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Data Communication lectur e10 1 Channel Models

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Page 1: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

Data Communication lecture10 1

Channel Models

Page 2: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

Data Communication lecture10 2

Introduction• Propagation models are fundamental tools for designing

any broadband wireless communication system.• A propagation model basically predicts what will happen

to the transmitted signal while in transit to the receiver• Traditionally, ‘propagation models’ is the term applied to

those algorithms and methods used to predict the median signal level at the receiver.

• Such models include signal level information, signal time dispersion information and, in the case of mobile systems, models of Doppler shift distortions arising from the motion of the mobile.

Page 3: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Fading

• Fluctuation in the strength of signal, because of variations in the transmission medium.

• Fading is a broad term applied to a wide range of variation in the signal amplitude, phase, and frequency characteristic.

• For example, the term ‘shadow fading‘ is used to describe the decrease in signal strength that is observed when a mobile terminal is behaind a building.

Page 4: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Slow (S) and fast fading (a) inCellular channel

Page 5: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Propagation mechanisms

C

A

D

BReceiverTransmitter

A: free spaceB: reflectionC: diffractionD: scattering

A: free spaceB: reflectionC: diffractionD: scattering

reflection: object is large compared to wavelength

scattering: object is small or its surface irregular

Page 6: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Radio channel modelling

Narrowband Models• Because the signal

bandwidth is narrow, the fading mechanism will affect all frequencies in the signal passband equally.

• So, a narrowband channel is often referred to as a flat-fading channel.

Wideband Models• The bandwidth of the

signal, sent through the channel is such that time dispersion information is required.

• Time dispersion causes the signal fading to vary as a function of frequency, so wideband channels are often called frequency-selective fading channels.

Page 7: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Comparison

Narrowband modelling Narrowband modelling Wideband modelling Wideband modelling

Deterministic models(e.g. ray tracing,

playback modelling)

Deterministic models(e.g. ray tracing,

playback modelling)

Stochastical modelsStochastical models

Calculation of path loss e.g. taking into account - free space loss - reflections - diffraction - scattering

Calculation of path loss e.g. taking into account - free space loss - reflections - diffraction - scattering

Basic problem: signal fading

Basic problem: signal dispersion

Page 8: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Signal fading in a narrowband channel

magnitude of complex-valued radio signal

distance

propagation paths fade <=> signal

replicas received via different propagation paths cause destructive interference

TxRx

Page 9: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Low-pass equivalent (LPE) signal

Real-valued RF signalReal-valued RF signal Complex-valued LPE signalComplex-valued LPE signal

RF carrier frequencyRF carrier frequency

In-phase signal componentIn-phase signal component Quadrature componentQuadrature component

2Re cj f ts t z t e

j tz t x t j y t c t e

Page 10: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Fading: illustration in complex plane

in-phase component

quadrature phase

component

Tx

Rx

Received signal in vector form: resultant (= summation result) of “propagation path vectors”

Wideband channel modelling: in addition to magnitudes and phases, also path delays are important.

path delays are not important

Page 11: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Generic Wideband Channel Model

• Wideband generally indicates those channels in which time dispersion and frequency-selective fading have a significant impact on the signal being transmitted.

• For signals whose occupied bandwidth is narrow compared to the correlation bandwidth of the channel, the generic wideband model simplifies to a narrowband model in which many elements of the wideband model may be discarded.

Page 12: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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• If the channel is considered as a filter with some low-pass impulse response, then that impulse response would be given by:

Page 13: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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• A sinewave signal at frequency ω leaving the transmitting antenna would arrive at the receiver reduced in amplitude by factor A, shifted in phase by θ, and delayed by τ seconds.

• Such a model of the transmission channel is applicable for free-space propagation conditions in which signal energy arrives at the receiver directly (via one path) from the transmitter.

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• If the channel consisted of two transmission paths for the transmitted energy to arrive at the receiver (for example, with the addition of a single ground reflection), the channel impulse response would be the sum of the effect of the two paths:

• This is the impulse response of the so-called ‘two-ray’ channel model.

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• For N possible transmission paths, h(t) becomes:

• This is the channel impulse response to a particular point p2(x2, y2, z2) from a transmitter located at point p1(x1, y1, z1).

LOS pathLOS path

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Example: multipath signal

The received multipath signal is the sum of N attenuated, phase shifted and delayed replicas of the transmitted signal s(t)

T

Tm

00 0

ja e s t

11 1

ja e s t

22 2

ja e s t

Normalized delay spread D = Tm / T

:

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Important Note:

The normalized delay spread is an important quantity.When D << 1, the channel is

- narrowband - frequency-nonselective - flat

and there is no intersymbol interference (ISI).

When D approaches or exceeds unity, the channel is- wideband- frequency selective - time dispersive

Page 18: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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BER vs. S/N performance

Typical BER vs. S/N curves

S/N

BER

Frequency-selective channel (no equalization)

Flat fading channel

Gaussian channel(no fading)

In a Gaussian channel (no fading) BER <=> Q(S/N)erfc(S/N)

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BER vs. S/N performance

Typical BER vs. S/N curves

S/N

BER

Frequency-selective channel (no equalization)

Flat fading channel

Gaussian channel(no fading)

Flat fading: NB channel BER BER S N z p z dzz = signal power level

Page 20: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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BER vs. S/N performance

Typical BER vs. S/N curves

S/N

BER

Frequency-selective channel (no equalization)

Flat fading channel

Gaussian channel(no fading)

Frequency selective fading <=> irreducible BER floor

Page 21: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Ray-Tracing Propagation Model

Page 22: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Measured power delay profile.

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RMS Delay spread

• A common measure of the amount of time dispersion in a channel is the RMS delay spread.

• The RMS delay spread can be found from the power delay profile:

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• The more general impulse response can thus be written as:

• Here, the number, amplitude, phase, and time delay of the components of the summation are a function of the location of the transmit and receive antenna points in the propagation space.

• This equation is for a single static point in space.

Generic Model, Continue

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• For mobile communication, the receiver is often moving.

• That motion can affect the phase relationship of the components of this equation, in a way that may be important to data symbols being transmitted.

• This motion will result in a frequency or Doppler shift of the received signal, which will be a function of speed and direction of motion, and the angle of arrival (AOA) of the signal energy.

Page 26: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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• Modification to include the Doppler shift:

• Here, Δθn is a phase displacement due to the motion.

Page 27: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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• For a mobile receiver:

• φn is the arrival angle of the nth component, v is the speed of motion, φv is the direction of motion, and λ is the wavelength.

Doppler Shift

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Physical interpretation of Doppler shift

Varriving patharriving path

direction of receiver movement

direction of receiver movement

Rx

cos cosd

Vf

Maximum Doppler shiftMaximum Doppler shift

Angle of arrival of arriving path with respect to

direction of movement

Angle of arrival of arriving path with respect to

direction of movement

V = speed of receiver = RF wavelength

V = speed of receiver = RF wavelength

Doppler frequency shiftDoppler frequency shift

Page 29: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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• In general, the amplitudes An and phase shifts θn, will be functions of the carrier frequency ω, thus:

Page 30: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Time-Variant Channels

• To deal with a time-variant channel, we define the input delay-spread function h(t, τ ).

• This is the low-pass response of the channel at some time t to a unit impulse function input at some previous time τ seconds earlier.

• Note that this delay τ is different from the discrete τ1, τ2 . . . τn arrival delay times, that define when the signal waves reach the receiver.

Page 31: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Time-Variant Channels

time t

h(t,) delay

Channel is assumed linear!

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Time-Variant Channels

• The output of the channel y(t) can then be found by the convolution of the input signal um(t) with h(t, τ ) integrated over the delay variable τ:

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Some Notes

• Using an impulse response from a ray-tracing propagation model, and convolving it with a raised cosine symbol pulse, the result is a time signature of the channel.

• The variations in signatures are due to the relative phase changes, and not changing amplitudes.

• By taking the Fourier Transform of the time signatures, it is possible to created spectrum signatures.

• The nonuniform frequency response, represents the frequency-selective nature of the channel.

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Path Loss Modeling• Maxwell’s equations

– Complex and impractical• Physical Models

– Free space path loss model• Too simple

– Ray tracing models• Requires site-specific information

• Empirical Models– Don’t always generalize to other environments

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Empirical Models

Commonly used in cellular system simulations

• Are based on observations or measurements.• measurements are typically done in the field to

measure path loss, delay spread, or other channel characteristics.

• Site and field dependent

Page 38: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Empirical Models

IEEE 802.16 (SUI) model

where d is the distance in meters, d0 = 100 meters,

hb is the base station height above ground (10m < hb < 80 m)

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Page 40: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Page 41: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Some Other Empirical Models

• Okumura model– Empirically based (site/freq specific)

• Hata model– Analytical approximation to Okumura model

• Cost 136 Model: – Extends Hata model to higher frequency (2 GHz)

• Walfish/Bertoni:– Cost 136 extension to include diffraction from rooftops

Page 42: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Physical Models

Page 43: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Free Space (LOS) Model

• Path loss for unobstructed LOS path

• Power falls off :– Proportional to d2

– Proportional to 2 (inversely proportional to f2)

d=vt

Page 44: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Two Path Model

• Path loss for one LOS path and 1 ground (or reflected) bounce

• Ground bounce approximately cancels LOS path above critical distance

• Power falls off – Proportional to d2 (small d)

– Proportional to d4 (d>dc)

Page 45: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Simplified Path Loss Model

82,0

d

dKPP tr

• Used when path loss dominated by reflections.

• Most important parameter is the path loss exponent , determined empirically.

Page 46: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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Ray Tracing Approximation

• Represent wavefronts as simple particles• Geometry determines received signal from

each signal component• Typically includes reflected rays, can also

include scattered and defracted rays.

• Requires site parameters– Geometry– Dielectric properties

Page 47: Data Communication lecture101 Channel Models. Data Communication lecture102 Introduction Propagation models are fundamental tools for designing any broadband

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General Ray Tracing

• Models all signal components– Reflections– Scattering– Diffraction

• Requires detailed geometry and dielectric properties of site

– Similar to Maxwell, but easier math.

• Computer packages often used

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Simplified indoor modelSIM

• An effort to provide a fast and simple model that predicts indoor signal levels.

• Worksin the area of 2.4 GHz Wi-Fi or 5.7 GHz U-NII band systems, intended to work over short ranges, especially indoors through walls and floors.

• SIM makes use of four basic propagation primitives: line-of-sight rays, wall transmission loss, corner diffraction, and attenuation due to partial Fresnel zone obstruction

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