Detection and Estimation Theory Detailed Syllabus for Digital Electronics and Communication Engineering/ Digital Electronics and Communication Systems 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 Detection and Estimation Theory M.Tech 2017-2018 (R17) first year second sem is as follows.
M.Tech. I Year II Sem.
UNIT – I : Random Processes: Discrete Linear Models, Markov Sequences and Processes, Point Processes, and Gaussian Processes.
UNIT – II : Detection Theory: Basic Detection Problem, Maximum A posteriori Decision Rule, Minimum Probability of Error Classifier, Bayes Decision Rule, Multiple-Class Problem (Bayes)- minimum probability error with and without equal a priori probabilities, Neyman-Pearson Classifier, General Calculation of Probability of Error, General Gaussian Problem, Composite Hypotheses.
UNIT – III : Linear Minimum Mean-Square Error Filtering: Linear Minimum Mean Squared Error Estimators, Nonlinear Minimum Mean Squared Error Estimators. Innovations, Digital Wiener Filters with Stored Data, Real-time Digital Wiener Filters, Kalman Filters.
UNIT – IV : Statistics: Measurements, Nonparametric Estimators of Probability Distribution and Density Functions, Point Estimators of Parameters, Measures of the Quality of Estimators, Introduction to Interval Estimates, Distribution of Estimators, Tests of Hypotheses, Simple Linear Regression, Multiple Linear Regression.
UNIT – V : Estimating the Parameters of Random Processes from Data: Tests for Stationarity and Ergodicity, Model-free Estimation, Model-based Estimation of Autocorrelation Functions, Power Special Density Functions.
TEXT BOOKS:
- K. Sam Shanmugan & A.M. Breipohl, “Random Signals: Detection, Estimation and Data Analysis”, Wiley India Pvt. Ltd, 2011.
- Lonnie C. Ludeman, “Random Processes: Filtering, Estimation and Detection”, Wiley India Pvt. Ltd., 2010.
REFERENCE BOOKS:
- Steven. M.Kay, “Fundamentals of Statistical Signal Processing: Volume I Estimation Theory”, Prentice Hall, USA, 1998.
- Steven. M.Kay, “Fundamentals of Statistical Signal Processing: Volume I Detection Theory”, Prentice Hall, USA, 1998.
- Srinath, Rajasekaran, Viswanathan, “Introduction to Statistical Signal Processing with Applications”, 2003, PHI.
- Louis L. Scharf, “Statistical Signal Processing: Detection, Estimation and Time Series Analysis”, 1991, Addison Wesley.
- Harry L. Van Trees, “Detection, Estimation and Modulation Theory: Part – I”, 2001, John Wiley & Sons, USA.
- Mischa Schwartz, Leonard Shaw, “Signal Processing: Discrete Spectral Analysis – Detection & Estimation”, 1975, McGraw Hill.
For all other M.Tech 1st Year 2nd Sem syllabus go to JNTUH M.Tech Digital Electronics and Communication Engineering/ Digital Electronics and Communication Systems 1st Year 2nd Sem Course Structure for (R17) 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.
Do share with friends and in case of questions please feel free drop a comment.