Course11710507541 lectures
Adaptive Signal Processing
Prof. Mrityunjoy Chakraborty · IIT Kharagpur
Lectures
Adaptive Signal Processing
- Introduction to Adaptive Filters
- Introduction to Stochastic Processes
- Stochastic Processes
- Correlation Structure
- FIR Wiener Filter (Real)
- Steepest Descent Technique
- LMS Algorithm
- Convergence Analysis
- Convergence Analysis (Mean Square)
- Convergence Analysis (Mean Square)
- Misadjustment and Excess MSE
- Misadjustment and Excess MSE
- Sign LMS Algorithm
- Block LMS Algorithm
- Fast Implementation of Block LMS Algorithm
- Fast Implementation of Block LMS Algorithm
- Vector Space Treatment to Random Variables
- Vector Space Treatment to Random Variables
- Orthogonalization and Orthogonal Projection
- Orthogonal Decomposition of Signal Subspaces
- Introduction to Linear Prediction
- Lattice Filter
- Lattice Recursions
- Lattice as Optimal Filter
- Linear Prediction and Autoregressive Modeling
- Gradient Adaptive Lattice
- Gradient Adaptive Lattice
- Introduction to Recursive Least Squares
- RLS Approach to Adaptive Filters
- RLS Adaptive Lattice
- RLS Lattice Recursions
- RLS Lattice Recursions
- RLS Lattice Algorithm
- RLS Using QR Decomposition
- Givens Rotation
- Givens Rotation and QR Decomposition
- Systolic Implementation
- Systolic Implementation
- Singular Value Decomposition
- Singular Value Decomposition
- Singular Value Decomposition
Syllabus and materials
At NPTEL, as the course publishes them.
Credits and licence
- Institution
- IIT Kharagpur
- Department
- Electronics & Communication Engineering
- Teacher
- Prof. Mrityunjoy Chakraborty
- Level
- Undergraduate
- Language
- English
- Subjects
- Engineering, Society and politics
- Source
- NPTEL
- Licence
- CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
- Attribution
- NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge.
- Who can watch
- NPTEL gives no rating. Invisible Network shows it to Teens profiles and older, judged from what the source says about it. How courses are placed
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