multiuser diversity in delay-limited cellular systems

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Multiuser Diversity in Delay-Limite Cellular Systems Ralf R. Müller [email protected] Department of Electronics & Telecommunications Norwegian University of Science & Technology, Trondheim Giuseppe Caire & Raymond Knopp {caire,knopp}@eurecom.fr Institut Eurècom Sophia-Antipolis, France

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Multiuser Diversity in Delay-Limited Cellular Systems. Ralf R. Müller [email protected] Department of Electronics & Telecommunications Norwegian University of Science & Technology, Trondheim. Giuseppe Caire & Raymond Knopp {caire,knopp}@eurecom.fr Institut Eurècom Sophia-Antipolis, France. - PowerPoint PPT Presentation

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Page 1: Multiuser Diversity in Delay-Limited Cellular Systems

Multiuser Diversity in Delay-LimitedCellular Systems

Ralf R. Mü[email protected]

Department of Electronics & TelecommunicationsNorwegian University of Science & Technology, Trondheim

Giuseppe Caire & Raymond Knopp{caire,knopp}@eurecom.fr

Institut EurècomSophia-Antipolis, France

Page 2: Multiuser Diversity in Delay-Limited Cellular Systems

Disclaimer

This is NOT a talk on fair scheduling of users.

Here:

• Fairness is not enough. • Each user has to get their message instantaneously with probability going to 1.

Page 3: Multiuser Diversity in Delay-Limited Cellular Systems

Ergodic vs. Delay-Limited Capacity

1. The channel changes very often within a single codeword.

2. The channel is constant within a single codeword.

Two extreme cases of fading channels:

Ergodic capacity

Delay-Limited capacity

Page 4: Multiuser Diversity in Delay-Limited Cellular Systems

Delay-Limited Capacity for a Single User

Let the fading d be known at both transmitter and receiver,

AWGN channel with energy per symbol E and noise

density N0:

C =d:

dEf (d)≤1inf log

21 + f(d)

|d |2 EN

0

⎝⎜

⎠⎟

if E |d|-2 exists, C > 0 and f (d) = |d|-2.

C = 0 for Rayleigh fading.

Page 5: Multiuser Diversity in Delay-Limited Cellular Systems

Delay-Limited Capacity for Many Users

The result is given as a multi-dimensional optimization problem in

Stephen V. Hanly, David N.C. Tse:Multiaccess fading channels. Part II: Delay-limited capacitiesIEEE Trans. Inform. Theory, vol. 44, no. 7, pp. 2816 - 2831, Nov. 1998.  

Can we obtain a gain by multiuser diversity without any drawback in quality of service, e.g. no additional delay?

Page 6: Multiuser Diversity in Delay-Limited Cellular Systems

Gaussian Multiple-Access Channel without Fading

Page 7: Multiuser Diversity in Delay-Limited Cellular Systems

Dual Representation of GMAC without Fading

Page 8: Multiuser Diversity in Delay-Limited Cellular Systems

Transmit Power vs. Receive Power

Rescaling of axis in power region

Page 9: Multiuser Diversity in Delay-Limited Cellular Systems

Transmit Power vs. Receive Power

2

Page 10: Multiuser Diversity in Delay-Limited Cellular Systems

GMAC with Fading

Let the attenuations be random from codeword to codeword.

if E |d|-2 exists, C > 0

C = 0 for Rayleigh fading.

Page 11: Multiuser Diversity in Delay-Limited Cellular Systems

%Eb

N0

= ln(2) 2Rxdx0

1

∫ ⋅dF

|d|2x( )

x∫

Single User vs. Infinite Users

Single User:

Infinite Users:

%Eb

N0

= ln(2) 2R F

|d|2x( )

⋅dF

|d|2x( )

x∫

jiR

R

j

i ,0 ∀∞<<for all rates

Page 12: Multiuser Diversity in Delay-Limited Cellular Systems

Path Loss |di|2 ~ |ri|-4

no shadowing no Rayleigh fading

Signal Attenuation

r1

r2

r3

Page 13: Multiuser Diversity in Delay-Limited Cellular Systems

Delay-Limited Capacity for Path Losssp

ec.

effic

ienc

y [b

its/s

ec/H

z]

infin

ite u

sers

[dB]

single

use

rin

f. or

th. u

sers

0

2

~

Nd

Eb

2

Page 14: Multiuser Diversity in Delay-Limited Cellular Systems

There is a gain by multiuser diversity without any drawback in quality of service,

Without constraints to orthogonal separation of users, the gain is greater.

if E |d|-2 exists.

Page 15: Multiuser Diversity in Delay-Limited Cellular Systems

Multiuser Diversity + Frequency Diversity

Let each user have M parallel channels.

Theorem 1:Subject to some technical conditions on the rates and the fading, each user uses only that channel of theirs which has the best propagation conditions, as the number of users approaches infinity.

For Rayleigh fading, DL-capacity is positive if M > 1.

Remark 1:Theorem 1 does not hold for a finite number of users, in general.

Page 16: Multiuser Diversity in Delay-Limited Cellular Systems

Multiuser Diversity + Frequency Diversity

Corollary 1:Subject to some technical conditions on the rates and the fading, frequency diversity only re-shapes the fading distribution, as the number of users approaches infinity.

d = max{|d1|; |d2|; ··· ; |dM|}

Page 17: Multiuser Diversity in Delay-Limited Cellular Systems

Path Loss |di|2 ~ |ri| -4

2nd order frequency diversity

no shadowing

Signal Attenuation

r1

r2

r3r1

r2

r3

Rayleigh fading

Page 18: Multiuser Diversity in Delay-Limited Cellular Systems

0

2

~

Nd

Eb

Delay-Limited Capacitysp

ec.

effic

ienc

y [b

its/s

ec/H

z]

chan

nel c

apac

ity

[dB]

orth

ogon

al li

mit

without Rayleigh fadingwith Rayleigh fading

single u

ser

The mean fading changes as well.

2

Page 19: Multiuser Diversity in Delay-Limited Cellular Systems

Uplink vs. Downlink

Theorem 2:Thanks to multiple-access broadcast duality on Gaussian channels, all results for multiple-access channels and transmit power, also hold for the Gaussian broadcast channel.

Page 20: Multiuser Diversity in Delay-Limited Cellular Systems

Cellular Systems

Corollary 2:Subject to some technical conditions on the rates and the fading, minimizing interference power onto base stations of other cells instead of transmit power is equivalent to re-shaping the fading distribution as the number of users approaches infinity.

Cellular systems are interference limited.You want to minimize interference into other cells instead of transmit power.

Open question: Does MAC broadcast duality apply here?

Page 21: Multiuser Diversity in Delay-Limited Cellular Systems

Cellular Systems (cont’d)

Consider a linear cellular system w.l.o.g.You want to minimize interference into other cells instead of transmit power.

I ∝

dn

2

n=−∞n≠0

+∞

d0

2

Large number of users makes interference symmetric.

I ∝

d2n

2

n=−∞n≠0

+∞

d0

2

Fd0

2(x) a Fd0

2

dn

2

n=−∞n≠0

+∞

(x)

Fd0

2(x) a Fd0

2

d2n

2

n=−∞n≠0

+∞

(x)Reuse factor 2:

Page 22: Multiuser Diversity in Delay-Limited Cellular Systems

%Eb

N0

→ ∞

Delay-Limited Capacity of Cellular System

spec

. ef

ficie

ncy

[bits

/sec

/Hz]

path loss exponent

capacity

single user

Spectral effciency can be doubled.

reuse 2

reuse 2

reuse 3

reuse 3

reuse 4

reuse 4

Page 23: Multiuser Diversity in Delay-Limited Cellular Systems

Coming Soon ...

Hexagonal cells ... Rayleigh fading

Just one more thing:

R =1

2Rxg(x)dx0

1

∫ g(x) =

π 2

4(1 −x)2 1 + tan2 π

2x( )( ) −1

path loss exponent 2:

with

Page 24: Multiuser Diversity in Delay-Limited Cellular Systems

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Danke für die AufmerksamkeitGrazie per attenzione

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