Syllabus
Unit 1
Random Processes– Signal correlation, power spectra, multivariate analysis and large sample theory; Bayesian, Neyman Pearson (NP) min-max detector– analysis of digital communication systems (matched filter receivers, probabilities of error in digital modulations); Detection of signals with unknown parameters– GLRT and Bayesian approach- applications in wireless communications (synchronization, noncoherent receivers, detection in presence of interference or jammers);
Unit 2
Theory of distributed detection with applications in cognitive radio; Distributed signal processing in wireless communications; Estimation of unknown deterministic parameters, estimation of random parameters, Weiner filtering with applications in wireless communications (MMSE receiver structure, channel equalization, synchronization, diversity receiver in MIMO);
Unit 3
Spectral estimation methods with applications in cognitive radio; Monte Carlo simulation– Importance sampling, M-H sampling, Gibbs sampling, Fast variational Bayesian methods; Iterative receivers– algorithms and structures; Multi User Detection– Random access communications, interference suppression in CDMA.
Objectives and Outcomes
Pre Requisite(s): Communication Theory
Course Objectives
- To provide foundation in estimation and detection theory in communication receiver.
- To provide an insight on adaptive signal processing methods in wireless receivers.
- To provide an introduction to various simulation techniques for wireless communication systems.
Course Outcomes
- CO1: Able to understand estimation and detection theory in communication receiver.
- CO2: Able to understand adaptive signal processing methods in wireless receivers
- CO3: Able to understand signal processing aspects of diversity schemes
- CO4: Able to understand structures and algorithm for iterative receivers
CO – PO Mapping
PO/PSO |
PO1 |
PO2 |
PO3 |
PO4 |
PO5 |
PO6 |
PO7 |
PO8 |
PO9 |
PO10 |
PO11 |
PO12 |
PSO1 |
PSO2 |
CO |
CO1 |
3 |
2 |
– |
– |
– |
– |
– |
– |
– |
– |
– |
– |
3 |
1 |
CO2 |
3 |
2 |
– |
– |
– |
– |
– |
– |
– |
– |
– |
– |
3 |
1 |
CO3 |
3 |
2 |
– |
– |
– |
– |
– |
– |
– |
– |
– |
– |
3 |
1 |
CO4 |
3 |
2 |
– |
– |
– |
– |
– |
– |
– |
– |
– |
– |
3 |
1 |