51
Cell Design to Cell Design to Maximize Capacity in Maximize Capacity in CDMA Networks CDMA Networks Robert Akl, D.Sc.

Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Embed Size (px)

Citation preview

Page 1: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Cell Design to Maximize Cell Design to Maximize Capacity in CDMA NetworksCapacity in CDMA Networks

Robert Akl, D.Sc.

Page 2: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

OutlineOutline

CDMA inter-cell effects Capacity region– Base station location– Pilot-signal power– Transmission power of the mobiles

Maximize network capacity Mobility Call admission control algorithm Network performance

Page 3: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

CDMA Capacity IssuesCDMA Capacity Issues

Depends on inter-cell interference and intra-cell interference

Complete frequency reuse Soft Handoff Power Control Sectorization Voice activity detection Graceful degradation

Page 4: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Relative Average Inter-Cell Relative Average Inter-Cell InterferenceInterference

)Area(

10E

.deviation standard andmean

zero has and shadowing, todue

nattenuatio decibel theis

exponent. losspath theis

102

j

jj

ζii

s

i

C

|ζχ

σ

ζ

m

i

j

j

C

ji

mi

ζmj

ji x,ydAω/χx,yr

x,yrI )(

)(

10)(E

2

10

Page 5: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Soft HandoffSoft Handoff

User is permitted to be in soft handoff to its two nearest cells.

Page 6: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Soft HandoffSoft Handoff

(c)region

1010210

(c)region

1010210

(b)region

1010210

(a)region

1010210

)(101010E

)(101010E

)(101010E

)(101010E

x,yωdAr|rχr

rI

x,yωdAr|rχr

rI

x,yωdAr|rχr

rI

x,yωdAr|rχr

rI

jkk

kjj

ikk

ijj

ζmj

ζmki

ζmi

mk

ki

ζmk

ζmji

ζ

mi

mj

ji

ζmi

ζmki

ζmi

mk

ki

ζmi

ζmji

ζ

mi

mj

ji

Page 7: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Inter-Cell Interference FactorInter-Cell Interference Factor

. toequal cellin ceinterferen

average relative a produce cellin users

. cell to cell from

factor ceinterferen cell-interuser per

jij

j

ji

κni

jn

ij

κ

Page 8: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Capacity RegionCapacity Region

Page 9: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Network CapacityNetwork Capacity

Transmission power of mobiles

Pilot-signal power

Base station location

Page 10: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Power Compensation FactorPower Compensation Factor

Fine tune the nominal transmission power of the mobiles

PCF defined for each cell

PCF is a design tool to maximize the capacity of the entire network

Page 11: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Power Compensation Factor (PCF)Power Compensation Factor (PCF)

Interference is linear in PCF

Find the sensitivity of the network capacity w.r.t. the PCF

Page 12: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Sensitivity w.r.t. pilot-signal powerSensitivity w.r.t. pilot-signal power

Increasing the pilot-signal power of one cell:

– Increases intra-cell interference and decreases inter-cell interference in that cell

– Opposite effect takes place in adjacent cells

Page 13: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Sensitivity w.r.t. LocationSensitivity w.r.t. Location

Moving a cell away from neighbor A and closer to neighbor B:

– Inter-cell interference from neighbor A increases

– Inter-cell interference from neighbor B decreases

Page 14: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Optimization using PCFOptimization using PCF

Page 15: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Optimization using LocationOptimization using Location

Page 16: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Optimization using Pilot-signal PowerOptimization using Pilot-signal Power

.,...,1for

,0),(

subject to

capacity)(network ,max

)(

1

1

Mi

LCκβnn

n

ieff

M

j i

ijjijji

M

ii

T

Page 17: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Combined OptimizationCombined Optimization

Page 18: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Twenty-seven Cell CDMA Twenty-seven Cell CDMA NetworkNetwork

Uniform user distribution profile.

Network capacity equals 559 simultaneous users.

Uniform placement is optimal for uniform user distribution.

Page 19: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Three Hot SpotsThree Hot Spots

All three hot spots have a relative user density of 5 per grid point.

Network capacity decreases to 536.

Capacity in cells 4, 15, and 19, decreases from 18 to 3, 17 to 1, and 17 to 9.

Page 20: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Optimization using PCFOptimization using PCF

Network capacity increases to 555.

Capacity in cells 4, 15, and 19, increases from 3 to 12, 1 to 9, and 9 to 14.

Smallest cell-capacity is 9.

Page 21: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Optimization using Pilot-signal Power Optimization using Pilot-signal Power

Network capacity increases to 546.

Capacity in cells 4, 15, and 19, increases from 3 to 11, 1 to 9, and 9 to 16.

Smallest cell-capacity is 9.

Page 22: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Optimization using Location Optimization using Location

Network capacity increases to 549.

Capacity in cells 4, 15, and 19, increases from 3 to 14, 1 to 8, and 9 to 17.

Smallest cell-capacity is 8.

Page 23: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Combined OptimizationCombined Optimization

Network capacity increases to 565.

Capacity in cells 4, 15, and 19, increases from 3 to 16, 1 to 13, and 9 to 16.

Smallest cell-capacity is 13.

Page 24: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc
Page 25: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Combined Optimization (m.c.)Combined Optimization (m.c.)

Page 26: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc
Page 27: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc
Page 28: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Call Admission ControlCall Admission Control

Fix cell design parameters

Design a call admission control algorithm

– Guarantees quality of service requirements

– “Good” blocking probability

Page 29: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Our ModelOur Model

New call arrival process to cell i is Poisson.

Total offered traffic to cell i is:

Page 30: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Handoff RateHandoff Rate

Page 31: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Blocking ProbabilityBlocking Probability

Page 32: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Fixed PointFixed Point

Page 33: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Net Revenue Net Revenue HH

Revenue generated by accepting a new call

Cost of a forced termination due to handoff failure

Finding the derivative of H w.r.t. the arrival rate and w.r.t. N is difficult.

Page 34: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Maximization of Net RevenueMaximization of Net Revenue

Page 35: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

3 Mobility Cases3 Mobility Cases

No mobility qii= 0.3 and qi= 0.7

Low Mobility High Mobility

||Ai|| qij qii qi

3 0.020 0.24 0.7

4 0.015 0.24 0.7

5 0.012 0.24 0.7

6 0.010 0.24 0.7

||Ai|| qij qii qi

3 0.100 0.0 0.7

4 0.075 0.0 0.7

5 0.060 0.0 0.7

6 0.050 0.0 0.7

Page 36: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc
Page 37: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc
Page 38: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc
Page 39: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc
Page 40: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc
Page 41: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc
Page 42: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

Maximization of ThroughputMaximization of Throughput

Page 43: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc
Page 44: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc
Page 45: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc
Page 46: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc
Page 47: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc
Page 48: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc
Page 49: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc
Page 50: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc
Page 51: Cell Design to Maximize Capacity in CDMA Networks Robert Akl, D.Sc

ConclusionsConclusions

Solved cell design problem.

Formed general principles on cell design.

Designed a call admission control algorithm.

Calculated upper bounds on throughput for a given network topology and traffic distribution profile.