Rayleigh and Rician Fading - University of New...
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Rayleigh and Rician Fading
Consider two independent normal random variables X ∼ N(m1, σ2) and
Y ∼ N(m2, σ2). Let us define a complex Gaussian random variable Z via :
Z = X + jY . The envelope and phase of the random variable Z are definedas:
R =√
X2 + Y 2 , Θ = tan−1(
Y
X
)
.
The unique solution of these equations for X and Y in terms of R and Θare given by the polar coordinate representation:
X = R cosΘ , Y = R sinΘ.
The Jacobian for the area transformation is given by:
dxdy = rdrdθ ⇐⇒∣
∣
∣
∣
J
(
r, θ
x, y
)∣
∣
∣
∣
=1
r.
Using the Jacobian method for the joint distribution of R and θ we obtain:
fR,Θ(r, θ) =r
2πσ2exp
(
−r2 + s2
2σ2
)
exp
(
−rm1 cos θ +m2 sin θ
σ2
)
u(r), θ ∈ [−π, π].
Io(x) is the modified zero-th order Bessel function of the first kind definedby
Io(x) =1
2π
∫
2π
0
e−x cos θdθ.
The parameter s is the non-centrality parameter of the faded envelope andis defined as:
s =√
m21+m2
2.
The Rice factor K of the faded envelope is a measure of the power in thefaded envelope that has been produced by the means of X and Y and isdefined as :
K =m21 +m22
2σ2=
s2
2σ2.
Upon integrating this expression over θ ∈ [−π, π] from fR,Θ(r, θ), weobtain the marginal distribution over the envelope:
fR(r) =r
σ2exp
(
−r2 + s2
2σ2
)
Io
(
rs
σ2
)
u(r).
In general the marginal distribution for the phase is dependent on θ and isobtained by integrating out R from the joint distribution:
fΘ(θ) =1
2πexp
(
−s2
2σ2
)
+m̃
2πσexp
(
m̃2 − s2
2σ2
)
Q
(
−m̃
σ
)
, θ ∈ [−π, π]
where the parameter m̃ is defined as :
m̃ = m1cosθ +m2sinθ =√
m21+m2
2cos
(
θ + cos−1(
m1
m2
))
,
and Q(x) denotes the normalized Gaussian tail probability function definedvia:
Q(x) =1√2π
∫ ∞
xexp
(
−y2
2
)
dy.
When K = 0, the marginal for the phase is :
fΘ(θ) =
{
1
2πθ ∈ [−π, π]
0 otherwise.
In other words the phase of the random variable Z is uniformly distributed,i.e., Θ ∼ U([−π, π]) when the rice factor of the envelope is K = 0.
For the specific case when the K = 0, the Rician faded envelope reducesdown to the Rayleigh faded envelope:
fR(r) =r
σ2exp
(
−r2
2σ2
)
u(r)