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Interference Management in Femto/Small Cell and Macro Environments Harish Viswanathan Joint Work with Alexander Stolyar May, 2010

Interference Management in Femto/Small Cell and Macro ...ctw2010.ieee-ctw.org/mon/Vishwanathan.pdf · Femto/Small Cell and Macro Environments Harish Viswanathan Joint Work with Alexander

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Page 1: Interference Management in Femto/Small Cell and Macro ...ctw2010.ieee-ctw.org/mon/Vishwanathan.pdf · Femto/Small Cell and Macro Environments Harish Viswanathan Joint Work with Alexander

Interference Management in Femto/Small Cell and Macro Environments

Harish Viswanathan

Joint Work with Alexander Stolyar

May, 2010

Page 3: Interference Management in Femto/Small Cell and Macro ...ctw2010.ieee-ctw.org/mon/Vishwanathan.pdf · Femto/Small Cell and Macro Environments Harish Viswanathan Joint Work with Alexander

All Rights Reserved © Alcatel-Lucent 2006, #####3 | Presentation Title | Month 2006

Emerging Deployment Scenarios

Outdoor Hotzones/RRH

Home Femtos

Relays

Enterprise Femto/Pico

HetNets

Targeted and Effective

Cells deployed only where additional capacity or coverage is needed or there are opportunities for offloading

Less predictable Interference patterns because of unplanned deployment and bursty traffic

Self-organizing, self-optimizing solutions

Presenter
Presentation Notes
Small cells make the system heterogeneous Small cells added to undo the deep shadow effects create hot-spots for places of high traffic demand improve edge-user performance
Page 4: Interference Management in Femto/Small Cell and Macro ...ctw2010.ieee-ctw.org/mon/Vishwanathan.pdf · Femto/Small Cell and Macro Environments Harish Viswanathan Joint Work with Alexander

All Rights Reserved © Alcatel-Lucent 2006, #####4 | Presentation Title | Month 2006

Interference management Issues - I

• Downlink interference from Macro shrinkscoverage of low power small cells for signal strength based association

• Alternate cell selection schemes also driven by backhaul congestion and load balancing

• Consequence

• Users in very low geometries or high interference conditions are served

• In the uplink, the users connected to the macro BS in proximity of small cell severely interfere with the users in the small cell

• Control channel interference

• Creation of more cell “edges”

Small coverage area due to low power transmission

UE

BS

Presenter
Presentation Notes
First bullet consequences: connect to a cell with very low geometries; other reason is because poor backhaul conditions.
Page 5: Interference Management in Femto/Small Cell and Macro ...ctw2010.ieee-ctw.org/mon/Vishwanathan.pdf · Femto/Small Cell and Macro Environments Harish Viswanathan Joint Work with Alexander

All Rights Reserved © Alcatel-Lucent 2006, #####5 | Presentation Title | Month 2006

Interference management issues - II

Interference from Closed Subscriber Group (CSG) femto cell

• UE cannot associate with femto cell even if it has good connectivity to it

• Forward link -> UE suffers interference from such CSG femto cell

• Reverse link -> CSG femto cell sees interference from non-CSG UE

BS

Femto cell

UEBS

In the forward link, CSG femto causes interference to non-CSG femto users

In the reverse link, user causes interference to CSG femto

UECSG

UEBS

UECSG

BS

Page 6: Interference Management in Femto/Small Cell and Macro ...ctw2010.ieee-ctw.org/mon/Vishwanathan.pdf · Femto/Small Cell and Macro Environments Harish Viswanathan Joint Work with Alexander

All Rights Reserved © Alcatel-Lucent 2006, #####6 | Presentation Title | Month 2006

Dynamic Frequency Allocation

Distributed with limited message exchange between cells or through devices

Dynamic sharing to optimize the tradeoff between better SINR and degrees of freedom

Interference Measurement based

Effective use of transmit poweron different portions of the spectrum

Simple to Implement

Femto Only Macro OnlyFemto + Macro

Enhanced cell selection

Carrier Aggregation

Dynamic Resource Management

Page 7: Interference Management in Femto/Small Cell and Macro ...ctw2010.ieee-ctw.org/mon/Vishwanathan.pdf · Femto/Small Cell and Macro Environments Harish Viswanathan Joint Work with Alexander

All Rights Reserved © Alcatel-Lucent 2006, #####7 | Presentation Title | Month 2006

Soft Fractional Reuse

1 2

3

2

3

1

A set of frequency resources is

reserved for each cell in a cluster to

achieve interference avoidance

All frequency resources are used in

every cell but at different power

levels to minimize interference

More sophisticated than separating cell central and edge users

Page 8: Interference Management in Femto/Small Cell and Macro ...ctw2010.ieee-ctw.org/mon/Vishwanathan.pdf · Femto/Small Cell and Macro Environments Harish Viswanathan Joint Work with Alexander

All Rights Reserved © Alcatel-Lucent 2006, #####8 | Presentation Title | Month 2006

Problem

i = user index, Xi = average data rate

k = sector index; P* = sector power limit

j = sub-band index; P(k)j = power allocated by sector k in sub-band j

Problem: maxP U(X) = ∑ log Xi s.t. ∑j P(k)j · P*, 8 k

Given fixed power allocation P={P(k)j} in the system, each sector k can

independently (by doing optimal scheduling) maximize its own utility U(k)(X) = ∑ i 2 sector k log Xi

P uniquely determines X=X(P) => The optimization is on the power allocation P

Focus is on downlink best effort traffic

Page 9: Interference Management in Femto/Small Cell and Macro ...ctw2010.ieee-ctw.org/mon/Vishwanathan.pdf · Femto/Small Cell and Macro Environments Harish Viswanathan Joint Work with Alexander

All Rights Reserved © Alcatel-Lucent 2006, #####9 | Presentation Title | Month 2006

Multi-cell Gradient (MGR) Algorithm – General Approach

Each sector k constantly tries to reallocate (in small increments) its power among sub-bands, to improve the overall system utility U.

Reallocation is done based on the partial derivatives of U w.r.t. the sector powers P(k)

j :

? ???Own Cell Out of Cell

∂∂

•∆+=+ )()()( )()1( k

j

kk

PUQtPtP

Page 10: Interference Management in Femto/Small Cell and Macro ...ctw2010.ieee-ctw.org/mon/Vishwanathan.pdf · Femto/Small Cell and Macro Environments Harish Viswanathan Joint Work with Alexander

All Rights Reserved © Alcatel-Lucent 2006, #####10 | Presentation Title | Month 2006

Coordination

1

2

3

)1(

)2(

jPU∂∂

)3(

)2(

jPU∂∂

)2(

)1(

jPU∂∂

)3(

)1(

jPU∂∂

)2(

)3(

jPU∂∂

)1(

)3(

jPU∂∂

Partial derivates are exchanged with strongest interferers periodically

Page 11: Interference Management in Femto/Small Cell and Macro ...ctw2010.ieee-ctw.org/mon/Vishwanathan.pdf · Femto/Small Cell and Macro Environments Harish Viswanathan Joint Work with Alexander

All Rights Reserved © Alcatel-Lucent 2006, #####11 | Presentation Title | Month 2006

Partial derivatives

?

Can be measured by users; SLOW feedback to their BS

Fast SNR feedback from users to their BS

Optimal fraction of time user i is scheduled in sub-band j

Page 12: Interference Management in Femto/Small Cell and Macro ...ctw2010.ieee-ctw.org/mon/Vishwanathan.pdf · Femto/Small Cell and Macro Environments Harish Viswanathan Joint Work with Alexander

All Rights Reserved © Alcatel-Lucent 2006, #####12 | Presentation Title | Month 2006

Shadow Scheduling algorithm for the partial derivatives’ estimation

Algorithm in each sector k runs over virtual time slots, possibly more than 1 per actual time slot

1. Choose user

In each virtual slot, we sequentially pick each sub-band j and do the following:

2. Update average rates:

3. For each neighbor sector m (including self, m=k), update:

The algorithm produces asymptotically optimal estimates of Dj(m,k)

when parameters β1,β2 >0 are small

Standard scheduling step

Gradient Update

Page 13: Interference Management in Femto/Small Cell and Macro ...ctw2010.ieee-ctw.org/mon/Vishwanathan.pdf · Femto/Small Cell and Macro Environments Harish Viswanathan Joint Work with Alexander

All Rights Reserved © Alcatel-Lucent 2006, #####13 | Presentation Title | Month 2006

FL, BE traffic, 57 sectors: Random uniform user distribution, Full Buffer traffic, Fast fading

>50% edge throughput improvement for same sector throughput

Geometric average of throughputs Vs. Sector edge

throughput

Average sector throughput Vs. Sector edge throughput

>25% loss in sector throughput for same edge throughput

Nearly x2 improvement in edge throughput

Page 14: Interference Management in Femto/Small Cell and Macro ...ctw2010.ieee-ctw.org/mon/Vishwanathan.pdf · Femto/Small Cell and Macro Environments Harish Viswanathan Joint Work with Alexander

All Rights Reserved © Alcatel-Lucent 2006, #####14 | Presentation Title | Month 2006

FL, BE traffic, 57 sectors: Random uniform user distribution, Full Buffer traffic, Fast fading

Power/sub-band dynamics (MGR) Average power/sub-band (MGR)

Page 15: Interference Management in Femto/Small Cell and Macro ...ctw2010.ieee-ctw.org/mon/Vishwanathan.pdf · Femto/Small Cell and Macro Environments Harish Viswanathan Joint Work with Alexander

All Rights Reserved © Alcatel-Lucent 2006, #####15 | Presentation Title | Month 2006

FL, BE traffic, 57 sectors: Random non-uniform user distribution, Full Buffer traffic, Fast fading

Geometric average of throughputs Vs. Sector edge

throughput

>60% improvement in edge throughput

Higher edge throughput is achievable

>60% improvement in edge throughput

Average sector throughput Vs. Sector edge throughput

DFFR automatically adapts to traffic distribution to provide gains

Page 16: Interference Management in Femto/Small Cell and Macro ...ctw2010.ieee-ctw.org/mon/Vishwanathan.pdf · Femto/Small Cell and Macro Environments Harish Viswanathan Joint Work with Alexander

All Rights Reserved © Alcatel-Lucent 2006, #####16 | Presentation Title | Month 2006

Global versus Local Optimization

Performance remains almost the same for 30 different initial conditions of the power values

Benefits are larger with no fast fading

Opportunistic scheduling + Fast fading provide some degree of “automatic” interference avoidance

MGR Vs Universal

Page 17: Interference Management in Femto/Small Cell and Macro ...ctw2010.ieee-ctw.org/mon/Vishwanathan.pdf · Femto/Small Cell and Macro Environments Harish Viswanathan Joint Work with Alexander

All Rights Reserved © Alcatel-Lucent 2006, #####17 | Presentation Title | Month 2006

Summary

Efficient FFR pattern is created automatically, and dynamically adapts to traffic load and other changes

Fading provides some interference mitigation benefits without FFR

Significant performance improvement for cell edge users

References

Uplink Best Effort B. Rengarajan, A.L. Stolyar, H. Viswanathan, A Semi-autonomous Algorithm for Self-

organizing Dynamic Fractional Frequency Reuse on the Uplink of OFDMA Systems, CISS 2009

Downlink Best Effort A.L. Stolyar, H. Viswanathan, Self-organizing Dynamic Fractional Frequency Reuse for

Best-Effort Traffic Through Distributed Inter-cell Coordination , INFOCOM'2009

Downlink VoIP A.L. Stolyar, H. Viswanathan, Self-organizing Dynamic Fractional Frequency Reuse in

OFDMA Systems , INFOCOM 2008.