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DSP-CIS Chapter-8: Introduction to Optimal & Adaptive Filters

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Presentation on theme: "DSP-CIS Chapter-8: Introduction to Optimal & Adaptive Filters"— Presentation transcript:

1 DSP-CIS Chapter-8: Introduction to Optimal & Adaptive Filters
Marc Moonen Dept. E.E./ESAT, KU Leuven

2 Optimal & Adaptive Filters
Introduction Optimal & Adaptive Filters Applications Optimal/Wiener Filters and least squares estimation Recursive Least Squares (RLS) Estimation Least Means Squares (LMS) Algorithm Other…

3 Optimal & Adaptive Filters - Intro

4 Optimal & Adaptive Filters - Intro

5 Optimal & Adaptive Filters - Intro

6 Optimal & Adaptive Filters - Intro

7 Optimal & Adaptive Filters - Intro

8 Optimal & Adaptive Filters - Intro

9 Optimal & Adaptive Filters - Intro
echo path near-end signal near-end signal + echo

10 Optimal & Adaptive Filters - Intro

11 Optimal & Adaptive Filters - Intro

12 Optimal & Adaptive Filters - Intro

13 Optimal & Adaptive Filters - Intro
noise signal + noise

14 Optimal & Adaptive Filters - Intro

15 Optimal & Adaptive Filters - Intro

16 Optimal & Adaptive Filters - Intro

17 Optimal & Adaptive Filters - Intro

18 Optimal & Adaptive Filters - Intro

19 Optimal & Adaptive Filters - Intro

20 Optimal & Adaptive Filters - Intro

21 Optimal & Adaptive Filters - Intro

22 Optimal & Adaptive Filters - Intro

23 Least Squares & RLS Estimation
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24 Least Squares & RLS Estimation
2 3

25 Least Squares & RLS Estimation
2 3

26 Least Squares & RLS Estimation
2 3

27 Least Squares & RLS Estimation
3

28 Least Squares & RLS Estimation
3

29 Least Squares & RLS Estimation
3

30 Least Squares & RLS Estimation
3

31 Least Squares & RLS Estimation
3

32 4. Least Mean Squares (LMS) Algorithm
Bernard Widrow

33 Least Mean Squares (LMS) Algorithm
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34 Least Mean Squares (LMS) Algorithm
4 (Widrow 1965 !!)

35 Least Mean Squares (LMS) Algorithm
4

36 Least Mean Squares (LMS) Algorithm
4

37 Least Mean Squares (LMS) Algorithm
4

38 Least Mean Squares (LMS) Algorithm
4

39 5. Other…: Square-root RLS Algorithms

40 5. Other… : Fast RLS Algorithms


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