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8/9/2019 LTE<E-A Interference Coordination for Femtocells.pdf
http://slidepdf.com/reader/full/ltelte-a-interference-coordination-for-femtocellspdf 1/98
8/9/2019 LTE<E-A Interference Coordination for Femtocells.pdf
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 22
In a nutshell
• Part 1: Refresh your memory!
– LTE and LTE‐A
– The road to the future
– An overview
of
ICIC
techniques
• Part 2: Femto‐macro interference
– Relevant details of the LTE air interface
– Performance comparison
of
existing
techniques
– Introduction of a novel technique to protect non‐CSG users
• Part 3: Femto‐femto interference
– Network
„densification“
and
its
effects – Centralized interference mitigation
– Distributed interference mitigation
• Conclusion
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 33
Part 1:
Know
your
LTE
‐
A
(B,Cs)
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 44
What’s so great about LTE?
• LTE
– Long‐term evolution of 3G using 3G
spectrum
– Smooth introduction of 4G
• LTE‐Advanced
– Evolution of LTE: Targets
achievement of sufficiently higher
system performance than that for
LTE
• Bandwidth: 100 MHz
• Peak throughput: 1 Gbps
– Backward compatible with LTE to
enable continuous
enhancement
and deployment
– Meet or exceed IMT‐Advanced
requirements within the ITU‐R time
plan
5~20 MHz bandwidth
~100 MHz bandwidth
System performance
2000’s 2010’s
HSUPA
HSDPA
WCDMA Release 99
LTE
Smooth introduction of
4G
Long‐term
evolution
of
3G
LTE‐Advanced
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 55
The old and the new
• LTE‐Advanced
shall
be
deployed
as
an
evolution
of
LTE
Rel.
8 with
new
bands available
• LTE‐Advanced shall be backwards compatible with LTE Rel. 8
Smooth and flexible system migration from LTE Rel. 8 to LTE‐Advanced
An LTE‐A UE works in an LTE cell
An LTE UE works in an LTE‐A cell
• LTE‐Advanced contains all features of LTE Rel. 8&9 and additional features
for further
evolution
8/9/2019 LTE<E-A Interference Coordination for Femtocells.pdf
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LTE
Rel.
8 LTE‐
Advanced
Peak data rateDL 300 Mbps 1 Gbps
UL 75 Mbps 500 Mbps
Peak spectrum efficiency
[bps/Hz]
DL 15 30
UL 3.75 15
* Target peak data rate of 1 Gbps for nomadic/local areas is specified in Circular Letter (CL)
*1 See TR25.912 (Case 1 scenario) *2 See TR36.913 (Case 1 scenario) *3 See ITU‐R M.2135 (Base Coverage Urban scenario)
Target Performance for LTE‐Advanced
Cell‐edge user
throughput
[bps/Hz/cell
/user]
DL
2‐by
‐2 0.05 0.07
4‐by‐2 0.06 0.09
4‐by‐4 0.08 0.12
UL1‐by‐2 0.024 0.04
2‐by
‐4 – 0.07
Ant. Config. LTE Rel. 8*1 LTE‐Advanced*2
Capacity
[bps/Hz/cell]
DL
2‐by‐2 1.69 2.4
4‐
by‐
2 1.87 2.64‐by‐4 2.67 3.7
UL1‐by‐2 0.74 1.2
2‐by‐4 – 2.0x 1.4‐1.7
8/9/2019 LTE<E-A Interference Coordination for Femtocells.pdf
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What’s new in LTE‐A?
• Wider
bandwidth
(carrier
aggregation) – Improves peak data rate and spectrum flexibility
– Meets ITU‐R requirements for bandwidth (>=40
MHz)
– Spectrum/carrier aggregation
based
on
component carrier (CC) concept to maintain
backward compatibility and allow smooth
network migration
• Advanced MIMO techniques (covered yesterday)
– Improves peak data rate and cell/cell‐edge
spectrum efficiency
– Meets ITU
‐R
requirements
for
DL
cell
spectrum
efficiency
– SU‐MIMO with up to 8‐layers for DL and 4‐layers
for UL
– MU‐MIMO with enhanced CSI feedback
8/9/2019 LTE<E-A Interference Coordination for Femtocells.pdf
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What’s new in LTE‐A?
• Enhanced inter‐cell interference coordination (eICIC)
– Improves cell‐edge user throughput, coverage, and
deployment flexibility
– Interference coordination for layered cell deployment with
different transmit power levels
– Carrier aggregation can be used for frequency domain
coordination
– Time domain coordination and power control are also to be
introduced• Relaying
– Improves coverage and cost effective deployment
– Type 1 relay node which can be seen as a Rel. 8 eNB from a
Release 8 LTE terminal
• Coordinated multipoint (CoMP) transmission and reception
– Scope is limited to intra‐eNB CoMP (implementation issue)
– LTE Self Optimizing Network (SON) enhancements – HNB and HeNB mobility enhancements
8/9/2019 LTE<E-A Interference Coordination for Femtocells.pdf
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HeteroGenius Networks
Characteristics
• Wired backhaul• Closed access
• User‐deployed
Major Issues
• Mitigating femto‐to‐macro
interference
• Mitigating interference
between nearby femto‐cells
Characteristics
• Wireless backhaul
• Open access
• Operator‐deployed
Major Issues
• Effective backhaul design• Mitigating relay to macro‐
cell interference
Characteristics
• Wired backhaul
• Open access• Operator‐deployed
Major Issues
• Effectively offloading
traffic from macro‐cell
• Mitigating interference
caused to macro‐cell
users
Motivation•4G networks will be characterized by a high‐density
deployment of low‐power nodes
• It is essential for these nodes to operate without negatively
affecting the overall performance
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8/9/2019 LTE<E-A Interference Coordination for Femtocells.pdf
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Why do we need interference management
with femtocell deployment?
Significant femtointerference fornearby macroUEs!
8/9/2019 LTE<E-A Interference Coordination for Femtocells.pdf
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Overview of ICIC in LTE/LTE‐A
• LTE
(Rel‐
8/9) – Only one CC is available
– Make do with what you have and devise interference management
techniques assuming that macro and femtocells use the same CC
– Frequency‐domain
ICIC
?
– Time‐domain ICIC within one CC?
• LTE‐Advanced (Rel‐10/11)
– Multiple CCs
available
in
the
system
– Frequency‐domain ICIC over multiple CCs is possible
– Time‐domain ICIC within one CC is also possible
– Much greater flexibility for interference management
8/9/2019 LTE<E-A Interference Coordination for Femtocells.pdf
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Sharing is caring
• Fractional frequency
reuse
(FFR)
improves
the
throughput
for
UEs
close
to
the cell boarder
– Protecting UEs close to cell boarder employing frequency reuse
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8/9/2019 LTE<E-A Interference Coordination for Femtocells.pdf
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Rel‐10 ICIC in heterogeneous networks
• To support
femtocell
deployment
effectively,
ICIC
is
necessary
• Different from homogeneous network (macrocell deployments),
– Low power nodes (femto eNBs) must mute (or reduce transmission
power) Named as “Protected resources” here
– High power nodes (macro eNBs) need not mute
Named as “Non‐ protected resources” here
• Protected/Non‐protected resources are multiplexed in frequency or time‐
domain Both
ICIC
techniques
are
effectively
supported
in
Rel
‐10
Cell layer
Time
Frequency
Femto layer Macro layer
Frequency-domain ICIC
C a r r
i e r
# 1
C a r r i e r
# 2
Frequency
Time
Cell layer
Time-domain ICIC
C a r r i e r # 1
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8/9/2019 LTE<E-A Interference Coordination for Femtocells.pdf
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Frequency‐domain ICIC for LTE‐A
• Multiple CCs
are
employed
to
perform
ICIC
for
control
channel
• In order to indicate the assignment for different carriers, additional bits
(CIF: Carrier Indicator Field) is introduced
8/9/2019 LTE<E-A Interference Coordination for Femtocells.pdf
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Time‐domain ICIC
• In order
to
apply
time
‐domain
ICIC,
femto
eNBs
must
mute
specific
subframes to protect UEs connected to macro eNBs
• However, cell‐specific reference signal (CRS) needs to be sent for
handover measurements, etc.
Known in the 3GPP community as “Almost blank subframes (ABSs)”
• There are issues with CSI measurements on protected and non‐protected
subframes at the macro layer
8/9/2019 LTE<E-A Interference Coordination for Femtocells.pdf
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What else?
• Cell‐specific
reference
symbol
(CRS)
interference
is
a major
issue
• Additional mechanisms to cope with the CRS interference are under
discussion
– Non‐zero transmit power ABS
– CRS cancelation at UE
– Transmitter side processing (sending interfering cell lists)
– Etc.
8/9/2019 LTE<E-A Interference Coordination for Femtocells.pdf
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Part 2:
A
comparison
of
state‐of
‐the
‐art
ICIC
techniques
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 2121
The almighty grid – the LTE frame structure
• A lot of work has been done on data region interference mitigation
• In this work, we focus on the control region because if it cannot be
decoded, the
data
region
(and
therefore
the
whole
subframe)
is
anyway
lost
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 2222
Introducing the control channels: PCFICH
The control channel is
1/2/3 OFDM symbols
long!
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 2323
Introducing the control channels: PHICH
OK Mr. UE, I’ve
received your UL
transmissions!
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 2424
Introducing the control channels: PHICH
OK Mr. UE, I’ve
received your UL
transmissions!
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 2525
Introducing the control channels: PDCCH
Hey you UE! Here are
your DL and UL
grants: x/y/z RBs!
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 2626
What the control region really looks like
• The control
region
contains
3 control
channels:
– PCFICH: occurs only on first OFDM symbol; scattered in frequency
domain; indicates size of control region
– PDCCH: spread in time and frequency; carries scheduling information
– PHICH: spread in time and frequency; contains HARQ information
• We focus on the performance of the first two because of differences in
their distribution patterns – the PCFICH has restricted positions in the time
domain, whereas
the
PDCCH
is
dispersed
in
the
time
and
frequency
domains
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 2727
What is already done
(a)
•No coordination
Heavy
interference on 2
OFDM symbols
(b)
• Femto control
channel sparseness
Interference to
first OFDM symbol
is lowered
(c)
•Almost blank subframe
Only interference from
reference symbol
Femto data transmission
is not allowed
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 2828
Enter my apartment at your own peril!
• 5x5 grid model
• Macro users uniformly distributed
• Trapped macro
UEs
are
the
focus
of
attention
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 2929
System setup (simulation parameters)
Parameter Value
Avg. 5x5 blocks per sector 4Avg. macro UEs per sector 10
Inter-site distance 500 m
HeNB activation probability 10%
System bandwidth 10 MHz
eNB transmit power 46 dBm
HeNB transmit power 20 dBm
Wall penetration loss 20 dB
Results (1/3): PDCCH performance for
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 3030
Results (1/3): PDCCH performance for
trapped macro UEs
• Significant improvement over benchmark
• Sparseness also
degrades
femto
‐to
‐femto
performance
(not
seen
here)
Results (2/3): PHICH performance for
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 3131
Results (2/3): PHICH performance for
trapped macro UEs
• Macro performance improves
• Femto performance
degrades
(not
seen
here)
Results (3/3): PCFICH performance for
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 3232
Results (3/3): PCFICH performance for
trapped macro UEs
• Macro performance improves, but is still not good enough
• Femto performance
degrades,
but
is
acceptable
(not
seen
here)
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 3333
Discussion
• The backward compatible macro‐to‐femto interference mitigation
techniques are good for PDCCH
• However, their performance for the PCFICH is poor
• The next
section
specifically
deals
with
PCFICH
protection
for
trapped
macro UEs
• Once again, backward compatibility is key!
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 3434
• Closed
Subscriber
Group
(CSG)
ID
manipulation
[3GPP
TR
36.921]. – The HeNB changes between a default CSG ID (assigned at deployment
time) and a dedicated (operator configured) CSG ID.
– When there is a nearby macro UE, the HeNB uses the dedicated CSG ID
so that
the
UE
can
access
the
HeNB,
otherwise
it
uses
the
default.
The HeNB needs to be aware of when a macro UE is near it to trigger
CSG ID selection.
Centralized controller is required to ensure that no HeNB uses either
CSG ID for a long time.
Heavy signaling burden.
• Physical Cell Identity (PCI) reservation
– It is
possible
to
reserve
a subset
of
available
PCIs
for
HeNB
use
No interference coordination through this approach
Things others are doing
We actively change the PCI of the HeNB at startup so that it
causes the
lowest
collision
with
the
PCFICH
of
the
trapped
macro
UE!
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 3535
• The PCFICH is important to protect because
– Our past work has shown that it exhibits the worst SINR performance
compared to the other control channels.
– So far it has not been possible to satisfactorily protect the PCFICH from femto‐
cell interference.
– If the PCFICH is incorrectly decoded by the trapped macro UE, the subframe is
lost.
• Further advantages:
Since HeNBs serve a small number of users (with typically a low PDCCH
aggregation level), the control channel is sparse enough to allow for the
rearrangement of PCFICH, PHICH and PDCCH on the femto layer.
This proposal can easily handle PCFICH protection for macro UEs trapped
within the coverage of multiple HeNBs.
Why is the PCFICH so important?
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 3636
How are PCFICH elements physically mapped?
• The 16 PCFICH resource elements are distributed over the entire frequency spectrum.
• The PCFICH always occurs on the first OFDM symbol.
• The location of the PCFICH resource elements undergoes an offset depending on the
physical cell identity (PCI).
x is an integer
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 3737
And what about the PDCCH?
• The PDCCH search space (which CCEs are used for the PDCCH) of a UE depends on
the C‐RNTI assigned to that UE.
• The order of the CCEs is interleaved – the interleaving pattern is fixed.
• The CCE interleaved order is cyclically shifted, depending on the PCI of the H/eNB.
• This leads to the PDCCH locations being randomized, depending on the PCI.
Illustration only
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 3838
So we propose…
• The proposal advocates carefully selecting the PCI of HeNBs at start‐up, such that
any interference caused by their control channels to the PCFICH of any trapped
macro UEs is avoided.
– In order for this to be possible, the HeNB needs to identify the eNB that it is
closest to.
• Identifying the eNB means that the HeNB must be aware of the PCI of the eNB
(decoded using synchronization procedure).
Illustration only
h d b d
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What needs to be done
• This procedure can not only protect all the control channels butalso the CRSs
Identify
•HeNB identifies mostdominant macro eNB
Decode
•HeNB decodes dominanteNB’s PCI
Adjust
•HeNB adjusts its own PCIto reduce interference
Co‐channel deployment of macro and
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 4040
Co channel deployment of macro and
femto‐cells
• Stripe model used
• Not
all
UEs
are
allowed
to
connect
to
a
HeNBFor UEs having no access to HeNBs, downlink interference is
significant
• Since the control channel is very important for proper functionality,
how do
we
protect
the
control
channel
of
trapped
macro
UEs?
O ll UE f
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 4141
Overall macro UE performance
• Compared to sparseness, this proposal results in an improvement of approximately
2 dB – especially at the low percentiles. This corresponds to the trapped macro
UEs.
• Better performance than ABS configuration (due to better collision avoidance).
Deceivingly small
Improvement!
Overall macro UE performance with power
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 4242
p p
control
• All curves shift to the right due to power control
• Femtocell performance is still acceptable (not seen here)
I t / d t
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 4343
Improvements/advantages
Enables the aggressor HeNB to continue to transmit data. Not possible with almost
blank subframes
The proposed technology results in a significant improvement over introducing
sparseness to
the
control
channel.
• Therefore this technology incorporates the benefits of both sparseness and almost
blank subframes.
• Multiple macro UEs can be protected simultaneously.
• No additional
hardware
is
needed.
• No additional signaling is needed.
• This procedure is backwards compliant with Rel.‐8/9 UEs.
• Can be seamlessly combined with power control to boost performance even
further.
L l d
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 4444
Lessons learned
• First study
dedicated
to
control
channel
performance
for
LTE
• Impact on vulnerable trapped macro UEs assessed
• Two backward compatible techniques analyzed
• Results show
significant
performance
improvements
for
PDCCH
but
not
for
PCFICH
• PCFICH protection is further analyzed
• A novel technique employing only PCI manipulation is shown to
significantly improve PCFICH performance without losing the femto
subframe
• A few topics for further work would involve data channel interference
mitigation, power
consumption
analysis
and
handover
improvements
for
legacy systems; new control channel designs for future releases.
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 4545
Part 3:
Femto
‐to
‐Femto
interference
Femtocells O er ie
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Copyright © 2012 DOCOMO Communications Laboratories Europe GmbH Infrastructure Research Group 4646
Femtocells ‐ Overview
Increase
in
coverage Increase in data rate
Increase in interference
macro‐BS
FBS‐2
FBS‐1
FUE‐2
FUE‐1
MUE
2
3
1
1. Between FUE and MBS
2. Between MUE and FBS
3. Between FUE and FBS
Femtocells Overview
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Femtocells ‐ Overview
Increase
in
coverage Increase in data rate
Increase in interference
macro‐BS
FBS‐2
FBS‐1
FUE‐2
FUE‐1
MUE
2
3
1
1. Between FUE and MBS
2. Between MUE and FBS
3. Between FUE and FBS
How can
we
maintain
acceptable
user
experience
in
dense
femtocell
networks?
Carrier Aggregation for LTE‐A
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Carrier Aggregation for LTE‐A
freq.
CC1 CC2 CC3 CC4 CC5
100 MHz
• LTE-A makes use of carrier aggregation via the use ofcomponent carriers (CCs)
• Improves peak data rate and spectrum flexibility
• Meets ITU-R requirements for bandwidth (>=40 MHz)• Backward compatibility is maintained
• Smooth network migration is possible with minimal loss ofservice for legacy terminals
How should the cake be eaten?
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How should the cake be eaten?
Interference between femtocells is a severe problem in densely deployed networks
Desired quality of service cannot be achieved for cell edge users
Resource partitioning is widely used to enhance the performance of cell edge users
interfering neighbors transmit data on different CCs
the drawback is that it decreases the network’s overall resource efficiency
Vast variations of the interference conditions experienced by a BS during its operation
Dynamic environment
BSs should use as many resources as possible depending on their interference environment flexibility in the amount of assigned resources
B
C
A
2
Component Carrier
1 3 freq.
pow.
Interference
How should the cake be eaten?
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How should the cake be eaten?
Interference between femtocells is a severe problem in densely deployed networks
Desired quality of service cannot be achieved for cell edge users
Resource partitioning is widely used to enhance the performance of cell edge users
interfering neighbors transmit data on different CCs
the drawback is that it decreases the network’s overall resource efficiency
Vast variations of the interference conditions experienced by a BS during its operation
Dynamic environment
BSs should use as many resources as possible depending on their interference environment flexibility in the amount of assigned resources
B
C
A
2
Component Carrier
1 3 freq.
pow.
Interference
Aim
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Aim
Interference mitigation techniques should:
1. Be dynamic in nature
resource assignment should be updated according to changes in the radio
environment
2. Achieve high resource utilization
21 3 freq.
pow.B
C
AInterference
Desired Signal
Aim
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Aim
Interference mitigation techniques should:
1. Be dynamic in nature
resource assignment should be updated according to changes in the radio
environment
2. Achieve high resource utilization
3. Be suitable for multi ‐user deployments
Each user in the same cell experiences different interference conditions
CC allocation should be done according to the UE measurements
Primary CC (PCC)
21 3 freq.
pow.
A
B
C
PCC
3
2
3
11
3
B
C
A
2
Interference
Desired Signal
1
Aim
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Aim
Interference mitigation techniques should:
1. Be dynamic in nature
resource assignment should be updated according to changes in the radio
environment
2. Achieve high resource utilization
3. Be suitable for multi ‐user deployments Each user in the same cell experiences different interference conditions
CC allocation should be done according to the UE measurements
Primary CC (PCC)
Secondary CCs (SCC)
4. Be applicable to the networks
with a central controller ‐ central approach
without a central controller ‐ distributed approach
5. Be compatible with the LTE ‐ A systems
21 3 freq.
pow.
A
B
C
PCC
3
2
3
1 3 SCC1
3B
C
A
2
31
Interference
Desired Signal
Two different approaches
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Two different approaches
Central ApproachResources are assigned by a central
controller
More efficient resource utilization than
the distributed approach
Needs extra signaling between the BSs
and the controllerHigh computational complexity at the
controller
Distributed Approach Resources are assigned autonomously by
BSs
Less complexity
High signaling overhead
Requires long time period to reach a stable
resource allocationLow resource efficiency
Dynamic interference mitigation by resource partitioning
Central brain
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Central brain
• Interfering neighbor discovery:
C
A
Central
controller
How does the controller assign resources to the BSs?
B Interference
Central brain
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Central brain
• Interfering neighbor discovery:
UE makes measurement
Identifies its interfering neighbors according to a predefined SINR threshold
C
A
Central
controller
How does the controller assign resources to the BSs?
AA,C
B
B Interference
Feedback
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A centrally controlled graph based scheme
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A centrally controlled graph based scheme
• Interfering neighbor discovery:
UE makes measurement
Identifies its interfering neighbors according to a predefined SINR threshold
• BSs send cell IDs of the interfering neighbors to the central controller
• The central controller maps this information into an interference graph where Each node corresponds a BS
An edge connecting two nodes represents the interference between two BSs
C
A
Central
controller
B C
A
How does the controller assign resources to the BSs?
AA,C
B
A
A, C
B
B Interference
Feedback
Backhaul
So what is graph coloring?
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So what is graph coloring?
Graph coloring is a way of coloring the vertices of a graph such thatno two adjacent vertices share the same color
here, Node BS; color CC
−20 −10 0 10 20
−25
−20
−15
−10
−5
0
5
10
15
20
25
distance (m)
d i s t a n c e ( m )
So what is graph coloring?
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So what is graph coloring?
Graph coloring is a way of coloring the vertices of a graph such thatno two adjacent vertices share the same color
here, Node BS; color CC
−20 −10 0 10 20
−25
−20
−15
−10
−5
0
5
10
15
20
25
distance (m)
d i s t a n c e ( m )
−20 −10 0 10 20
−25
−20
−15
−10
−5
0
5
10
15
20
25
distance (m)
d i s t a n c e ( m )
4
21
3
31
3
4
2
34
1
3
5
6
2
1
3
Resources can be assigned dynamically
One CC per BS is inefficient, as, when the number of CCs increases, a lot of
bandwidth tends to be wasted
Inefficiencies in terms of resource utilization
How can we improve upon this?
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How can we improve upon this?
A BD
E
F
pow.
freq.
C
The recursive step
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The recursive step
Applying the graph coloring algorithm multiple times
Identify CCs that can be assigned to BSs without causing undue
interference
A BD
E
F
A BD
E
F
pow.
freq.
C C
Being clever helps too
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g p
A BD
E
C
Resource efficiency
: 5/15
pow.
freq.
Being clever helps too
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g p
Identify the CC‐BS pairing which maximizes the resource efficiency
A BD
E
C
A BD
E
C
Resource efficiency
: 5/15Resource
efficiency
: 6/15
pow.
freq.
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Graph based
dynamic
frequency
reuse
(GB
‐
DFR)
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• 1st Step: Apply the graph coloring algorithm smin times
– Where smin is the minimum number of CCs that must be allocated toeach BS
– Using the cost function, assign one CC to every BS in each iteration(gains seen especially when the number of available CCs is high) –doing so increases the reuse efficiency of the system
• 2nd Step:
For each CC:
– Using the cost function again, identify the combination of BSs whichmaximizes the utilization of this CC (example on slide 65)
• Advantages:
Dynamic adaptation according to prevailing interference conditions
Number of assigned CCs per BS is automatically adjusted dependingon the interference conditions
Very low wastage of resources
Low complexity and computational cost
DFR)
Simulation Parameters
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• 5x5 grid case
• Downlink only
• Only femto‐femto interference is
considered
HeNB
UE
Parameter Value
System bandwidth 20 MHz
Traffic model Full buffer
max BS power 10 dBm
Antenna gain 0 dBi
Fading model No fast fading
Activation ratio 0.5
Number of UEs per BS 1
Number of CCs 6
SINR threshold 5
dB
Performance Evaluation – CDF of SINR
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-10 0 10 20 30 40 5050
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
SINR [dB]
C D F
Reuse-1
Conv. Graph Col. (S=6)
GB-DFR (S=6)
Performance Evaluation
– CDF
of
User
Capacity
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Capacity
0 5 10 15 20 25 30 35 400
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
User capacity [Mbps]
C D F
Reuse-1
Conv. Graph Col. (S=6)
GB-DFR (S=6)
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Effect of SINR threshold on performance
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14 16 18 20 22 24 260
2
4
6
8
10
12
Average User Capacity [Mbps]
5 t h a n d
1 0 t h P e r c e
n t i l e U s e r C
a p a c i t y
5th percentile user capacity
10th percentile user capacity
th= 0dB
th= 5dB
th= 20dB
th= 15dB
th= 10dB
Sweet spotSweet spots
Lessons learned
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• Femto‐femto interference is a severe problem in femtocell networks
• Dynamic assignment of resources
– Decreases coverage holes – Results in high resource utilization
• GB‐
DFR attains a significant capacity improvement for cell‐
edge UEs, at theexpense of a modest decrease for cell‐centre users
• Next section:
– Extending the GB‐DFR to the networks where BSs serve multiple UEs
– Fully distributed/autonomous approach
Two different approaches (recap)
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Central ApproachResources are assigned by a central
controller
More efficient resource utilization than
the distributed approach
Needs extra signaling between the BSs
and the controllerHigh computational complexity at the
controller
Distributed Approach Resources are assigned autonomously by
BSs
Less complexity
High signaling overhead
Requires long time period to reach a stable
resource allocationLow resource efficiency
Dynamic interference mitigation by resource partitioning
The decentralized technique – a summary
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• Aim:
– Autonomously assign resources in unplanned wireless networks
– Balance high spatial reuse of radio resources with interference
protection for cell‐edge users
• The proposed method relies on UE measurements
– Dynamic adaptation to the interference conditions faced in random
deployments
• Less signaling overhead compared to existing LTE and LTE‐A signaling
procedures
• Can easily be adapted to work in either the time or the frequency domain
Resource assignment – who gets what?
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21 3 freq.
pow.
AB
C
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Resource assignment – who gets what?
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• Dynamic interference environment Number and position of neighbors change during the
operation
Fixed frequency planning is sub‐optimal
Dynamic assignment of resources!
21 3 freq.
pow.
A
B
C3
2
3
13
Potential
interference path
AB
C
21
Resource assignment – who gets what?
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• Dynamic interference environment
Number and position of neighbors change during theoperation
Fixed frequency planning is sub‐optimal
Dynamic assignment of resources!
• Multi‐user deployment
Users in the same cell experience different interferenceconditions
Resource assignment should depend on UE
measurements to maximize resource utilization Classify resources according to their foreseen usages
21 3 freq.
pow.
A
B
C3
2
3
1 33
Potential
interference path
AB
C
21
3
Not all CCs are created equal
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• Reserved CC
(RCC):
– Allocated to cell edge UEs
– Protected region
2
3
A
B
C
1
A B
C
Potential
interference path3
21
1
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Not all CCs are created equal
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• Reserved CC
(RCC):
– Allocated to cell edge UEs
– Protected region
• Banned CC:
– Interfering neighbors are restricted to use
the RCC allocated to the victim UE
– This guarantees desired SINR at cell edge
UEs• Auxiliary CC (ACC):
– Allocated to the UEs facing less interference
– Neighbors are not restricted
– Increases resource
efficiency,
especially,
for
the multi‐user deployments2
3
A
B
C
1
A B
C
Potential
interference path3
21
1
XX
X X
3
3
What is needed to get this to work?
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1. IDs of interfering BSs (UE Serving BS)
– Each UE can measure the received
power from the BSs in its vicinity
– It identifies
interfering
BS
IDs
according
to the predefined SINR threshold
A
C
Potential
interference path3
1
2B
1
2
3
A
B
C
1
What is needed to get this to work?
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1. IDs of interfering BSs (UE Serving BS)
– Each UE can measure the received
power from the BSs in its vicinity
– It identifies
interfering
BS
IDs
according
to the predefined SINR threshold
C
BA
1, 3
2, 3
Potential
interference path
Feedback from UE
2
3
A
B
C
1
What is needed to get this to work?
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2. RCC Indicator (BS Interfering BS)
– Used for preventing interfering
BSs to use the RCC allocated to
the victim
UE
A
C
Potential
interference path
2
3
A
B
C
1
3
1
2B
1to B & C:
Don’t use 1
X
X
RCC indicator
X
X
to A & C:
Don’t use 2
What is needed to get this to work?
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3. SINR over each CC (UE Serving BS)
– Each UE observes different SINR over each CC
– These measurements are used to find out which
CCs are available for transmission (as a RCC or
ACC) depending on the predefined SINR threshold
value
A
C
Potential
interference path
2
3
A
B
C
1 XX
X X
3
1
2B
1
What is needed to get this to work?
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1 2 3
- + -
1 2 3
+ + +
A
C
Potential
interference path
B
Feedback from UE
1 2 3
+ - -
+ + +
Received SINR on each CC (cell A):
2
3
A
B
C
1 XX
X X
Received SINR on each CC (cell B):
Received SINR on each CC (cell C):
+ = over threshold
‐ = below threshold
= banned CC
3. SINR over each CC (UE Serving BS)
What is needed to get this to work?
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1 2 3
- + -
1 2 3
+ + +
A
C
Potential
interference path
B
Feedback from UE
1 2 3
+ - -
+ + +
Received SINR on each CC (cell A):
2
3
A
B
C
1 XX
X X
Received SINR on each CC (cell B):
Received SINR on each CC (cell C):
+ = over threshold
‐ = below threshold
= banned CC
3. SINR over each CC (UE Serving BS)
2
3
1 3XX
X X
next time slot
Our latest
acronym:
Dynamic
Autonomous
CC Assignment – DACCA
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g
Our latest
acronym:
Dynamic
Autonomous
CC Assignment – DACCA
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g
Event triggered
CCs configuration is updated
only if there is a change in the
interference environment
All BSs are synchronized
with a time duration equal to
that of a so‐called ‘time slot’
Between the starting
instances of
two
time
slots,
the CC configuration remains
undisturbed
Simulation parameters
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• 5x5 grid case and downlink direction is investigated
• Only interference
between
femto
BSs
is
considered
• Statistics are taken at the end of 10th slot
• Three methods are compared:
BS sniffing 1/4 and 2/4
DACCA
Femto BS
UE
Parameter Value
System bandwidth 40 MHz
(4 x
10
MHz)
Traffic model Full buffer
Max. Tx Power per CC 20 dBm
Antenna gain 0 dBi
Shadowing std. dev. 10 dB
Activation ratio 0.2
Number of UEs per BS 4 (closed access)
SINR threshold 5 dB
-20 -10 0 10 20-25
-20
-15
-10
-5
0
5
10
15
20
25
CDF of SINR
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-20 -10 0 10 20 30 40 50 60 70 8050
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
SINR [dB]
C D F
BS Sniffing (1/4)
BS Sniffing (2/4)
DACCA
CDF of user capacity
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0 5 10 15 20 25 30 35 40 45 500
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
User capacity [Mbps]
C D
F
BS Sniffing (1/4)
BS Sniffing (2/4)
DACCA
Mean cell capacity versus user capacity
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35 40 45 50 55 60 65 70 750
1
2
3
4
5
6
7
8
9
Mean Cell Capacity[Mbps]
U s e r C a p a c
i t y [ M b p s ]
BS Sniffing (1/4)
BS Sniffing (2/4)
DACCA
20%
20%
10%
10%
10%
5%
5%
5%
20%
Convergence of the algorithm
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1 2 3 4 5 6 7 8 9 100
10
20
30
40
50
60
70
80
Time Slot
P e r c
e n t a g e
Percentage of Assigned Resources
Percentage of Collisions (SINR<-10dB)
Allocated RBs / All RBs
RBs Facing SINR below ‐10dB / Allocated RBs
Effect of SINR threshold
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50 55 60 65 70 75 801.5
2
2.5
3
3.5
4
Average Cell Capacity [Mbps]
C e l l E d g e C a
p a c i t y [ M b p s
]
-5 dB
0 dB
15 dB
10 dB5 dB
Wrap up
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• We have
had
a look
at
some
fairly
simple
and
backward
‐compatible
femto
‐
macro interference mitigation techniques and studied their performance
• We have identified that the control channel is particularly susceptible to
interference – especially since it is so inflexible
• In particular, the most important control channel exhibits the worst
performance
• We have addressed this issue by proposing a clever interference mitigation
technique• We then consider the case of femto‐femto interference
• We have had a look at an interference mitigation technique which relies
on a central controller
• We have then attempted to remove the central controller and see if that
works (it does)
Where do we go from here?
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• Lots of
interesting
areas
for
further
research
• Femtocells are not going anywhere
• Design of special air interfaces to deal especially with the interference
problem• New ways of handling handovers
• Clever scheduling strategies with tight macro‐femto cooperation
• Femtocells with cognitive radio?
• MIMO?
• Etc.
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DOCOMO Communications Laboratories Europe GmbH
Zubin Bharucha
bharucha@docomolab‐
euro.com