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Dynamic Subcarrier Allocation
    with ESINR Metric in
   Correlated SM-OFDMA
              Wireless Advanced 2010
     Rosdiadee Nordin, Prof. Joe McGeehan & Dr. Simon
                    University of Bristol


  Centre for Communications Research
Presentation Outline
 Self-interference
 DSA-ESINR
 Simulation Parameters
 Results & Analysis
 Conclusion


    Centre for Communications Research
3


  Correlation in MIMO
 Correlation occurs due to:
   antenna location/spacing
   lack of scatterers
   angular spread.
 Resulting in self-interference.
 Retransmissions and equalisation do not
improve the BER performance.
4


  Self-Interference
 MIMO only works when the channel is in
low correlation.
 In practice:
                       h’
       s0                   h’           r0
                                                r0=r1=h’(s0+s1)
              BS            h’   MS
                                               Scenario: all spatial layers
                   `


                       h’                      are fully correlated
       s1                                r1

 Mathematically:
                                 If h’ coefficients are correlated, then [H] is
            [S]   =[H]-1[R]      ill-conditioned matrix and difficult to invert
5


  ESINR Metric
 Is the performance metric to determine the
subcarrier allocation.
                           MMSE filter
  q= spatial layer                                                         Main spatial layer
                                               Gk H k qq
                                                               2
                                                                   Es
                  q
                      
                                                                                          N
            ESINR k
                          Gk H k qj, j  q
                                                2                  2           2
                                                    E s  Gk       qq
                                                                         Gk   qj, j  q
                                                                                                Knowledge of
                                                                                                self-interference
       k= subcarrier index
6


  DSA-ESINR
 Involves sorting, comparing and simple
arithmetic.
 Ranks users from lowest to highest ESINR.
 Fairness: Allow poor users to have the next
‘best’ subcarriers.
 Prevents users from sharing the same
subcarrier with the adjacent layer (interferer).
7


           System Model                                                                                                      X1                   Tx1                  Rx1
                                                                                                                                                            H1
                                                                                      X1                                With Index 1
    Transmitter at Base Station                                                                                                         OFDM                      H3
                                                                                                                            X1
User k Input                                                                                                            With Index 2
   Data           Scrambling/ FEC/           Symbol          Serial to Parallel&                      DSA
                                                                                                                                                                 H2      Rx2
    X1X2        Puncturing/ Interleaving     Mapping        Spatial Multiplexing                     mapping                 X2                   Tx2
                                                                                                                        With Index 3
                                                                                                                                                            H4
                                                                                     X2                                      X2         OFDM
                                                                                                                        With Index 4

                  Uplink process                                                     Index 1 2 3 4
                  Downlink process                                                                                                                Index 4
                                                               ESINR and channel
      Index 1                                                                                         DSA
      Index 2
                } DSA-ESINR                                    gain feedback from
                                                                   other users
                                                                                                     Scheme
                                                                                                                                        Index 3
                                                                                                                                                  Index 2

      Index 3                                                                                                                           Index 1
      Index 4   } DSA-Scheme 1




                                                                                            ESINR1
                                                                                                     ESINR2
                                                                                                      [ H3 ]
                                                                                                               [ H4 ]
                                                                                                   ESINR
                                                                                                 calculation

     Receiver at Mobile Station k                                                     [ H1 H3 ]                [ H2 H4 ]

                                                                                       S1                                              Y1     DSA
                                                                                                                                                             OFDM
     User k             Deinterleaving/                       S1 S2    Parallel to                    MMSE     [ H1 H3 ]                    Demapping
                                                 Symbol
     Output          Depuncturing/ Viterbi                            Serial& De-                     Linear
                                                Demapping
      Data          Decoding/ Descrambling                            Multiplexing                   Detection           Y2                   DSA
                                                                                       S2
                                                                                                                          [ H2 H4 ]         Demapping            OFDM
8


  Compared against…
 Maximum Gain Sort-Swap (MGSS):
   Sort subcarriers pairs by metric of total
    perceived gain.
   Swap subcarriers between users.
   Two parts: initial allocation and iteration.
 ESINR metric is used to improve the
allocation process.
9

  Simulation Setup
 Simulated under BPSK, ½ rate based on V-
BLAST (2×2).
 Nsub= 768, NFFT= 1024 for 16 users, 48
subcarriers per user.                            1

                                                0.9


3GPP-SCM ‘Urban Micro’:                         0.8

                                                0.7


• RMS delay spread= 251 ns

                             Normalised power
                                                0.6



• Excess delay= 1200 ns
                                                0.5

                                                0.4


• 2000 i.i.d Rayleigh                           0.3

                                                0.2

                                                0.1


                                                 200   300   400   500         600         700   800   900   1000
                                                                         Excess delay (ns)
10


  Correlation Model
 Kronecker product, RMIMO=RMSRBS
 Uncorrelated = ideal channel environment
 Fully correlated = worst case, i.e. dominated
by self-interference
       Correlation Modes   RBS    RMS
         Uncorrelated      0.00   0.00

        Fully Correlated   0.99   0.99
11

                             Example of Spatial Correlation
                             RMIMO= 0.00 (uncorrelated)                                                                                                         RMIMO= 0.85
                                                                                                                                               10
                      10
                                                                                                                                                5
                       5
                                                                                                                                                0
                       0

                                                                                                                                                -5




                                                                                                                         Transmit Power (dB)
                       -5
Transmit Power (dB)




                      -10                                                                                                                      -10

                      -15                                                                                                                      -15

                      -20                                                                                                                      -20

                      -25                                                                              h                                       -25                                                             h11
                                                                                                       11
                                                                                                       h                                                                                                       h12
                      -30                                                                              12                                      -30
                                                                                                       h                                                                                                       h21
                                                                                                       21
                      -35                                                                                                                      -35
                                                                                                       h
                                                                                                       22                                                                                                      h22
                      -40
                         0     100   200   300       400                         500     600     700                                           -40
                                                                                                                                                  0     100     200       300       400      500   600   700
                                                 Subcarrier
                                                                                                                                                                                Subcarrier
                                                                          10



                                                                           5
                                                    Transmit power (dB)




                                                                           0
                                                                                                                                                                            RMIMO= 0.99
                                                                           -5

                                                                                                                                                                    h11
                                                                          -10                                                                                       h12
                                                                                                                                                                    h21
                                                                                                                                                                    h22
                                                                          -15
                                                                             0     100     200     300          400                    500            600     700
                                                                                                            Subcarrier
12


BER Performance
           0                                               0
      10                                              10


           -1
      10                                                   -1
                                                      10


           -2
      10
                                                           -2
                                                      10

           -3
BER




                                                BER
      10

                                                           -3
                                                      10
           -4
      10


                                                           -4
           -5   MGSS-ESINR                            10        MGSS-ESINR
      10
                MGSS-ChG                                        MGSS-ChG
                DSA-ESINR                                       DSA-ESINR
                DSA-ChG                                         DSA-ChG
           -6                                              -5
      10                                              10
        -10        0          10      20   30           -10        0          10      20   30
                            SNR(dB)                                         SNR(dB)




       Uncorrelated channel                                Fully correlated channel
13


Allocated Subcarriers 10


                       0
  Channel Gain (dB)




                      -10


                      -20


                      -30                                         Source
                                                                  Interferer
                                                                  ESINR Metric
                      -40                                         DSA-ESINR
                                                                  DSA-ChG
                                                                  DSA-ChG (Interferer)
                      -50
                         0   100   200   300       400      500      600      700
                                               Subcarrier

                             Uncorrelated channel
14


Allocated Subcarriers10



                      5
 Channel Gain (dB)




                      0



                      -5
                                                                  Source
                                                                  Interferer
                     -10                                          ESINR Metric
                                                                  DSA-ESINR
                                                                  DSA-ChG
                                                                  DSA-ChG (Interferer)
                     -15
                        0    100   200   300       400      500      600      700
                                               Subcarrier

                            Fully correlated channel
15


                        Effective Correlation
                          1
                                                                                       1
                        0.8
                                                                                     0.8
                        0.6
                                                                                     0.6
                        0.4
                                                                                     0.4
Effective Correlation




                                                             Effective Correlation
                        0.2
                                                                                     0.2

                          0
                                                                                       0

                        -0.2
                                                                                     -0.2

                        -0.4                                                         -0.4

                        -0.6   DSA-ESINR                                             -0.6      DSA-ESINR
                               MGSS-ESINR
                                                                                               MGSS-ESINR
                        -0.8   h    &h                                               -0.8      h11&h22
                               11       12
                               DSA-ChG                                                         DSA-ChG
                         -1                                                           -1
                                    1             11    21                                      1            11     21
                                             SNR (dB)                                                    SNR (dB)



                           Uncorrelated channel                                             Fully correlated channel
16


                                    Pdf distribution at SNR= 0 dB
                              3                                                                                                      2.5
                                   DSA-ChG                                                                                                  DSA-ESINR
                                   DSA-ESINR                                                                                                MGSS-ESINR
                                   MGSS-ESINR                                                                                               DSA-ChG
                             2.5
                                   h11&h12                                                                                            2




                                                                                                        p(correlation coefficient)
p(correlation coefficient)




                              2
                                                                                                                                     1.5

                             1.5

                                                                                                                                      1
                              1


                                                                                                                                     0.5
                             0.5


                              0                                                                                                       0
                              -1   -0.8   -0.6   -0.4    -0.2      0      0.2     0.4   0.6   0.8   1                                 -1   -0.8   -0.6   -0.4    -0.2      0     0.2      0.4   0.6   0.8   1
                                                        correlation coefficient                                                                                 correlation coefficient


                                    Uncorrelated channel                                                                                   Fully correlated channel
17


                                          Pdf distribution across SNR
                             1.8                                                                                                      2
                                   SNR= 10 dB                                                                                              SNR= 10 dB
                             1.6   SNR= 20 dB                                                                                        1.8   SNR= 20 dB
                                   SNR= 30 dB                                                                                              SNR= 30 dB
                             1.4                                                                                                     1.6
p(correlation coefficient)




                                                                                                                                     1.4




                                                                                                        p(correlation coefficient)
                             1.2
                                                                                                                                     1.2
                              1
                                                                                                                                      1
                             0.8
                                                                                                                                     0.8
                             0.6
                                                                                                                                     0.6
                             0.4
                                                                                                                                     0.4
                             0.2
                                                                                                                                     0.2
                              0                                                                                                       0
                              -1   -0.8   -0.6   -0.4    -0.2      0      0.2     0.4   0.6   0.8   1                                 -1   -0.8   -0.6   -0.4    -0.2      0      0.2     0.4   0.6   0.8   1
                                                        correlation coefficient                                                                                 correlation coefficient



                                                 DSA-ESINR                                                                                          MGSS-ESINR
18


  Conclusions

 ESINR with a combination of DSA can minimise
  the effect of self-interference.
 Outperforms other forms of suboptimal
  allocation by 3 dB at BER=10-3 and known as
  MGSS .
 Allocation improves as SNR increase.
Thank You!



Centre for Communications Research

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Dynamic subcarrier allocation with ESINR metric in correlated SM-OFDMA

  • 1. Dynamic Subcarrier Allocation with ESINR Metric in Correlated SM-OFDMA Wireless Advanced 2010 Rosdiadee Nordin, Prof. Joe McGeehan & Dr. Simon University of Bristol Centre for Communications Research
  • 2. Presentation Outline  Self-interference  DSA-ESINR  Simulation Parameters  Results & Analysis  Conclusion Centre for Communications Research
  • 3. 3 Correlation in MIMO  Correlation occurs due to:  antenna location/spacing  lack of scatterers  angular spread.  Resulting in self-interference.  Retransmissions and equalisation do not improve the BER performance.
  • 4. 4 Self-Interference  MIMO only works when the channel is in low correlation. In practice: h’ s0 h’ r0 r0=r1=h’(s0+s1) BS h’ MS Scenario: all spatial layers ` h’ are fully correlated s1 r1 Mathematically: If h’ coefficients are correlated, then [H] is [S] =[H]-1[R] ill-conditioned matrix and difficult to invert
  • 5. 5 ESINR Metric  Is the performance metric to determine the subcarrier allocation. MMSE filter q= spatial layer Main spatial layer Gk H k qq 2 Es q   N ESINR k Gk H k qj, j  q 2 2 2 E s  Gk qq  Gk qj, j  q Knowledge of self-interference k= subcarrier index
  • 6. 6 DSA-ESINR  Involves sorting, comparing and simple arithmetic.  Ranks users from lowest to highest ESINR.  Fairness: Allow poor users to have the next ‘best’ subcarriers.  Prevents users from sharing the same subcarrier with the adjacent layer (interferer).
  • 7. 7 System Model X1 Tx1 Rx1 H1 X1 With Index 1 Transmitter at Base Station OFDM H3 X1 User k Input With Index 2 Data Scrambling/ FEC/ Symbol Serial to Parallel& DSA H2 Rx2 X1X2 Puncturing/ Interleaving Mapping Spatial Multiplexing mapping X2 Tx2 With Index 3 H4 X2 X2 OFDM With Index 4 Uplink process Index 1 2 3 4 Downlink process Index 4 ESINR and channel Index 1 DSA Index 2 } DSA-ESINR gain feedback from other users Scheme Index 3 Index 2 Index 3 Index 1 Index 4 } DSA-Scheme 1 ESINR1 ESINR2 [ H3 ] [ H4 ] ESINR calculation Receiver at Mobile Station k [ H1 H3 ] [ H2 H4 ] S1 Y1 DSA OFDM User k Deinterleaving/ S1 S2 Parallel to MMSE [ H1 H3 ] Demapping Symbol Output Depuncturing/ Viterbi Serial& De- Linear Demapping Data Decoding/ Descrambling Multiplexing Detection Y2 DSA S2 [ H2 H4 ] Demapping OFDM
  • 8. 8 Compared against…  Maximum Gain Sort-Swap (MGSS):  Sort subcarriers pairs by metric of total perceived gain.  Swap subcarriers between users.  Two parts: initial allocation and iteration.  ESINR metric is used to improve the allocation process.
  • 9. 9 Simulation Setup  Simulated under BPSK, ½ rate based on V- BLAST (2×2).  Nsub= 768, NFFT= 1024 for 16 users, 48 subcarriers per user. 1 0.9 3GPP-SCM ‘Urban Micro’: 0.8 0.7 • RMS delay spread= 251 ns Normalised power 0.6 • Excess delay= 1200 ns 0.5 0.4 • 2000 i.i.d Rayleigh 0.3 0.2 0.1 200 300 400 500 600 700 800 900 1000 Excess delay (ns)
  • 10. 10 Correlation Model  Kronecker product, RMIMO=RMSRBS  Uncorrelated = ideal channel environment  Fully correlated = worst case, i.e. dominated by self-interference Correlation Modes RBS RMS Uncorrelated 0.00 0.00 Fully Correlated 0.99 0.99
  • 11. 11 Example of Spatial Correlation RMIMO= 0.00 (uncorrelated) RMIMO= 0.85 10 10 5 5 0 0 -5 Transmit Power (dB) -5 Transmit Power (dB) -10 -10 -15 -15 -20 -20 -25 h -25 h11 11 h h12 -30 12 -30 h h21 21 -35 -35 h 22 h22 -40 0 100 200 300 400 500 600 700 -40 0 100 200 300 400 500 600 700 Subcarrier Subcarrier 10 5 Transmit power (dB) 0 RMIMO= 0.99 -5 h11 -10 h12 h21 h22 -15 0 100 200 300 400 500 600 700 Subcarrier
  • 12. 12 BER Performance 0 0 10 10 -1 10 -1 10 -2 10 -2 10 -3 BER BER 10 -3 10 -4 10 -4 -5 MGSS-ESINR 10 MGSS-ESINR 10 MGSS-ChG MGSS-ChG DSA-ESINR DSA-ESINR DSA-ChG DSA-ChG -6 -5 10 10 -10 0 10 20 30 -10 0 10 20 30 SNR(dB) SNR(dB) Uncorrelated channel Fully correlated channel
  • 13. 13 Allocated Subcarriers 10 0 Channel Gain (dB) -10 -20 -30 Source Interferer ESINR Metric -40 DSA-ESINR DSA-ChG DSA-ChG (Interferer) -50 0 100 200 300 400 500 600 700 Subcarrier Uncorrelated channel
  • 14. 14 Allocated Subcarriers10 5 Channel Gain (dB) 0 -5 Source Interferer -10 ESINR Metric DSA-ESINR DSA-ChG DSA-ChG (Interferer) -15 0 100 200 300 400 500 600 700 Subcarrier Fully correlated channel
  • 15. 15 Effective Correlation 1 1 0.8 0.8 0.6 0.6 0.4 0.4 Effective Correlation Effective Correlation 0.2 0.2 0 0 -0.2 -0.2 -0.4 -0.4 -0.6 DSA-ESINR -0.6 DSA-ESINR MGSS-ESINR MGSS-ESINR -0.8 h &h -0.8 h11&h22 11 12 DSA-ChG DSA-ChG -1 -1 1 11 21 1 11 21 SNR (dB) SNR (dB) Uncorrelated channel Fully correlated channel
  • 16. 16 Pdf distribution at SNR= 0 dB 3 2.5 DSA-ChG DSA-ESINR DSA-ESINR MGSS-ESINR MGSS-ESINR DSA-ChG 2.5 h11&h12 2 p(correlation coefficient) p(correlation coefficient) 2 1.5 1.5 1 1 0.5 0.5 0 0 -1 -0.8 -0.6 -0.4 -0.2 0 0.2 0.4 0.6 0.8 1 -1 -0.8 -0.6 -0.4 -0.2 0 0.2 0.4 0.6 0.8 1 correlation coefficient correlation coefficient Uncorrelated channel Fully correlated channel
  • 17. 17 Pdf distribution across SNR 1.8 2 SNR= 10 dB SNR= 10 dB 1.6 SNR= 20 dB 1.8 SNR= 20 dB SNR= 30 dB SNR= 30 dB 1.4 1.6 p(correlation coefficient) 1.4 p(correlation coefficient) 1.2 1.2 1 1 0.8 0.8 0.6 0.6 0.4 0.4 0.2 0.2 0 0 -1 -0.8 -0.6 -0.4 -0.2 0 0.2 0.4 0.6 0.8 1 -1 -0.8 -0.6 -0.4 -0.2 0 0.2 0.4 0.6 0.8 1 correlation coefficient correlation coefficient DSA-ESINR MGSS-ESINR
  • 18. 18 Conclusions  ESINR with a combination of DSA can minimise the effect of self-interference.  Outperforms other forms of suboptimal allocation by 3 dB at BER=10-3 and known as MGSS .  Allocation improves as SNR increase.
  • 19. Thank You! Centre for Communications Research