Advanced Digital Signal Processing Syllabus for B.Tech 8th 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 Digital Signal Processing B.Tech (R13) eighthsem is as follows
OBJECTIVES:
- To bring out the concepts related to stationary and non-stationary random signals
- To emphasize the importance of true estimation of power spectral density
- To introduce the design of linear and adaptive systems for filtering and linear prediction
- To introduce the concept of wavelet transforms in the context of image processing
UNIT I : DISCRETE-TIME RANDOM SIGNALS [9 hours]
Discrete random process – Ensemble averages, Stationary and ergodic processes, Autocorrelation and Autocovariance properties and matrices, White noise, Power Spectral Density, Spectral Factorization, Innovations Representation and Process, Filtering random processes, ARMA, AR and MA processes.
UNIT II : SPECTRUM ESTIMATION [9 hours]
Bias and Consistency, Periodogram, Modified periodogram, Blackman-Tukey method, Welch method, Parametric methods of spectral estimation, Levinson-Durbin recursion
UNIT III : LINEAR ESTIMATION AND PREDICTION [9 hours]
Forward and Backward linear prediction, Filtering – FIR Wiener filter- Filtering and linear prediction, non-causal and causal IIR Wiener filters, Discrete Kalman filter.
TOTAL: 45 PERIODS
OUTCOMES: Upon completion of the course, students will be able to:
- Explain the parametric methods for power spectrum estimation.
- Discuss adaptive filtering techniques using LMS algorithm and the applications of adaptive filtering.
- Analyze the wavelet transforms.
TEXTBOOKS:
- Monson H, Hayes, “Statistical Digital Signal Processing and Modeling”, John Wiley and Sons Inc., New York, Indian Reprint, 2007.
- John G.Proakis, Dimitris G. Manolakis, “Digital Signal Processing”, Pearson, Fourth 2007.
- Dwight F. Mix, “Random Signal Processing”, Prentice Hall, 1995.
REFERENCE:
- Sophocles J. Orfanidis, “Optimum Signal Processing, An Introduction”, Mc Graw Hill, 1990.
For all other B.Tech IC 8th sem syllabus go to Anna University B.Tech INSTRUMENTATION AND CONTROL ENGINEERING (IC) 8th Sem Course Structure for (R13) Batch. All details and yearly new syllabus will be updated here time to time. Subscribe, like us on facebook and follow us on google plus for all updates.
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