temporal characteristics of fading
TRANSCRIPT
Ghassan Dahman / Fredrik Tufvesson
Department of Electrical and Information Technology
Lund University, Sweden
Channel Modelling – ETIN10
Lecture no:
Fredrik Tufvesson - ETIN10 1
4
Temporal Characteristics of
Fading
Fredrik Tufvesson - ETIN10 2
Small-scale fading
Doppler shifts
rv
Frequency of received signal:
𝑓 = 𝑓0 + 𝜈
where the Doppler shift is
𝜈 = − 𝑓0
𝑣𝑟
𝑐cos (𝜃)
The maximum Doppler shift
𝜈𝑚𝑎𝑥 = 𝑓0
𝑣𝑟
𝑐
Receiving antenna moves with
speed 𝑣𝑟 at an angle θ relative
to the propagation direction
of the incoming wave, which
has frequency 𝑓0.
k
The relationship 𝜈𝑚𝑎𝑥 = 𝑓0 𝑣𝑟 𝑐 is based on several assumptions –
e.g., static IOs, no double reflections on moving objects, etc.
Fredrik Tufvesson - ETIN10 3
Small-scale fading
Doppler shifts
• f0=5.2 109 Hz, vr=5 km/h, (1.4 m/s) 24 Hz
• f0=900 106 Hz, vr=110 km/h, (30.6 m/s) 92 Hz
How large is the maximum Doppler frequency in the
following cases:
• at pedestrian speeds for 5.2 GHz WLAN,
• and at highway speeds using GSM 900?
𝜈𝑚𝑎𝑥 = 𝑓0
𝑣𝑟
𝑐
Fredrik Tufvesson - ETIN10 4
• f0=900 106 Hz, v=40 km/h, (11.1 m/s) 33.33 Hz
Each 30 ms the envelop of the received signal will go to zero.
max 0
vf
c
Consider a GSM 900, and an Rx moving at 40 km/h.
The beating effect
0 0.05 0.1 0.15 0.2 0.25-2
0
2
time (s)
E(t
)
1
𝑣𝑚𝑎𝑥
Superposition of two carriers with different frequencies (beating)
Fredrik Tufvesson - ETIN10 5
Small-scale fading
Example: the time-variant two-path model
Wave 2
Wave 1
v
The two components have different Doppler shifts!
The Doppler shifts will cause a random frequency modulation
𝐸1 = 𝐸 1 (𝑗2𝜋𝑡𝑓𝑐 1 −𝑣
𝑐cos 𝜃1 )
𝑘1
𝑘2 v
𝑘1
𝜃1 𝐸2 = 𝐸 2 (𝑗2𝜋𝑡𝑓𝑐 1 −
𝑣
𝑐cos 𝜃2 )
𝑑01, 𝑑
02: distances at t=0
𝑘1, 𝑘2: wavenumbers
𝑘1 = 𝑘2 = 𝑘0 = 2𝜋 𝜆
𝐸𝑇(𝑡) = 𝐸 𝑒𝑥𝑝 𝑗2𝜋𝑓𝑐𝑡
Fredrik Tufvesson - ETIN10 6
Equivalent cases:
• Two superimposed incident waves + moving Rx
• Superimposing two signals with different Doppler shifts at the Rx antenna
Besides the distribution, the temporal behavior is needed to characterize
small-scale fading.
Small-scale fading
Example: the time-variant two-path model
Fredrik Tufvesson - ETIN10 7
Radio Channels
(some properties)
Path loss
Large-scale
fading
Small-scale fading
Attenuation
due to
distance
Variation
around the
mean due to
IOs
Frequency dispersion of the
signal due to the time-varying
nature of the channel
Time dispersion of the signal due
to the multipaths
Fast
fading Slow
fading
Flat
fading
Frequency-
selective
fading
The final effect is a function of the characteristics of
BOTH: the channel, and the transmitted signal
Fredrik Tufvesson - ETIN10 8
0 maxf 0 maxf 0f
Spectrum of received signal
when a f0 Hz signal is transmitted.
RX
RX movement
Incoming waves from several directions
(relative to movement or RX)
All waves of equal strength in
this example, for simplicity.
1
1
2
2
3
3
4
4
The received signal may occupy the 𝑓0 − 𝑣𝑚𝑎𝑥 to 𝑓0 + 𝑣𝑚𝑎𝑥 frequency band
Doppler spectra
Fredrik Tufvesson - ETIN10 9
Jakes spectrum
Isotropic uncorrelated
scattering
RX
Uniform incoming
power distribution
(isotropic)
Uncorrelated
amplitudes
and phases
RX movement
0 maxf 0 maxf 0f
0DS f
Doppler spectrum
at center frequency f0.
Jakes spectrum
Fredrik Tufvesson - ETIN10 10
Condensed parameters
Coherence time Doppler spectrum vs. the time-autocorrelation function
time-autocorrelation function Doppler power spectrum
0 maxf 0 maxf 0f
𝑆𝑣
Fredrik Tufvesson - ETIN10 11
• Time correlation – how static is the channel?
• For a uniform scattering environment the time correlation of the Re-
and Im-components is described by a “zeroth-order Bessel function of
the first kind”
• The time correlation for the amplitude is
*
0 max2t E a t a t t J t
2
0 max2t J t
The channel time correlation
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 20
0.5
1
d/
J 02(2
d/
)
Fredrik Tufvesson - ETIN10 12
The channel time correlation (example)
Example: Assume that an MS is located in a fading dip. On average, what
distance should the MS move so that it is no longer influenced by this
fading dip?
0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 10
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
d/
J 02(2
d/
)0.38𝜆
0.18𝜆
𝜌 = 0 (𝑐𝑜𝑚𝑝𝑙𝑒𝑡𝑒 𝑑𝑒𝑐𝑜𝑟𝑟𝑒𝑙𝑎𝑡𝑖𝑜𝑛)
𝜌 = 0.5
Fredrik Tufvesson - ETIN10 13
*r
*r
Time
Received amplitude [dB]
rmsr|dBM
What about the length and the frequency
of fading dips ?
Important for system design
block length
code design
choice of modulation
Temporal Dependence of small-scale fading
Fredrik Tufvesson - ETIN10 14
Frequency of the fading dips Length of fading dips
These curves are for Rayleigh fading & isotropic uncorrelated scattering (Jakes’ doppler spectrum).
Temporal Dependence of small-scale fading (cont.)
Example: assume a multipath environment where the received signal has a Rayleigh
distribution and the Doppler spectrum has Jakes shape. Compute the LCR and the
ADF for a maximum Doppler frequency=50Hz, and r/rmin=0.1.
a) 0.25 = LCR/50 => LCR=12.5
b) 0.04 = ADF×50 => ADF=0.8 msec
Fredrik Tufvesson - ETIN10 15
• Caused by the motion of the Tx, Rx, or IOs.
• Characterizes the time-varying nature of the channel in a small-
scale region (How fast does the channel change?) The
Coherence Time 𝑇𝑐(defined as the time during which the channel is
time invariant) is used as a measure.
• Characterizes the frequency-dispersion of the channel ( How does
the Doppler shifts spread the frequency components of the
transmitted signal?) The Doppler spread 𝐷𝑠 (defined as the
Maximum Doppler Shift) is used as a measure.
• As a general approximation :
Tc =1
Ds
Temporal Nature of the Channel
Fredrik Tufvesson - ETIN10 16
Condensed parameters
Coherence time
Given the time correlation of a channel, we can define the
Coherence Time TC.
t t
t
0t
0
2
t
CT
TC shows us over how long time
we can assume that the channel is
fairly constant.
If the Symbol Time 𝑇𝑠 is much
shorter than TC , it will
experience the same channel
(i.e., it will get attenuated by the
channel, however, it will not get
distorted due to fading).
The coherence time
Fredrik Tufvesson - ETIN10 17
Condensed parameters
Coherence time
If the bandwidth of the base band
signal W is much greater than
𝐷𝑆, the effect of the Doppler spread
on the received signal is negligible (no
distortion).
Bandwidth vs. Doppler spread
Doppler power spectrum
0 maxf 0 maxf 0f
𝑆𝑣
Fredrik Tufvesson - ETIN10 18
Condensed parameters
Coherence time Slow fading vs. Fast fading
𝑇𝑐 ≫ 𝑇𝑠 OR 𝐷𝑠 ≪ 𝑊
Slow Fading (i.e., the channel fading rate is less than the symbol
rate which results only in SNR degradation)
𝑇𝑐 < 𝑇𝑠 OR 𝐷𝑠 > 𝑊 (or comparable)
Fast Fading (i.e., the channel fading rate is greater than the symbol
rate which results in distortion degradation)
Mitigation Techniques:
• Robust modulation (schemes that don’t require phase tracking, and
reduces the detector’s integration time)
• Increasing the symbol rate
• Coding and Interleaving
Fredrik Tufvesson - ETIN10 19
Radio Channels
(some properties)
Path loss
Large-scale
fading
Small-scale fading
Attenuation
due to
distance
Variation
around the
mean due to
IOs The final effect is a function of the characteristics of
BOTH: the channel, and the transmitted signal
or comparable values
Time dispersion of the signal due
to the multipaths
Flat
fading Frequency-
selective
fading
Fredrik Tufvesson - ETIN10 20
Measurement example
• Measurement in the lab
• Center frequency 3.2 GHz
• Measurement bandwidth 200 MHz, 201 frequency points
• 60 measurement positions, spaced 1 cm apart
• Measured with a vector network analyzer
Fredrik Tufvesson - ETIN10 21
Coherence time, measured
0 0.1 0.2 0.3 0.4 0.5 0.6-90
-85
-80
-75
-70
-65
-60
-55
-50
-45
-40
-35
Position (m)
Fre
quency r
esp (
dB
)
Assume 1 m/s, max 0
vf
c =10.7 Hz Compare 1/(2**vmax)=0.014 s
0 0.01 0.02 0.03 0.04 0.05 0.06 0.07 0.08 0.09 0.1-0.5
0
0.5
1
Tim
e c
orr
Position (m)
measured
theoretical
Pr(
dB
)
Fredrik Tufvesson - ETIN10 22
Probability density function
0 0.002 0.004 0.006 0.008 0.01 0.0120
20
40
60
80
100
120
140
160
180
amplitude
measured
theoretical
Vehicle-to-vehicle communication
Fredrik Tufvesson - ETIN10 23
This channel has highly dynamic scatterers, both Tx and Rx are moving
Vehicle-to-Vehicle channel characteristics
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Time-delay characteristics:
0 100 200 300 400Propagation distance [m]
Po
wer
t = 0 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 0.2 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 0.4 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 0.6 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 0.8 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 1 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 1.3 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 1.5 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 1.7 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 1.9 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 2.1 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 2.3 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 2.5 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 2.8 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 3 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 3.2 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 3.4 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 3.6 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 3.8 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 4.1 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 4.3 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 4.5 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 4.7 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 4.9 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 5.1 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 5.3 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 5.6 sRX
TX
0 100 200 300 400Propagation distance [m]
Po
wer
t = 5.8 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 6 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 6.2 sLOS
0 100 200 300 400Propagation distance [m]
Po
wer
t = 6.4 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 6.6 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 6.9 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 7.1 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 7.3 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 7.5 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 7.7 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 7.9 s
0 100 200 300 400Propagation distance [m]
Po
wer
t = 8.1 sDiscrete comp.
Diffuse
comp. Other vehicles
Houses, road
signs etc.
• Rapidly varying channel
• Discrete components carry significant energy and change delay bin with time
• Diffuse components following LOS
Fredrik Tufvesson - ETIN10
Fredrik Tufvesson - ETIN10 25
Time variant impulse response
Let’s take a closer
look at the Doppler
shifts here
Fredrik Tufvesson - ETIN10 26
Scattering function, t=8.5-8.65 s
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Doppler-delay characteristics
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Doppler frequency [Hz]
t = 7.4 s
Delay [ns]
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Doppler-delay characteristics:
• Discrete components: small Doppler spread, but can change delay bin rapidly
• Diffuse components: large delay and Doppler spread
• Time-variant Doppler spectrum → WSSUS conditions are violated
Fredrik Tufvesson - ETIN10
Impulse response, fading of scatterer
Fredrik Tufvesson - ETIN10 28
300 350 400 450 500-105
-100
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-75
Propagation distance [m]
Rec
eiv
ed p
ow
er [
dB
]Impulse response,
two cars, same direction
90 km/h
Fading of a single scatterer