Diversity and Collaboration? Diversity Pathfinders Evaluation: Final Report
Diversity & Equalizer
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Diversity & EqualizerDiversity & Equalizer
Ref.: S. Saunders, Antennas & Propagation, ch.15-16.
R. B. Wu
Diversity Channel Model� In N independently fading channels, if outrage probability
is p then probability of losing communications is pN. For example, p=10%, N=3, then pN =0.1%.
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R. B. Wu
� Two criteria� Fading in individual branches has low cross-correlation.� Mean power available from each branch is almost equal.
� Correlation coefficients between two branches
� Mean power in channel i
� Design for good diversity: to obtain channels with low correlation coefficients and high mean power.
Criteria for Useful Branches
( )( )[ ]21
*2211
12 σσµαµαρ −−= E
[ ]2
2i
iE
Pα
=
R. B. Wu
Space Diversity
( )
∫
∑∑
=
=
=
=
=
=
−=
π
θ
φ
θθθρ
α
α
θφ
2
012
12
11
)sinexp()()(
scatterers eduncorrelat Assuming
,scatterers of presenceIn sinexp
antennasbetween difference phase
djkdpd
er
r
jkd
s i
s
n
ij
i
n
i i
Environments with significant scatterers widely spread around the antenna will result in good space diversity.
3
R. B. Wu
Mobile Station Space Diversity
=
λπρ
θdJd
p2)(
)( ddistribute uniform Assuming
012
A reasonable d for horizontal antenna spacing is ~0.5λ. Due to correlation & mutual coupling, it can even be ~0.1λ.
For vertical separation, wave spreads in small extent. The spacing should be larger than the horizontal separation.
d/λ
R. B. Wu
Base Station Space Diversity� Spacings required are much greater than mobile case,
particularly when mobile is not from broadside direction.� Horizontal space diversity is commonly applied, while
vertical spacing is rarely used.
−
⋅
= θ
λπθ
λπρ 2
2
0012 sin431cos2)(
rrdJ
rrdJd ss
4
R. B. Wu
Polarization Diversity� Reflection & diffraction are polarization sensitive.
� Two polarizations are uncorrelated, but cross-polarized component has considerably lower power than the co-polar.
� Cross-polar ratio Γ=E[|Ev|2]/E[|Eh|2] ~ 6dB in macrocell or ~7.4dB in microcell in 900MHz band & ρ ~ 0.1.
� Polarization diversity are almost as high as space diversity in areas with reasonable scattering, while in open areas where scattering is small, space diversity is more reliable.
� Mixed scheme with antennas spatially separated & differently polarized ! ),()( hrραρρ ×=
R. B. Wu
Other Diversity Methods� Time diversity
� Transmitting same signals multiple times, spaced apart in time sufficiently that channel fading is decorrelated.
� Seldom used in practice since it reduces system capacity and introduces a transmission delay.
� The principle is applied to improving efficiency in coded modulation scheme.
� Frequency diversity� Two frequency components spaced wider than the coherence
bandwidth experience uncorrelated fading in wideband channels.
� The principle is implicitly employed in some forms of equaliser.
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R. B. Wu
Selection Combining
Mean power increase required to decrease fade probability by one decade is now (10/N), compared to 10dB as N=1.
NsN
sNrsepP
Γ≈−==< Γ− γγγγγ γ )1(),,,(
:channelRayleigh of branchest independen NFor
fade21 L
Γ<<sγ
R. B. Wu
Diversity Gain in Selection Combining� Diversity gain is reduced if the power in two branches is
unequal.� Significant benefit is obtained even for large power rations.
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R. B. Wu
Switched Combining� �Switch & stay� policy with only one receiver.� The threshold has to be set in relation to the mean power
on each branch.
R. B. Wu
Equal-Gain Combining
)()(
)()(21
2211
2121
2211
θθ
θθθθ
jj
jjjj
enenrrsenesrenesry
−−
−−
+++=
+++=
instantaneous SNR: ( ) ( )
( ) gain 3dB ), (if 22
4
211212121
221
2
21212
2121 21
γγγγγγγ
γ θθ
==++=
+=
++= −−
Njj
c PrrenenErr
Improvement over selection & switching combining
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R. B. Wu
Maximum Ratio CombiningChoosing the branch weights to
achieve maximum SNR
( )
+=
+=
=
∑∑
∑
==
=
N
iii
N
ii
N
N
iiii
N
ii
nP
wny
Pw
11
2
1
*
1
;
αα
α
α
overall SNR:
∑∑∑∑∑=====
=
=
=
N
ii
N
iiN
N
ii
N
iii
N
iic rPrnEr
11
22
1
22
1
*21
2
1
221 γαγ
R. B. Wu
Effect of Branch Correlation
Fading probability for two correlated Rayleigh branches
BER for BPSK when using max. ratio combining in Rayleigh channel
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R. B. Wu
Comparison of Combining Methods
� For two uncorrelated, equal mean power Rayleigh channels� Easy to achieve gains equivalent to > 10dB power savings.
R. B. Wu
Introduction to Equalizers
b=[b0, b1, �, bm-1]: a sequence of m binary bitsDiscrete-time system model
kj
jkjkk
D
Dj jkjkkkk
nuhhuy
uhsnsy
++=
=+=
∑∑
≠−
−= −
00
;
InterSysmbol Interference
)( 0 kTtyyk +=
9
R. B. Wu
First Nyquist Criterion
kkTh δ=)(Requirement for zero ISI
THHn T
na =+≡⇔ ∑∞
−∞=)()( 2πωω
( )∫ ∑
∑ ∫∫−∞
−∞=
∞
−∞=
+ −∞
∞−
−
⋅+=
===
T kTjn T
n
n
Tn
Tn
kTjkTjk
deH
deHdeHkThh
/2
02
/)1(2
/2
)(21
)(21)(
21)(
π ωπ
π
π
ωω
ωωπ
ωωπ
ωωπ
Constant)( =⋅=∴ ∑∞
−∞=kTkj
ka ehTH ωω
Total folded spectrumSpectral density
fπω 2=T/2π T/4πT/2π−T/4π− 0
R. B. Wu
Zero-forcing Equalizer
TTHC
ycu
a
M
Mi ikik
πωωω ≤=⇒
= ∑ −= −
for )()( ISI zero
;�
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R. B. Wu
Least Mean Squares Equalizer� Noise enhancement problem by zero-forcing equalizer
� LMS equalizer
[ ]
[ ] [ ][ ]T
Mkkk
kyuH
yy
yuyy
M
Mi ikikkk
yyyk
ukEkkE
J
ycuEuuEJ
21
*
1
22
,,,)(
;)( ,)()(
; minimize
;�
−−
−
−= −
=
==
=⇒
−=−= ∑
Ly
yryyR
rRc
EQ
R. B. Wu
Adaptive Equalizer
Training sequence
Iterative LMS algorithm
kkkkkkk uuee � ;*1 −=+=+ ycc µ
parameter size step :µ
Peramble
MidambleBurst duration
Training sequenceInformation bits
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R. B. Wu
Conclusions� Diversity is powerful to deal with signal fading, if the
branches has low cross-correlation and similar power� Gains are achieved at the expense of extra hardware, e.g.,
extra antennas and receivers. � Optimum approach depends on mechanism & geometry of
the multipath scattering which produces fading.
� Equalizer structures can overcome the negative effects of wideband channel and improve the performance.
� Appropriate choice is compromise between computational complexity & performance.