The Lattice structure:
In order to introduce Lattice structure consider all the pole IIR filter (b1 through bM are zero)
We shall take a0 = 1 and b0 = 1 such that
We shall write subscript k on coefficients a as an index within the parentheses: therefore ak becomes a(k); further we shall also incorporate order N of the filter as a subscript on coefficients a: hence for an Nth
order filter we shall have set of the coefficients aN(k), with k = 1 to
N. With the notational refinement system function goes through the following steps
here AN(z) denotes denominator polynomial.
By using the above notation we shall consider implementation of the first order filter, that is N = 1. Then we have
Note that we have awarded a subscript to the system function H, i.e., H(z) is written H1(z) just to remind ourselves that we are dealing only with a first order system. The difference
equation can be written down as
This difference equation can be implemented by following structure (which is visually verified). Concerning the labelling of diagram note that a1(1) is not signal but a multiplier which multiplies the signal coming out of delay element and before it reaches the adder (we have earlier used a triangular symbol for multiplier).
An embellished version of above structure is shown below and is used as a building block in lattice structure. This being a 1st order filters the relationship in between the direct form coefficient a1(1) and the lattice coefficient K1 is obvious, that is, a2(1) = K1. The implementation equations, in terms of lattice coefficient, are
At this point need for the additional symbols f(.) and g(.) and equation for g1(n) is not obvious, but they become useful as we increase the order of the filter and the relationship between the coefficients of the 2 structures becomes involved.
Consider the 2nd order (all-pole) filter (N = 2) whose transfer function is
The corresponding lattice structure can be obtained by adding a 2nd stage at the left end of the earlier first order structure:
We can write the equation for y(n) in the terms of the lattice coefficients K1 and K2 and the signal values x(n), y(n-1) and y(n-2):
By comparing this equation with direct form equation for y(n) given above we have relationship in between the direct form and lattice coefficients
We have thrown in a freebie in the form of a2(0) = 1 for future (in fact it corresponds to the leading term in denominator polynomial, A2(z)).
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