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Partial Feedback Scheme with an Interference‐
Aware Subcarrier Allocation Scheme in a 
Correlated LTE Downlink 
Rosdiadee Nordin, Mahamod Ismail
Department of Electrical, Electronics and Systems Engineering
Faculty of Engineering and Built Environment
Universiti Kebangsaan Malaysia (Malaysia)
adee@eng.ukm.my, mahamod@eng.ukm.my 
INTRODUCTION
• Full feedback scheme increase the uplink
overhead requirement
• This paper consider the use of partial
feedback scheme utilizing DFT‐based
codebook precoding to exploit spatial
diversity from the multiuser (MU)‐MIMO.
• In addition, the frequency diversity will be
exploited via an interference‐aware
subcarrier allocation scheme.
• Self‐interference occurs due to an increasing
spatial correlation between the
communicating MIMO antennas
PROBLEM 
BACKGROUNDS
Feedback Schemes in MU‐MIMO Transmissions
• MU‐MIMO transmission uses the Channel Quality
Information (CQI) to serve the spatially
multiplexed users from the precoding techniques
• The use of precoding is at the expense of channel
knowledge – places significant burden on the
uplink
• Two feedback strategies considered:
– Full: feeds back a single CQI value for every matrix in
the codebook for each RB
– Partial: feeds back a single CQI value for the preferred
matrix for each RB (quantized)
• CQI information available per RB, allows channel
resources to be allocated effectively to different
users while reducing the amount of feedback.
DFT‐Based Codebook Precoding
• In LTE Rel 8, eNodeB transmits through a
codebook‐based spatial beam, which ensures
uniform sector coverage across the cell
• DFT‐based codebook has shown to be effective
against wide range of spatial correlation:
uncorrelated to fully correlated
-10 -5 0 5 10 15 20
0
2
4
6
8
10
12
SNR (dB)
capacity(bps/Hz)
RBS
=0.0,RMS
=0.0
RBS
=0.4,RMS
=0.4
RBS
=0.5,RMS
=0.5
RBS
=0.0,RMS
=0.9
RBS
=0.9,RMS
=0.0
RBS
=0.9,RMS
=0.9
RBS
=1.0,RMS
=1.0
OBJECTIVES
• Investigate BER performance between
partial vs. full feedback scheme in varying
MIMO channel conditions
• Mitigate the effect of MIMO spatial
correlation (self‐interference) by combining
both spatial and frequency diversity
METHODOLOGY
• SINR metric, representation of CQI & to determine the subcarrier allocation process
• has the knowledge of self‐interference, especially when the correlation is high inside spatial
subchannels
• Allows the user with lowest channel
gain to have the next best subcarrier
gain: fairness vs. error probability
• Involves sorting, comparing and
simple arithmetic.
• Ranks users from lowest to highest
channel gain
 
  NGGEHG
EHG
SINR
qjqjkqqksqjqjkk
sqqkkq
k




 


2
,
22
,
2
Knowledge of self-
interference
Main spatial layerq= spatial layer
k= subcarrier index
MMSE filter
Parameters Value
Downlink Bandwidth 5 MHz
Time Slot/ Sub‐frame 
duration
0.5 ms/ 
1ms
Subcarrier Spacing 15 kHz
Precoding CB size, L 1,2,4,8
FFT Size, NFFT 1024
Useable subcarrier, Nsub 600
Total users, K 10
OFDM symbols/ time slot 
(Short/Long CP)
7/6
Correlation Modes RMS RBS
Uncorrelated 0.00 0.00
Fully Correlated 0.90 0.90
Feedback Scheme
Full 
Feedback
Partial 
Feedback
SU‐
MIMO 
Preferred Layer 1 CQI 4 bits 4 bits 4 bits
Preferred Layer 2 CQI 4 bits 4 bits
Alternative Layer 1 CQI 4 bits ‐ ‐
Alternative Layer 2 CQI 4 bits ‐ ‐
Preferred Matrix Index 1 bit 1 bit 1 bit
Total bits per RB 17 bits 9 bits 5 bits
Assumptions
• 2x2 MU‐MIMO, QPSK ½ rate (LTE
Rel. 8)
• 500m radius, NLOS with 251 ns
delay spread (3GPP‐SCM Urban
Micro)
RESULTS & ANALYSIS
-8 -6 -4 -2 0 2 4 6 8
10
-3
10
-2
10
-1
10
0
Signal-to-Noise Ratio (SNR) in dB
BitErrorRate(BER)
CSI only (no precoding)
DFT only, L=2
DFT+ Interference-Aware, L=2
DFT+ Interference-Aware, L=8
Fully correlated channel Uncorrelated channel
-8 -6 -4 -2 0 2 4 6 8
10
-3
10
-2
10
-1
10
0
Signal-to-Noise Ratio (SNR) in dB
BitErrorRate(BER)
Partial MU, RMIMO
=0.99
Full MU, RMIMO
=0.99
Partial MU, RMIMO
=0.00
Full MU, RMIMO
=0.00
CONCLUSIONS
• DFT‐based codebook adaptation enables the quantization to exploit the spatial correlation
inherent in the channel.
• Full feedback scheme offers superior BER performance at the expense of a high uplink
overhead requirement.
• The partial feedback scheme offers a trade‐off between the multiuser diversity gain and
reduced feedback requirement.
• Combination of partial feedback and interference‐aware subcarrier allocation scheme improve
the BER performance, especially in a fully correlated MIMO channel.
-10 -5 0 5 10 15 20
10
-3
10
-2
10
-1
10
0
Signal-to-Noise Ratio (SNR) in dB
BitErrorRate(BER)
L=1, 'Full'
L=1, 'Uncorr'
L=2, 'Full'
L=2, 'Uncorr'
L=4, 'Full'
L=4, 'Uncorr'
L=8, 'Full'
L=8, 'Uncorr'
• SU‐MIMO does not benefit from the increased
codebook size for either correlation scenario since
eNodeB unable to exploit the channel knowledge from
the feedback path
• partial feedback scheme offers negligible
performance loss to the full feedback scheme with
the advantage of a reduced overhead requirement
on the uplink capacity
• Benefit of combining the DFT‐based codebook
precoding and an interference‐aware subcarrier
allocation scheme in a fully correlated channel for
partial feedback MU‐MIMO case
-8 -6 -4 -2 0 2 4 6 8
10
-3
10
-2
10
-1
10
0
Signal-to-Noise Ratio (SNR) in dB
BitErrorRate(BER)
CSI only (no precoding)
DFT only, L=2
DFT+ Interference-Aware, L=2
DFT+ Interference-Aware, L=8
• Trade‐offs to mitigate self‐interference vs.
codebook size
• Larger codebook has a richer selection of
precoding matrices that can be used to find a
better codeword match during encoding
*This work is supported by the Universiti Kebangsaan Malaysia, under the grant scheme UKM‐GGPM‐ICT‐032‐2011*

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Partial Feedback Scheme with an Interference-Aware Subcarrier Allocation Scheme in a Correlated LTE Downlink

  • 1. Partial Feedback Scheme with an Interference‐ Aware Subcarrier Allocation Scheme in a  Correlated LTE Downlink  Rosdiadee Nordin, Mahamod Ismail Department of Electrical, Electronics and Systems Engineering Faculty of Engineering and Built Environment Universiti Kebangsaan Malaysia (Malaysia) adee@eng.ukm.my, mahamod@eng.ukm.my  INTRODUCTION • Full feedback scheme increase the uplink overhead requirement • This paper consider the use of partial feedback scheme utilizing DFT‐based codebook precoding to exploit spatial diversity from the multiuser (MU)‐MIMO. • In addition, the frequency diversity will be exploited via an interference‐aware subcarrier allocation scheme. • Self‐interference occurs due to an increasing spatial correlation between the communicating MIMO antennas PROBLEM  BACKGROUNDS Feedback Schemes in MU‐MIMO Transmissions • MU‐MIMO transmission uses the Channel Quality Information (CQI) to serve the spatially multiplexed users from the precoding techniques • The use of precoding is at the expense of channel knowledge – places significant burden on the uplink • Two feedback strategies considered: – Full: feeds back a single CQI value for every matrix in the codebook for each RB – Partial: feeds back a single CQI value for the preferred matrix for each RB (quantized) • CQI information available per RB, allows channel resources to be allocated effectively to different users while reducing the amount of feedback. DFT‐Based Codebook Precoding • In LTE Rel 8, eNodeB transmits through a codebook‐based spatial beam, which ensures uniform sector coverage across the cell • DFT‐based codebook has shown to be effective against wide range of spatial correlation: uncorrelated to fully correlated -10 -5 0 5 10 15 20 0 2 4 6 8 10 12 SNR (dB) capacity(bps/Hz) RBS =0.0,RMS =0.0 RBS =0.4,RMS =0.4 RBS =0.5,RMS =0.5 RBS =0.0,RMS =0.9 RBS =0.9,RMS =0.0 RBS =0.9,RMS =0.9 RBS =1.0,RMS =1.0 OBJECTIVES • Investigate BER performance between partial vs. full feedback scheme in varying MIMO channel conditions • Mitigate the effect of MIMO spatial correlation (self‐interference) by combining both spatial and frequency diversity
  • 2. METHODOLOGY • SINR metric, representation of CQI & to determine the subcarrier allocation process • has the knowledge of self‐interference, especially when the correlation is high inside spatial subchannels • Allows the user with lowest channel gain to have the next best subcarrier gain: fairness vs. error probability • Involves sorting, comparing and simple arithmetic. • Ranks users from lowest to highest channel gain     NGGEHG EHG SINR qjqjkqqksqjqjkk sqqkkq k         2 , 22 , 2 Knowledge of self- interference Main spatial layerq= spatial layer k= subcarrier index MMSE filter Parameters Value Downlink Bandwidth 5 MHz Time Slot/ Sub‐frame  duration 0.5 ms/  1ms Subcarrier Spacing 15 kHz Precoding CB size, L 1,2,4,8 FFT Size, NFFT 1024 Useable subcarrier, Nsub 600 Total users, K 10 OFDM symbols/ time slot  (Short/Long CP) 7/6 Correlation Modes RMS RBS Uncorrelated 0.00 0.00 Fully Correlated 0.90 0.90 Feedback Scheme Full  Feedback Partial  Feedback SU‐ MIMO  Preferred Layer 1 CQI 4 bits 4 bits 4 bits Preferred Layer 2 CQI 4 bits 4 bits Alternative Layer 1 CQI 4 bits ‐ ‐ Alternative Layer 2 CQI 4 bits ‐ ‐ Preferred Matrix Index 1 bit 1 bit 1 bit Total bits per RB 17 bits 9 bits 5 bits Assumptions • 2x2 MU‐MIMO, QPSK ½ rate (LTE Rel. 8) • 500m radius, NLOS with 251 ns delay spread (3GPP‐SCM Urban Micro)
  • 3. RESULTS & ANALYSIS -8 -6 -4 -2 0 2 4 6 8 10 -3 10 -2 10 -1 10 0 Signal-to-Noise Ratio (SNR) in dB BitErrorRate(BER) CSI only (no precoding) DFT only, L=2 DFT+ Interference-Aware, L=2 DFT+ Interference-Aware, L=8 Fully correlated channel Uncorrelated channel -8 -6 -4 -2 0 2 4 6 8 10 -3 10 -2 10 -1 10 0 Signal-to-Noise Ratio (SNR) in dB BitErrorRate(BER) Partial MU, RMIMO =0.99 Full MU, RMIMO =0.99 Partial MU, RMIMO =0.00 Full MU, RMIMO =0.00 CONCLUSIONS • DFT‐based codebook adaptation enables the quantization to exploit the spatial correlation inherent in the channel. • Full feedback scheme offers superior BER performance at the expense of a high uplink overhead requirement. • The partial feedback scheme offers a trade‐off between the multiuser diversity gain and reduced feedback requirement. • Combination of partial feedback and interference‐aware subcarrier allocation scheme improve the BER performance, especially in a fully correlated MIMO channel. -10 -5 0 5 10 15 20 10 -3 10 -2 10 -1 10 0 Signal-to-Noise Ratio (SNR) in dB BitErrorRate(BER) L=1, 'Full' L=1, 'Uncorr' L=2, 'Full' L=2, 'Uncorr' L=4, 'Full' L=4, 'Uncorr' L=8, 'Full' L=8, 'Uncorr' • SU‐MIMO does not benefit from the increased codebook size for either correlation scenario since eNodeB unable to exploit the channel knowledge from the feedback path • partial feedback scheme offers negligible performance loss to the full feedback scheme with the advantage of a reduced overhead requirement on the uplink capacity • Benefit of combining the DFT‐based codebook precoding and an interference‐aware subcarrier allocation scheme in a fully correlated channel for partial feedback MU‐MIMO case -8 -6 -4 -2 0 2 4 6 8 10 -3 10 -2 10 -1 10 0 Signal-to-Noise Ratio (SNR) in dB BitErrorRate(BER) CSI only (no precoding) DFT only, L=2 DFT+ Interference-Aware, L=2 DFT+ Interference-Aware, L=8 • Trade‐offs to mitigate self‐interference vs. codebook size • Larger codebook has a richer selection of precoding matrices that can be used to find a better codeword match during encoding *This work is supported by the Universiti Kebangsaan Malaysia, under the grant scheme UKM‐GGPM‐ICT‐032‐2011*