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Adaptive Filters
book

Adaptive Filters

by Ali H. Sayed
April 2008
Intermediate
832 pages
26h 2m
English
Wiley-IEEE Press
Content preview from Adaptive Filters

CHAPTER 41 Lattice Filter Algorithms

Figure 41.1 illustrates how the error variables {rM (i) , bM (i), fM(i)} are related in terms of the reflection coefficients c62_img01.jpg , as was described in Chapter 40. It should be noted that the recursions listed in Table 40.1 help characterize almost fully the operation of the structure shown in the figure. The only missing piece of information is to know how to update the error sequence c62_img02.jpg This fact is indicated schematically in Fig. 41.1 by the boxes with question marks. It is the update of these variables that is determined by data structure, and figuring out their update is the key to achieving an efficient algorithm; by efficient we mean O(M) operations per iteration for a filter of order M.

c62_img03.jpg

FIGURE 41.1 Relations among the residuals {rM(i), fM(i), bM(i)}. The boxes with question marks indicate that we still need to develop a relation between c62_img04.jpg This relation turns out to be a function of data structure. For example, if the regressors have shift structure, then the question marks will be replaced by pure delays, z−1. Other data structures would lead ...

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Publisher Resources

ISBN: 9780470253885