temporal characteristics of fading

28
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

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Page 1: Temporal Characteristics of Fading

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

Page 2: 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.

Page 3: Temporal Characteristics of Fading

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

Page 4: Temporal Characteristics of Fading

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)

Page 5: Temporal Characteristics of Fading

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

Page 6: Temporal Characteristics of Fading

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

Page 7: Temporal Characteristics of Fading

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

Page 8: Temporal Characteristics of Fading

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

Page 9: Temporal Characteristics of Fading

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

Page 10: Temporal Characteristics of Fading

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

Page 11: Temporal Characteristics of Fading

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/

)

Page 12: Temporal Characteristics of Fading

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

Page 13: Temporal Characteristics of Fading

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

Page 14: Temporal Characteristics of 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

Page 15: Temporal Characteristics of Fading

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

Page 16: Temporal Characteristics of Fading

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

Page 17: Temporal Characteristics of Fading

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

Page 18: Temporal Characteristics of Fading

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

Page 19: Temporal Characteristics of Fading

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

Page 20: Temporal Characteristics of 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

Page 21: Temporal Characteristics of Fading

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

)

Page 22: Temporal Characteristics of Fading

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

pdf

measured

theoretical

Page 23: Temporal Characteristics of Fading

Vehicle-to-vehicle communication

Fredrik Tufvesson - ETIN10 23

This channel has highly dynamic scatterers, both Tx and Rx are moving

Page 24: Temporal Characteristics of Fading

Vehicle-to-Vehicle channel characteristics

24 / 12

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

Page 25: Temporal Characteristics of Fading

Fredrik Tufvesson - ETIN10 25

Time variant impulse response

Let’s take a closer

look at the Doppler

shifts here

Page 26: Temporal Characteristics of Fading

Fredrik Tufvesson - ETIN10 26

Scattering function, t=8.5-8.65 s

Page 27: Temporal Characteristics of Fading

27 / 12

Doppler-delay characteristics

-1500-1000

-5000

5001000

1500

0

100

200

300

400

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-90

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-50

Doppler frequency [Hz]Delay [ns]

Pow

er [

dB

]

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5001000

1500

0

100

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er [

dB

]

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5001000

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0

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0

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Doppler frequency [Hz]Delay [ns]

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er [

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]

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5001000

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0

100

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Doppler frequency [Hz]Delay [ns]

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er [

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]

-1500-1000

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5001000

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0

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Doppler frequency [Hz]Delay [ns]

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er [

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]

-1500-1000

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5001000

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0

100

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Doppler frequency [Hz]Delay [ns]

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er [

dB

]

-1500-1000

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5001000

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0

100

200

300

400

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-90

-80

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Doppler frequency [Hz]Delay [ns]

Pow

er [

dB

]

-1500-1000

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5001000

1500

0

100

200

300

400

500

-90

-80

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Doppler frequency [Hz]Delay [ns]

Pow

er [

dB

]

-1500-1000

-5000

5001000

1500

0

100

200

300

400

500

-90

-80

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Doppler frequency [Hz]Delay [ns]

Pow

er [

dB

]

-1500-1000

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5001000

1500

0

100

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-90

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Doppler frequency [Hz]Delay [ns]

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er [

dB

]

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0

100

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500

-90

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Doppler frequency [Hz]

t = 7.4 s

Delay [ns]

Pow

er [

dB

]

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

Page 28: Temporal Characteristics of Fading

Impulse response, fading of scatterer

Fredrik Tufvesson - ETIN10 28

300 350 400 450 500-105

-100

-95

-90

-85

-80

-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