BME 366: Biosignal Processing and Analysis

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Course Materials

Week 1

Intro to Biosignals

Lecture 1: Slides

Introduction to Biomedical Signals.

Reading: Chapters 1-2

Rangayyan, R. M. (2015). Biomedical signal analysis: A case-study approach (2nd ed.).
Week 2

Sampling and Quantization

Lecture 2: Slides

Sampling and Quantization.

Reading: Chapters 1-2

Rangayyan, R. M. (2015). Biomedical signal analysis: A case-study approach (2nd ed.) | Palaniappan, R. (2011). Biological signal analysis..
Week 3

Time Domain Signal Analysis

Lecture 3: Slides

Time Domain Signal Analysis.

Reading: Chapters 1-3

Rangayyan, R. M. (2015). Biomedical signal analysis: A case-study approach (2nd ed.) | Palaniappan, R. (2011). Biological signal analysis..
Week 4

Fourier Domain Analysis

Lecture 4: Slides

Fourier Domain Analysis.

Reading: Chapters 1-3

Rangayyan, R. M. (2015). Biomedical signal analysis: A case-study approach (2nd ed.) | Palaniappan, R. (2011). Biological signal analysis..
Week 5

Digital Filter Design

Lecture 5: Slides

Digital Filter Design.

Reading: Chapter 4

Rangayyan, R. M. (2015). Biomedical signal analysis: A case-study approach (2nd ed.) | Palaniappan, R. (2011). Biological signal analysis..
Week 6

Adaptive Filtering

Lecture 6: Slides

Adaptive Filtering.

Reading: Chapter 5

Rangayyan, R. M. (2015). Biomedical signal analysis: A case-study approach (2nd ed.) | Palaniappan, R. (2011). Biological signal analysis..
Week 7

ECG Pipeline: QRS Detection & HRV Domains

Lecture 7: Slides

ECG Pipeline: QRS Detection & HRV Domains.

Reading: Chapter 6

Rangayyan, R. M. (2015). Biomedical signal analysis: A case-study approach (2nd ed.) | Palaniappan, R. (2011). Biological signal analysis..
Week 8

EMG Analysis

Lecture 8: Slides

EMG Analysis.

Reading: Chapter 7

Rangayyan, R. M. (2015). Biomedical signal analysis: A case-study approach (2nd ed.) | Palaniappan, R. (2011). Biological signal analysis..
Week 9

Time–Frequency Transforms: STFT vs Wavelets

Lecture 9: Slides

Time–Frequency Transforms: STFT vs Wavelets.

Reading: Chapter 8

Rangayyan, R. M. (2015). Biomedical signal analysis: A case-study approach (2nd ed.) | Palaniappan, R. (2011). Biological signal analysis..
Week 10

ML for Biosignals: Features, PCA & Classifiers

Lecture 10: Slides

ML for Biosignals: Features, PCA & Classifiers.

Reading: Chapter 9

Rangayyan, R. M. (2015). Biomedical signal analysis: A case-study approach (2nd ed.) | Palaniappan, R. (2011). Biological signal analysis..