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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