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Digital system equation

2015-01-15 02:39  
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Back to DSP thread. Lets talk about digital system equation. Every digital system can be described using this equation.

The output of digital filter generally consist of previous inputs and previous outputs.

image002.gif

y(n-k) is considered as previous outputs;

x(n-p) – previous inputs;

akand b-p– coefficients;

This equation is convenient to define discrete system and extract various characteristics. Number N defines discrete filtertap (Tap– A FIR “tap” is simply a coefficient/delay pair).

Lets say we have digital filter made of one tap.

y(n)=a·y(n-1) b·x(n)

First we calculate filter response function – h(n):

Response function is calculated from system reaction to discrete impulse ′(n). So assume that x(n)= ′(n) and y(n)=h(n). Initial conditions: y(-1)=h(-1)=0.

Then:

h(n)=0 when n<0;

h(0)=a·h(-1) b·′(n)=b;

h(1)=a·h(0) b·′(1)=ab;

…….

h(n)= banwhere n>0

Lets say we have a=0.7; b=1;

Then we get discrete system characteristics:

discrete system characteristics

This equation in example describes IIR (Infinite Impulse Response) discrete systems, because there is a feedback element a·y(n-1).

There is another type of discrete filter – FIR (Finite Impulse Response)

Finite response filter equation is much simpler:

image006.gif

As you may noticed from equation – IIR filter have infinite number of response impulses while FIR filter have a finite number of impulses. IIR and FIR systems are different in their properties and realizations.


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