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BME 507 - Biomedical Signal Processing |
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Indicative contents
- Introduction to computers in medicine (10%).
Characteristics of medical data, Evolution of microprocessor-based
system, microcomputer based medical systems, Electrocardiography
system (as an example)
- Signal Conversion (10%)
Sampling basics, conversion requirements for biomedical signals,
signal conversion circuits
- Time and frequency domain techniques (10%):
The fourier transform, correlation, Convolution, power spectrum
estimation, frequency domain analysis of ECG
- Basics of Digital filtering (10%):
The z-transform, elements of digital filter, types of digital
filter, transfer functions of digital filters, z-plane pole-zero
pot.
- FIR filter (10%):
Characteristics of FIR filter, smoothing filter, notch filter,
window design, frequency sampling, minmax design, FIR filter design
- IIR filter (10%)
Equations of IIR filter, simple one-pole example, integrators,
design methods for 2-pole filter, IIR filter for ECG analysis
- Adaptive Filter (10%)
Principle noise canceller model, 60-Hz noise cancelling using a sine
wave model, applications of adaptive filter, 50 Hz adaptive filter
- Signal Averaging (10%)
Basics of signal averaging, Signal averaging as digital filter, a
typical averager, software for signal averaging, limitations of
signal averaging,
- Data Reduction Techniques (10%)
Tuning point algorithm, AZTEC algorithm, Fan algorithm, Huffman
coding,
Case Study: Complete ECG system
Recommended reading
-
Books
- Willis J Tompkins; Biomedical Digital Signal Processing;
PHI, 2001.
- Emmanuel C Ifeachar & Barrie W Jervis, Digital Signal
Processing-A practical approach, Pearson education, 2002.
- Sanjit K Mitra, Digital Signal Processing- A computer based
approach, Tata McGraw-Hill edition, 2001.
- John G. Proakis & Dimitris G. Manolakis , Digital Signal
Processing: Principles, Algorithms and Applications, 3rd ed.
Prentice Hall, 1996.
- Alan Oppenhein & Ronald Schafer, Discrete-Time Signal
Processing, 2nd ed.
- Prentice Hall, 1999.
- Hanselman & Littlefield, Mastering MATLAB 6, Prentice-Hall,
2001.
- Journals
- Digital Signal Processing: A review Journal
- Magazines
- IEEE Signal Processing
- Internet Sites
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http://www.ece.cmu.edu/~rms
- www.ti.com
- http://www.eg3.com/dsp
- http://www.cl.cam.ac.uk
- Laboratory:
- Hardware : PC with MATLAB tool
- Software : MATLAB 7
- Software Manuals : MATLAB User Manual
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