Advanced Biomedical Signal Processing Detailed Syllabus for Biomedical Signal Processing and Instrumentation M.Tech first year second sem is covered here. This gives the details about credits, number of hours and other details along with reference books for the course.
The detailed syllabus for Advanced Biomedical Signal Processing M.Tech 2017-2018 (R17) first year second sem is as follows.
M.Tech. I Year II Sem.
UNIT – I : Fundamentals of Discrete-Time signals and systems: Concepts of system, signal. Sampling Process. Impulse Response. Z-Transform, Discrete Transfer function, Discrete Fourier Transform (DFT), Fast Fourier Transform (FFT). Medical Applications
UNIT – II : The Electroencephalogram (EEG): Applications, Signal Processing, Modeling and Artifacts. Nonparametric and Model-based spectral analysis, EEG segmentation, Joint Time-Frequency Analysis. Evoked Potential Modalities, Noise Characteristics, Noise reduction by Ensemble Averaging and Linear Filtering, Single-Trail Analysis and adaptive Analysis Using Basis Functions
UNIT – III : Wavelets: Continuous Wavelet Transform. Discrete wavelet transform. Reconstruction. Recursive multi resolution decomposition. Types of wavelets-Haar wavelet, Daubechies wavelet, Biorthogonal wavelet. Coislet wavelet, Morlet wavelet, Mexican Hat wavelet, Symlet wavelet. Medical applications
UNIT – IV : Electromyogram (EMG): The electrical Activity of Muscles, Amplitude Estimation in the surface EMG, Spectral Analysis of the surface EMG, Conduction velocity Estimation, Modeling the EMG, EMG Signal Decomposition
UNIT – V : Electrocardiogram(ECG): Heart Rhythms, Heart beat Morphologies, Noise and Artifacts, Baseline Wander, Power line interference, Muscle Noise Filtering, QRS Detection, Wave Delineation, Data Compression, Heart Rate Variability, Acquisition and RR Interval conditioning, Spectral Analysis of Heart Rate Variability.
TEXT BOOKS:
- Leif Sornmo and Pablo Laguna, ”Bioelectrical Signal Processing in Cardiac and Neurological Applications”, Academic Press, 2005
- Willis J. Tompkins, “Biomedical Digital Signal Processing”, Prentice-Hall, 1993.
REFERENCE BOOKS:
- Rangaraj M. Rangayyan, Akay Metin(Editor), ”Biomedical Signal Analysis: A Case Study Approach”, Wiley Interscience, 2001.
- Roberto Cristi, “Modern Digital Signal Processing”, 2004, Cengage Learning.
- James V. Stone, “Independent Component Analysis: A Tutorial Introduction”, MIT Press,2004
For all other M.Tech 1st Year 2nd Sem syllabus go to JNTUH M.Tech Biomedical Signal Processing and Instrumentation 1st Year 2nd Sem Course Structure for (R17) Batch.
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