Biomedical Signal Processing

TABLE OF CONTENT

Unit-I

1. Introduction to Biomedical Signals:
2. Tasks in Biomedical Signal Processing, Computer-Aided Diagnosis,
3. Examples  of  Biomedical  signals:  ECG,  EEG,  EMG, etc.,
4. Review  of  linear  systems,
5. Fourier Transform and Time-Frequency Analysis (Wavelet) of biomedical signals,
6. Processing of
7. Random & Stochastic signals, spectral estimation.

Unit-II

1. Cardio-logical Signal Processing:
2. Pre-processing,
3. QRS Detection Methods,
4. Rhythm  analysis,
5. Arrhythmia Detection Algorithms,
6. Automated ECG Analysis, 
7. ECG  Pattern  Recognition,
8. Heart rate variability analysis.

Unit-III

1. Adaptive Noise Canceling:
2. Principles of Adaptive Noise Canceling,
3. Adaptive Noise  Canceling
4. with the LMS adaptation,
5. Algorithm,
6. Noise Canceling Method to Enhance ECG Monitoring,
7. Fetal ECG Monitoring.

Unit-IV

1. Neurological  Signal  Processing:
2. Modeling  of  EEG  Signals,
3. Detection  of  spikes  and  spindles,
4. Detection of Alpha, Beta and Gamma Waves,
5. Auto-Regressive (A.R.) modeling of seizure EEG,
6. Sleep Stage analysis,
7. Inverse Filtering. 

Unit-V

1. Properties and effects of noise in biomedical instruments;
2. Filtering in biomedical instruments;
3. Least squares and polynomial modeling;

Reference Books

1.  Biomedical Signal Processing: Principles and techniques, D.C.Reddy,   Tata McGraw Hill, New Delhi, 2005. 

2.  Biomedical Signal Processing, Willis J Tompkins, Prentice Hall, 1993 

3.  Biomedical Signal Analysis, R. Rangayan,  Wiley, 2002. 

4.  Biomedical Signal Processing & Signal Modeling, Eugene N. Bruce, Wiley, 2001. 

5.  Biomedical  Signal  and  Image  Processing,  K.  Najarian  and  R.  Splinter,  The  CRC  Press, Second Edition.

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