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SON for Future Networks FUTURE NETWORKS 2014 Technische Universität Braunschweig 25. September 2014

SON for Future Networks€¦ · Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

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Page 1: SON for Future Networks€¦ · Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

SON for Future Networks

FUTURE NETWORKS 2014

Technische Universität Braunschweig 25. September 2014

Page 2: SON for Future Networks€¦ · Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

Multi-Layer LTE / Wi-Fi Access Network Selection

Yu Wang+, Daniela Laselva*, István Z. Kovács*, Per-Henrik Michaelsen*, Relja Djapicφ, Pieter Willemen^, Kathleen Spaeyx, Bart Sasx, Dries Naudts^, Andreas Bergström+

+Ericsson Research, Stockholm, Sweden; *Nokia, Aalborg, Denmark; φTNO, Delft, Netherlands; ^iMinds/Ghent University, Ghent, Belgium, x iMinds/University of Antwerp, Antwerp, Belgium

Page 3: SON for Future Networks€¦ · Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

SEMAFOUR Vision

3 SEMAFOUR - Workshop on SON for Future Networks, 25. September 2014

Decision    Support  System  

SERVICE  PROVIDER  

NETWORK  OPERATOR    

HETEROGENEOUS  NETWORK  

General  Network-­‐Oriented  ObjecGves  

Network  Status    related  to  General  Network-­‐Oriented  ObjecGves  

Integrated  SON  Management  

Physical  Network  Resources  

Physical  Network  Resources  

Physical  Network  Resources  

Policy-­‐Based  SON  Management  Mon

itorin

g  &  

Diagno

sis  

OperaGonal  SON  CoordinaGon  

MulG-­‐RAT  /  MulG-­‐layer  SON  

WLAN  Mgmt.  

2G  /  3G    SON  

LTE  SON  

UNIFIED SELF-MANAGEMENT SYSTEM

Page 4: SON for Future Networks€¦ · Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

§ Why SON for LTE/WiFi Access Network Selection?

§ Objective

§ SON function design for the Access Network Selection

§ SON function evaluation

§ SON function implementation

§ Summary and Future Work

Outline

4 SEMAFOUR - Workshop on SON for Future Networks, 25. September 2014

Page 5: SON for Future Networks€¦ · Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

§ Operators are using Wi-Fi for offloading –  “Carrier grade Wi-Fi”

§ Great interests in integrating cellular and Wi-Fi networks – WiFi Alliance: Hotspot 2.0 Release 1/2 – 3GPP: IP session continuity, ANDSF, Radio interworking

§ One key technology component: access network selection – Today behaviour: “Wi-Fi If Coverage”.

§ SON for access network selection – SON: proved working in related areas, e.g. load balancing – A good candidate to address the LTE/Wi-Fi access network selection in

dynamic radio and traffic environments

Why SON for LTE/WiFi Access Network Selection?

5 SEMAFOUR - Workshop on SON for Future Networks, 25. September 2014

Page 6: SON for Future Networks€¦ · Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

§ Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

– SON for LTE load control – SON for Inter-RAT LTE/Wi-Fi load control – QoS-oriented access network selection, e.g. based on a per user

throughput metric

Objective

6 SEMAFOUR - Workshop on SON for Future Networks, 25. September 2014

Average Load

Target

SON for LTE load control

Average Load

Target

SON for Inter-RAT LTE/Wi-Fi load control

Average Load

Target

Page 7: SON for Future Networks€¦ · Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

Objective: LTE Load Control Objective: Inter-RAT Load Control

No

No

LTE load and WiFi load monitoring

LTE load is high

WiFi load is high?

Steer traffic to WiFi

LTE load is low

Steer traffic to LTE

Yes

Yes

No

No

No

No

LTE load and WiFi load monitoring

LTE load is high

WiFi load is high

Steer traffic to WiFi

LTE load is low

WiFi load is low

Steer traffic to LTE

Steer traffic to LTE

Steer traffic to WiFi

Yes

Yes

Yes

Yes

SON Function Design for the Access Network Selection

7 SEMAFOUR - Workshop on SON for Future Networks, 25. September 2014

LTE load and WiFi load monitoring

Steer traffic to WiFi

Steer traffic to LTE

Steer traffic to LTE

Steer traffic to WiFi

Yes

Yes

Yes

Yes

No

No

No

No

SON for LTE load control

SON for Inter-RAT load control

WiFi load is high

LTE load is low

WiFi load is low

LTE load is high

?

?

Monitoring KPIs

Control Parameters

* When both LTE and WiFi load is high or low, no action will be taken

Page 8: SON for Future Networks€¦ · Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

&WiFi AP LTE Micro

&WiFi AP

SON Function Design – Control Parameters

8 SEMAFOUR - Workshop on SON for Future Networks, 25. September 2014

LTE Macro LTE Micro

RSS Threshold RSS Minimum Macro/Micro boundary

Macro

Micro

WiFi

LTE Macro

RSRP Threshold High RSS Minimum Macro/Micro boundary

RSRP Threshold Low

Macro

Micro

WiFi

WiFi RSS Threshold LTE RSRP High & RSRP Low Thresholds

To steer more traffic to WiFi –  Decrease WiFi RSS Threshold –  Decrease RSRP High Threshold

Increase RSRP Low Threshold

Page 9: SON for Future Networks€¦ · Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

§  LTE load – Average raw percentage of physical resource blocks (PRBs) utilization – Average fraction of required PRBs in a cell to serve connected UEs

with a certain minimum bit rate

§ Wi-Fi load – Average percentage of channel busy time of a Wi-Fi AP – The channel is considered as busy if there is at least one active

connection associated to the AP and the AP or a UE is transmitting

§ How fast the SON functions can change configuration parameters which determine access network selection of UEs

§  Observation & Adjustment period (0.5 – 2 seconds) §  Control parameter step size (0.5 – 5 dB)

SON Function Design – Monitoring KPIs

9 SEMAFOUR - Workshop on SON for Future Networks, 25. September 2014

Page 10: SON for Future Networks€¦ · Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

SON Function Evaluation - Scenario

10 SEMAFOUR - Workshop on SON for Future Networks, 25. September 2014

LTE Macro LTE Micro & WiFi User location Deployment: LTE macro layer: [email protected], 46dBm LTE micro layer: [email protected] 33dBm 6dB range extension WiFi 802.11n: [email protected]/5GHz, 20dBm

Traffic hot zone area

§  Realistic dense urban environments §  Dense WiFi deployment §  Outdoor & Indoor

Outdoor Hot Zone

Page 11: SON for Future Networks€¦ · Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

§ Evaluation domain:

SON Function Evaluation - Overview

11 SEMAFOUR - Workshop on SON for Future Networks, 25. September 2014

LTE Load Control Inter-RAT Load Control

RSS Threshold RSRP Thresholds

Indoor Outdoor

Static Users Mobile Users

Objective

Control Parameter

Environment

Mobility

§ Presented in this presentation: – LTE Load Control + RSRP Thresholds + Outdoor + Static Users –  Inter-RAT Load Control + RSS Threshold + Outdoor + Static Users

Page 12: SON for Future Networks€¦ · Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

§ RSRP Threshold Low (macros) and RSRP Threshold High (micros) are properly adjusted to meet the objective, i.e. keep LTE cell load within target range (60-80%)

SON Function Evaluation – LTE Load Control

12 SEMAFOUR - Workshop on SON for Future Networks, 25. September 2014

1 2 3 4 5 6 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18

10

20

30

40

50

60

70

80

90

100

Cell l

oad

(%)

LTE Macro Co-located LTE Micro / Wi-Fi AP

-110

-100

-90

-80

-70

-60

-50

-40

RSRP

Thr

(dBm

)

Cell LoadRSRP Thr HighRSRP Thr Low

Outdoor Hot Zone scenario without UE mobility

High load in macro#3 due to limited offloading possibilities

Page 13: SON for Future Networks€¦ · Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

§ The SON configuration results in 50% offload to Wi-Fi while good Wi-Fi throughput is achieved, i.e. 5th-ile throughput of 2.6 Mbps

§ Overall good performance is achieved, avg UE throughput=19.1 Mbps –  vs. Baseline “Wi-Fi if coverage” with mean UE throughput = 10.5 Mbps

§ Micro performance lower than macro due to presence of cell-edge UEs

SON Function Evaluation – LTE Load Control cont’

13 SEMAFOUR - Workshop on SON for Future Networks, 25. September 2014

Outdoor Hot Zone scenario without UE mobility

Page 14: SON for Future Networks€¦ · Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

§  RSS Thresholds are properly adjusted to meet the objective, i.e. balance the load between LTE and Wi-Fi

SON Function Evaluation – Inter-RAT Load Control

14 SEMAFOUR - Workshop on SON for Future Networks, 25. September 2014

1 2 3 4 5 1 2 3 4 5 6 7 8 9 1011121314151617180

20

40

60

80

100

Cell

load

-80-75-70-65-60-55-50-45-40

RSS

thre

shol

d (d

Bm)

1 2 3 4 5 1 2 3 4 5 6 7 8 9 1011121314151617180

20

40

60

80

100

Cell

load

-80-75-70-65-60-55-50-45-40

RSS

thre

shol

d (d

Bm)

Fixed Threshold = -65 dBm

SON function

Wi-Fi Load

LTE Load

RSS Threshold

Page 15: SON for Future Networks€¦ · Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

§ Convergence and stabilization of the RSS threshold

SON Function Evaluation – Inter-RAT Load Control cont’

15 SEMAFOUR - Workshop on SON for Future Networks, 25. September 2014

20 40 60 80 100 1200

20

40

60

80

100

Load

(%)

-80-75-70-65-60-55-50-45-40

RS

S th

resh

old

(dB

m)

Time (sec)

RSS thresholdWLAN AP loadLTE cell load

Page 16: SON for Future Networks€¦ · Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

§  The proposed SON functions are intended to be implemented in a distributed manner

–  Control parameters are updated every few seconds

§  Implementation of the access network selection rules –  Executed in terminals assisted by the network: Control parameter thresholds

are sent to terminals via broadcasted or dedicated signalling channels being standardized in 3GPP (RAN2 R12)

–  Controlled by the network: Control parameters are monitored at a network node and the node controls the access network selection

§  Information exchange between LTE and WiFi –  Standardization of such an interface is being discussed in 3GPP (RAN3 SI) –  Proprietary interfaces –  Terminals as relays

SON Function Implementation

16 SEMAFOUR - Workshop on SON for Future Networks, 25. September 2014

Page 17: SON for Future Networks€¦ · Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

§  SON functions for LTE and Wi-Fi access network selection have been designed, evaluated and demonstrated in realistic dense urban scenarios

§  The effectiveness of the SON functions was proved with controlled load levels and improved user throughput

§ We found the performance of the SON functions were most sensitive to the control parameter updating pace, i.e. the step size and period

§ Next step: QoS-oriented access network selection, e.g. based on a per user throughput metric

Summary and Future Work

17 SEMAFOUR - Workshop on SON for Future Networks, 25. September 2014

Page 18: SON for Future Networks€¦ · Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

DEMONSTRATOR on Multi-Layer LTE / Wi-Fi Access Network Selection Presented in Room SN22.2 during the next break!

POSTERS on the SEMAFOUR use cases

Presented during the next break in Room SN22.2

Don’t miss!

18 SEMAFOUR - Workshop on SON for Future Networks, 25. September 2014

Page 19: SON for Future Networks€¦ · Objective: Access network selection between multi-layer LTE and Wi-Fi in dense urban deployments to improve user experience and network efficiency

Thank you for your attention

www.fp7-semafour.eu

19 SEMAFOUR - Workshop on SON for Future Networks, 25. September 2014