cardiotocography
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:04:43
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2 . Measurement
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Titel
Lehrende(r)
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Dauer
Medien
15
Electrodes
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:14:22
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16
ECG measurement
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:11:59
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17
Measurement errors
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:08:21
Folien
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18
3D video motion capture
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:10:27
Folien
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19
Inertial-magnetic measurement
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:07:54
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3 . Analysis
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20
Fundamentals
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:49:55
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21
Stationarity
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:07:31
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22
Examples
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
00:13:32
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23
Time Domain Filter: Sync. Avg.
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:16:05
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24
Time Domain Filter: Moving Avg.
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:26:54
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25
Time Domain Filter: Derivative
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:07:49
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26
Frequency Domain Filter: Introduction
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:08:46
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27
Frequency Domain Filter: Butterworth Highpass
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:03:40
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28
Frequency Domain Filter: Butterworth Lowpass
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:25:33
Folien
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29
Frequency Domain Filter: Notch and comb
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:13:52
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30
Wiener Filter
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:14:17
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31
Wavelets: Introduction
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:14:19
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32
Physiologically adapted wavelets
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:10:18
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35
Event detection: Fundamentals
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:00:00
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36
Event detection: QRS (Balda)
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:06:56
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37
Event detection: QRS (Pan Tompkins)
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:25:30
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38
Event detection: QRS (Knowledge based)
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:16:58
Folien
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39
Event detection: Dicrotic notch
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:03:29
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40
Event detection: Correlation (EEG)
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:14:30
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41
Event detection: Correlation (Spike&Wave)
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:04:05
Folien
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42
Event detection: Matched Filter
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:08:43
Folien
captions
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43
Event detection: DTW
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:14:10
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44
Event detection: LCSS
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:09:03
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45
Event detection: HMM
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:12:00
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50
Waveform: Introduction
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:05:47
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51
Waveform: Morphological (ECG)
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:12:13
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52
Waveform: Activity
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:09:15
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53
Waveform: Biomechanics
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:10:35
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54
Waveform: Applications
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:19:42
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60
PR: Introduction
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:31:38
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61
PR: Decision Theory
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:13:51
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63
PR: Supervised Learning
Dr.-Ing. Felix Kluge
2020-11-11
IdM-Anmeldung
00:12:35
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4 . Lecture sessions (2020)
Folge
Titel
Lehrende(r)
Aktualisiert
Zugang
Dauer
Medien
1
Discussion session - Introduction
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
01:18:04
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2
Discussion session - Generation
Dr.-Ing. Felix Kluge
2020-11-10
IdM-Anmeldung
01:18:23
Folien
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3
Discussion session - Generation
Dr.-Ing. Felix Kluge
2020-11-17
IdM-Anmeldung
01:13:29
Folien
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4
Discussion session - Generation
Dr.-Ing. Felix Kluge
2020-11-24
IdM-Anmeldung
00:59:58
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5
Discussion session - Measurement
Dr.-Ing. Felix Kluge
2020-12-04
IdM-Anmeldung
01:02:08
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6
Guest Talk
Dr.-Ing. Felix Kluge
2020-12-08
IdM-Anmeldung
01:16:41
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7
Signal Analysis
Dr.-Ing. Felix Kluge
2020-12-15
IdM-Anmeldung
01:26:08
Folien
captions
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8
Discussion session - Signal analysis
Dr.-Ing. Felix Kluge
2020-12-23
IdM-Anmeldung
00:44:57
Folien
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9
Discussion session - Signal analysis
Dr.-Ing. Felix Kluge
2021-01-12
IdM-Anmeldung
00:30:32
Folien
captions
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10
Discussion session - Signal analysis
Dr.-Ing. Felix Kluge
2021-01-19
IdM-Anmeldung
00:38:35
Folien
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11
Discussion session - Signal analysis
Dr.-Ing. Felix Kluge
2021-01-26
IdM-Anmeldung
00:41:20
Folien
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12
Discussion session - Signal analysis
Dr.-Ing. Felix Kluge
2021-02-02
IdM-Anmeldung
00:42:51
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13
Discussion session - PR and exam questions
Dr.-Ing. Felix Kluge
2021-02-09
IdM-Anmeldung
01:27:34
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5 . Exercise sessions (2020)
Folge
Titel
Lehrende(r)
Aktualisiert
Zugang
Dauer
Medien
1
Exercise Session 1
Dr.-Ing. Felix Kluge
2020-11-09
IdM-Anmeldung
01:26:19
Folien
captions
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2
Exercise Session 2
Dr.-Ing. Felix Kluge
2020-11-16
IdM-Anmeldung
01:09:57
Folien
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3
Exercise Session 3
Dr.-Ing. Felix Kluge
2020-11-23
IdM-Anmeldung
01:25:23
Folien
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4
Exercise Session 4
Dr.-Ing. Felix Kluge
2020-11-30
IdM-Anmeldung
01:29:42
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5
Exercise Session 5
Dr.-Ing. Felix Kluge
2020-12-07
IdM-Anmeldung
01:33:41
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6
Exercise Session 6
Dr.-Ing. Felix Kluge
2020-12-14
IdM-Anmeldung
01:27:09
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7
Exercise Session 7
Dr.-Ing. Felix Kluge
2020-12-21
IdM-Anmeldung
01:28:59
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8
Exercise Session 8
Dr.-Ing. Felix Kluge
2021-01-11
IdM-Anmeldung
01:12:08
Folien
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6 . Overview Videos
Folge
Titel
Lehrende(r)
Aktualisiert
Zugang
Dauer
Medien
1
Event Detection
Dr.-Ing. Felix Kluge
2021-02-08
IdM-Anmeldung
00:01:21
Folien
captions
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2
Matched Filter
Dr.-Ing. Felix Kluge
2021-02-08
IdM-Anmeldung
00:01:06
Folien
captions
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3
Waveform Analysis
Dr.-Ing. Felix Kluge
2021-02-08
IdM-Anmeldung
00:02:00
Folien
captions
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4
BioSig Pipeline
Dr.-Ing. Felix Kluge
2021-02-08
IdM-Anmeldung
00:02:07
Folien
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7 . Exercise sessions (2021)
Folge
Titel
Lehrende(r)
Aktualisiert
Zugang
Dauer
Medien
1
Exercise Session 1
Dr.-Ing. Felix Kluge
2021-10-28
IdM-Anmeldung
01:29:26
Folien
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2
Exercise Session 2
Dr.-Ing. Felix Kluge
2021-11-04
IdM-Anmeldung
01:13:10
Folien
captions
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3
Exercise Session 3
Dr.-Ing. Felix Kluge
2021-11-15
IdM-Anmeldung
01:00:17
Folien
captions
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4
Exercise Session 4
Dr.-Ing. Felix Kluge
2021-11-18
IdM-Anmeldung
01:19:02
Folien
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5
Exercise Session 5
Dr.-Ing. Felix Kluge
2021-11-25
IdM-Anmeldung
01:09:44
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6
Exercise Session 6
Dr.-Ing. Felix Kluge
2021-12-02
IdM-Anmeldung
01:28:43
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7
Exercise Session 7
Dr.-Ing. Felix Kluge
2021-12-09
IdM-Anmeldung
01:24:19
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8
Exercise Session 8
Dr.-Ing. Felix Kluge
2021-12-16
IdM-Anmeldung
01:07:36
Folien
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8 . Exam Question Session 2021/2022
Folge
Titel
Lehrende(r)
Aktualisiert
Zugang
Dauer
Medien
12
Exam Preparation
Prof. Dr. Björn Eskofier
2022-02-09
IdM-Anmeldung
01:26:46
Folien
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