SYSTEM FUNCTIONS FOR SYSTEMS CHARACTERIZED BY LINEAR CONSTANT COEFFICIENT DIFFERENCE EQUATIONS





DIAGRAM UNITS: 3 BASICS

where z-1 represents the transfer function of a unit delay:

y(n) = x(n-1);------> h(n) = d(n-1); ----->H(z) = z-1

so:






One implementation for: y(n) = x(n) + a y(n-1)




y(n) = 3 x(n) - 4 x(n-1) + 5x(n-2) + 2 y(n-1) - 6 y(n-2)





Z TRANSFORMS OF DIFFERENCE EQUATIONS







EXAMPLE

y(n) - .5 y(n-1) = x(n) or y(n) = x(n) + .5 y(n-1)

Y(z) -.5 z-1 Y(z) = X(z)

Y(z)(1 -.5 z-1) = X(z)


which tells us that: h(n) = .5n u(n) for a right sided sequence.

NICE FEATURE OF DIFFERENCE EQUATIONS -- WE CAN ALWAYS GET ANSWERS BY HAND:

x(n) = d(n)
y(-2) = x(-2) +.5 y(-3) = 0 + 0 = 0
y(-1) = x(-1) +.5 y(-2) = 0 + 0= 0
y(0) = x(0) +.5 y(-1) = 1 + 0= 1
y(1) = x(1) +.5 y(0) = 0 + .5 (1)= .5
y(2) = x(2) +.5 y(1) = 0 + .5 (.5)= (.5)2
y(3) = x(3) +.5 y(2) = 0 + .5 (.5)2 = (.5)3
y(4) = x(4) +.5 y(-3) = 0 + .5 (.5)3 = (.5)4

.....

y(n) = (.5)n u(n)


THIS IS AN INFINITE IMPULSE RESPONSE (IIR) OR RECURSIVE SYSTEM. OCCURS WHEN THE SYSTEM HAS A NON-ZERO POLE

CONTRAST TO FINITE IMPULSE RESPONSE (FIR) OR NONRECURSIVE SYSTEM: OCCURS WHEN SYSTEM HAS NO NON-ZERO POLES





y(n) = x(n) + 3x(n-2); x(n) = d(n) -----> h(n)
y(-2) = x(-2) + 3x(-4) = 0 + 0 = 0
y(-1) = x(-1) + 3x (-3) = 0 + 0= 0
y(0) = x(0) + 3x(-2) = 1 + 0 = 1
y(1) = x(1) + 3x(-1) = 0 + 0= 0
y(2)= x(2) + 3x(0) = 0 + 0= 0
y(3)= x(3) + 3x(1) = 0 + 0= 0
y(4)= x(4) + 3x(2) = 0 + 0= 0

h(n) = d(n) + 3d(n-2)

LOOK AT x(n) = u(n):
y(-2) = x(-2) + 3x(-4) = 0 + 0 = 0
y(-1) = x(-1) + 3x (-3) = 0 + 0= 0
y(0) = x(0) + 3x(-2) = 1 + 0= 1
y(1) = x(1) + 3x(-1) = 1 + 0= 1
y(2) = x(2) + 3x(0) = 1 + 3= 4
y(3) = x(3) + 3x(1) = 1 + 3= 4
y(4)=x(4) + 3x(2) = 1 + 3= 4

GEOMETRIC INTERPRETATION







Each: z-zm = Bm exp(j qm) and each z-pk = Akexp(j fk)







GRAPHING TECHNIQUE













MULTIPLE POLES AND ZEROS

If H(z) is a rational system with real coefficients, then, by polynomial theory, if we have a zero or pole that has a complex component, then the complex conjugate of must also be zero or a pole, e.g.

Assume that: pk = r ejf

Then: 1-pk z-1= 1 - r ejf z-1 and 1-pk* z-1= 1 - r e-jf z-1

or



The difference equation that implements this set of poles is:

y(n) = x(n) + 2r cosø y(n-1) - r2 y(n-2)

and the impulse response is:




| H(ejw)| = q1 + q2 - Ø1 - Ø2 = w + w - Ø1 - Ø2






A TRICK FOR CLOSED FORM/GRAPHING

eja - e jb = ej(a+b)/2 (ej(a-b)/2 - e-j(a-b)/2)

= ej(a+b)/2 2j sin ( (a-b)/2)



ANOTHER LOOK AT MOVING AVERAGE:



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