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462<br />

Random Processes and Spectral Analysis Chap. 6<br />

Furthermore, x and y are independent, because they are uncorrelated Gaussian random variables<br />

[since the PSD of v(t) is symmetrical about f =;f c ]. Therefore, the joint PDF of x and y is<br />

1 +y<br />

f xy (x, y) =<br />

2 )/(2s 2 )<br />

(6–148)<br />

2ps 2 e-(x2<br />

The joint PDF for R and u is obtained by the two-dimensional transformation of x and y into<br />

R and u.<br />

f xy (x, y)<br />

f Ru (R,u) =<br />

ƒ J[(R, u)>(x, y)] ƒ<br />

2<br />

x = R cos u<br />

y = R sin u<br />

(x, y)<br />

= f xy (x, y) 2 Ja<br />

(R, u) b 22x = R cos u<br />

y = R sin u<br />

(6–149)<br />

We will work with J[(x, y)/(R, u)] instead of J[(R, u)/(x, y)], because in this problem the partial<br />

derivatives in the former are easier to evaluate than those in the latter. We have<br />

0x<br />

(x, y)<br />

Ja<br />

(R, u) b = Det ≥ 0R<br />

0y<br />

0x<br />

0u<br />

¥<br />

0y<br />

where x and y are related to R and u as shown in Fig. 6–13. Of course, R Ú 0, and u falls in the<br />

interval (0, 2p), so that<br />

(x, y)<br />

u<br />

Ja b = Det ccos - R sin u<br />

(R, u) sin u R cos u d<br />

0R<br />

0u<br />

= R[ cos 2 u + sin 2 u] = R<br />

(6–150)<br />

Substituting Eqs. (6–148) and (6–150) into Eq. (6–149), the joint PDF of R and u is<br />

The PDF for the envelope is obtained by calculating the marginal PDF:<br />

q<br />

2p<br />

R<br />

f R (R) = f R (R, u) du =<br />

L -q<br />

L 0 2ps 2 e-R/(2s2) du, R Ú 0<br />

or<br />

R /2s 2<br />

f R u (R, u) = 2ps 2 e-R2 , R Ú 0 and 0 … u … 2p<br />

L<br />

0, R and u otherwise<br />

(6–151)<br />

R /( 2s 2)<br />

f R (R) = s 2 e-R2 , R Ú 0<br />

(6–152)<br />

L<br />

0, R otherwise<br />

This is called a Rayleigh PDF. Similarly, the PDF of u is obtained by integrating out R in<br />

the joint PDF:<br />

1<br />

f u (u) = 2p , 0 … u … 2p<br />

(6–153)<br />

L<br />

0, otherwise

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