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Fractional Base Station Cooperation Cellular Network Naoki Kusashima Tokyo Institute of Technology, Department of Electrical and Electronic Engineering, Araki-Sakaguchi Laboratories.

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Page 1: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

Fractional Base Station Cooperation

Cellular Network

Naoki Kusashima

Tokyo Institute of Technology,

Department of Electrical and Electronic Engineering,

Araki-Sakaguchi Laboratories.

Page 2: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

Contents• Background

– Cell-edge problem

– Conventional solution for the cell-edge problem

– Base station cooperation

• Base station cooperation block diagonalization

multi-user MIMO

– Combination of multi-user

– Cooperative region

• Fractional base station cooperation cellular network

– Fractional Base Station Cooperation

– Dynamic clustering

• Numerical simulation

• Conclusion

2

Page 3: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

Cell-edge problem

• If user at the cell-edge location

– Low SNR

– Co-channel interference from adjacent BSs

– High antenna correlation

Low user throughput

Signal

Interference1st path

Co-channel interference High antenna correlation

2nd path

Cell-edge

problem

3

Page 4: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

Conventional solution for cell-edge problem

• Conventional solution

– Frequency reuse

• Each BSs uses different frequency channel from surrounding

cells.

It causes degrading of system throughput.

– Interference cancellation using terminal adaptive array

• cancels interference by terminals.

It requires many antennas to perform multiplexing and

cancellation at the same time.Interference cancellation

using terminal adaptive arrayFrequency reuse

4

Page 5: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

Base station cooperation• Base Station Cooperation (BSC)

– BSC transmits multiple streams to cooperate with adjacent BSs.

– There are no problems of nor inter-cell interference nor high antenna

correlation.

BSC single-user (BSC-SU)

• For single user

BSC-SU wastes many resources to a user.

BSC multi-user (BSC-MU)

• For multiple users

BSC-MU uses resource more efficient than BSC-SU.

Base station cooperation

Single-User

Base station cooperation

Multi-User

5

Page 6: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

Base station cooperation block

diagonalization multi-user MIMO

2nd BS

111 dg

112 dDg 221 dDg

222 dg

1d 2d2nd user1st BS 1st user

• Transmission model of (KBS,M)×(KMS,N) BSC-MU-MIMO

:pathloss between jth BS and ith user:distance between ith BS and ith user ijgid

D

• Receive signal of ith user

iiKiKiiiii nxHxHxHy BSBS2211

ijH : channel matrix

ijx : transmit signal vectorin : noise vector

iy : receive signal vector

iiiii nsVQH ~

iQ : precoding matrix of

block diagonalization

is : transmit data signal vector6

iV~

: precoding matrix of

SVD-MIMO

Page 7: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

Base station cooperation block

diagonalization multi-user MIMO

• Block diagonalization

MSBSBSBSMSMS

BSBS

MS

11

11

11111

~~

~~

KKKKKK

KK

K n

n

s

s

VQHVQH

VQHVQH

y

y

MSBSBSMS

1111

~~

~~

KKKK n

n

s

s

VHO

OVH

Channel matrix is block diagonalized

H||

\\svd iii QVOUH i

TT

K

T

i

T

i

T

\111 MS,...,,,..., HHHHH

• Precoding matrix Q

ij

ijiij

O

HQH

~

7

Page 8: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

Base station cooperation block

diagonalization multi-user MIMO

iid

ijH :fading matrix

• We decompose the channel matrix into fading matrix

and pathloss matrix

IG ijij g ii

i

i

iiiii GHGO

OGHHHHH

iid

2

1iid

2

iid

121

iid1

1

1ijij

Fij

iji HGG

HQ OHH

iidiid

ijij

• Block diagonalization precoding matrix of BSC

OQH iji

• Receive signal of ith user

iiiiiiiiii nsVHnsVQHy ~~~

iid

21

21122211iid1iid

1

~1~i

ijij

ijijii

Fij

iiigg

ggggHHGGH

GQHH

iid~iH :The equivalent fading matrix of ith user

8

Page 9: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

Base station cooperation block

diagonalization multi-user MIMO

• Power normalization factor

– Ω regulates the transmit power

2

1

2 1logk

ikiC

• Capacity of ith user

21

2221

21

1211

11

21

2221

22

1211

12

1

1

dd

gg

g

gg

g

dd

gg

g

gg

g

• Average receive SNR of ith user

k :kth eigenvalue of equivalent channel

PEP j

H

jj xx P

:maximum BS transmit power

:power normalization factor

2

21

21122211

2

2~~

P

gg

gggg

M

E

ijij

iii

i

sVH

• Transmit power from jth BS

9

jKjj MS,...,1 xxx

:transmit signal of jth BS

Page 10: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

d1 [m]

d2 [

m]

0 100 200 300 400 5000

100

200

300

400

500

0.7

0.75

0.8

0.85

0.9

0.95

1

Power normalization factor Ω

BS2MS2MS1BS1

1d 2d

• d1=d2

Ωmax=1

• d1>>d2, d1<<d2

Ωmin=2/3

Co-schedulingThe BSs select users with the same SINR

Ω

10

Page 11: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

0 100 200 300 400 5000

5

10

15

20

25

30

35

40

Distance from BS to user [m]

Av

era

ge u

ser1

cap

acit

y [

bp

s/H

z]

2x2 SC-MIMO Ideal

2x2 SC-MIMO

(2,2)x(2,2) BSC-MUco-schedule

(2,2)x(2,2) BSC-MUuser2 at cell-edge

Capacity of (2,2)x(2,2) BSC-MU-MIMO Average capacity of 1st user at different distance

• Co-scheduling

BSC-MU is almost the

same capacity as 2x2

SC-MIMO ideal

• User2 at cell-edge

Capacity is decreased

about 3bps where

distance is from 100m

to 300m

d1 [m]

d2 [

m]

0 100 200 300 400 5000

100

200

300

400

500

0.7

0.75

0.8

0.85

0.9

0.95

1

Co-scheduling

User2 at cell-edge

Co-scheduling is the optimal

user selection

Ω

11

Page 12: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

Cooperative region

• Cell-inner

– Non-cooperative region

• Single-cell MIMO is

efficient at cell-inner

• Cell-edge

– Cooperative region

• BSC MIMO is efficient

at cell-edge

MC

MU

MC CR

SC

SU

SC CR

• Spectral efficiency

: bandwidth inefficiencies

considering overheadComparison of spectral efficiency

• Analysis considering overhead is

necessary– Overhead : the cost of resource for transmission

(ex. Reference signal, guard band, cyclic prefix)

12

Page 13: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

Fractional Base Station Cooperation

• Single-cell MIMO (conventional cellular system)

– Cell-inner : efficient

– Cell-edge : not efficient

• Base station cooperation MIMO

– Cell-inner : not efficient

– Cell-edge : efficient

Fractional Base Station Cooperation (FBSC)

– Cell-inner:uses single-cell MIMO

– Cell-edge:uses BSC MIMO

FBSC is performed to achieve gains both at the cell-inner and cell-edge.13

Page 14: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

Cooperation clustering• Clustering

– Static clustering

• Cooperation set is fixed

By-product cell-edge is created.

– Dynamic clustering

• makes cooperation set adaptively.

Cooperation is efficient at all cell-edges.

Static DynamicBy-product

cell-edge

14

Page 15: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

Dynamic clustering

15

: master cell

: slave cell

Page 16: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

Fractional base

station cooperation

Dynamic clustering

Fractional base station

cooperation cellular

network

Physical

layer

Fractional base station cooperation

cellular network

Network

layer

Distributed

controller

Cooperative

region

Non-cooperative

region 16

Page 17: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

Simulation scenario• Comparison transmission

– Single-cell SISO

– Single-cell MIMO

• 2x2 SVD-MIMO

– Multi-cell static clustering

• BSC is performed at all locations

• Static clustering

– Fractional Base Station

Cooperation Cellular Network

(FBSC-CN)

17

Cooperative region

Non-cooperative region

Cooperative region

Cooperative region at 19-cell scenario

Page 18: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

Simulation scenario

Parameters Values

Number of cell 19 cells

Number of user 10 users / cell

Number of cooperation set 3 cells

Number of antenna

( BS, user )1, 1 (SISO) or 2, 2 (MIMO)

Channel model i.i.d. Rayleigh

Pathloss model34.5 + 35log10(d[m]) [dB]

(3GPP TR 25.996 : Urban Macro)

Transmit power 40[dBm]

Noise level -100[dBm]

Site to site distance 1000 m

Scheduler Round-robin & co-scheduling

Single-user MIMO scheme SVD-MIMO

Multi-user MIMO scheme Generalized BD [*]

Simulation parameter

18* V. Stankovic, M. Haardt, “Generalized design of multi-user MIMO precoding matrices,” IEEE Trans. Wireless

Commun., vol.7, no.3, pp.953-961, Mar. 2008.

Page 19: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

100 200 300 400 5000

0.2

0.4

0.6

0.8

1

Distance from BS to user [m]

Use

r sp

ectr

al

eff

icie

ncy

[b

ps/

Hz/u

ser]

Single-cell SISO

Single-cell MIMO

Frequency reuse

Interference cancellation

Multi-cell static clustering

FBSC-CN

100 200 300 400 5000

0.2

0.4

0.6

0.8

1

Distance from BS to user [m]

Use

r sp

ectr

al

eff

icie

ncy

[b

ps/

Hz/u

ser]

Single-cell SISO

Single-cell MIMO

Frequency reuse

Interference cancellation

Multi-cell static clustering

FBSC-CN

100 200 300 400 5000

0.2

0.4

0.6

0.8

1

Distance from BS to user [m]

Use

r sp

ectr

al

eff

icie

ncy

[b

ps/

Hz/u

ser]

Single-cell SISO

Single-cell MIMO

Frequency reuse

Interference cancellation

Multi-cell static clustering

FBSC-CN

Simulation result

19

Fractional BSC

• User capacity at

the cell-inner is as

high as Single-

cell MIMO

• User capacity at

the cell-edge is

almost the same

with BS

cooperation

User capacity at the distance locations

Page 20: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

0 0.2 0.4 0.6 0.8 1 0

0.05

0.2

0.4

0.6

0.8

1

User spectral efficiency [bps/Hz]

CD

F

Single-cell SISO

Single-cell MIMO

Multi-cell static clustering

FBSC-CN

0 0.2 0.4 0.6 0.8 1 0

0.05

0.2

0.4

0.6

0.8

1

User spectral efficiency [bps/Hz]

CD

F

Single-cell SISO

Single-cell MIMO

Multi-cell static clustering

FBSC-CN

Simulation result

20

• FBSC is higher

capacity than

other scheme at

all probability

CDF of instantaneous capacity at cell-edge user

Page 21: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

Simulation result

21

0

1

2

3

4

Av

era

ge c

ell

spectr

al

eff

icie

ncy

[bp

s/H

z]

0

0.05

0.1

0.15

0.2

Cell

-ed

ge u

ser

spectr

al

eff

icie

ncy

[bp

s/H

z/u

ser]

w/o shadow fading

w/ shadow fading

w/o shadow fading

w/ shadow fading

Single-cell

SISO

Single-cell

MIMO

Single-cell

SISO

Single-cell

MIMO

Multi-cell

Static clustering

FBSC-CN

Multi-cell

Static clustering

FBSC-CN

• The average cell spectral efficiency of FBSC is slightly improved than

single-cell MIMO

• The cell-edge user spectral efficiency of FBSC is 2.4 times as high as

that of single-cell MIMO

Average cell spectral efficiency and cell-edge spectral efficiency

(shadow fading standard deviation = 8[dB])

Page 22: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

Conclusion

• BSC solves the cell-edge problem.

• Fractional BSC is proposed.

– FBSC performs to achieve gains both at the cell-inner

and cell-edge.

• FBSC cellular network is proposed.

– In FBSC-CN, cooperation sets are constructed

dynamically.

• Numerical simulation shows that FBSC

performs efficiently both at cell-inner and cell-

edge.

22

Page 23: Fractional Base Station Cooperation Cellular · PDF fileFractional Base Station Cooperation Cellular Network ... multi-user MIMO ... • Fractional base station cooperation cellular

Thank you for your attention.

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