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Course10810505930 lectures

Estimation of Signals and Systems

Prof. S. Mukhopadhyay · IIT Kharagpur

Start with lecture 1 At NPTEL

Lectures

Estimation of Signals and Systems

  1. Introduction Video
  2. Probability Theory Video
  3. Random Variables Video
  4. Function of Random Variable Joint Density Video
  5. Mean and Variance Video
  6. Random Vectors Random Processes Video
  7. Random Processes and Linear Systems Video
  8. Some Numerical Problems Video
  9. Miscellaneous Topics on Random Process Video
  10. Linear Signal Models Video
  11. Linear Mean Sq.Error Estimation Video
  12. Auto Correlation and Power Spectrum Estimation Video
  13. Z-Transform Revisited Eigen Vectors/Values Video
  14. The Concept of Innovation Video
  15. Last Squares Estimation Optimal IIR Filters Video
  16. Introduction to Adaptive Filters Video
  17. State Estimation Video
  18. Kalman Filter-Model and Derivation Video
  19. Kalman Filter-Derivation (Contd...) Video
  20. Estimator Properties Video
  21. The Time-Invariant Kalman Filter Video
  22. Kalman Filter-Case Study Video
  23. System identification Introductory Concepts Video
  24. Linear Regression-Recursive Least Squares Video
  25. Variants of LSE Video
  26. Least Square Estimation Video
  27. Model Order Selection Residual Tests Video
  28. Practical Issues in Identification Video
  29. Estimation Problems in Instrumentation and Control Video
  30. Conclusion Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Kharagpur
Department
Electrical Engineering
Teacher
Prof. S. Mukhopadhyay
Level
Undergraduate
Language
English
Subjects
Engineering
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.
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