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V- BLAST : Speed and Ordering

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Title: V- BLAST : Speed and Ordering


1
V- BLAST Speed and Ordering
  • Madhup Khatiwada IEEE New Zealand
    Wireless Workshop 2004
  • (M.E. Student) 2nd September,
    2004
  • University of Canterbury Alan MacDiarmid
    Centre, Industrial Research Ltd.
  • Supervisor Dr. P. J. Smith Lower
    Hutt, Wellington

2
MIMO Wireless System
  • Multiple Input Multiple Output (MIMO)
  • Multiple antennas at source and destination.
  • Motivation Current wireless systems
  • Capacity constrained networks.
  • Issues related to quality and coverage
  • MIMO increases capacity
  • MIMO uses independent channel fading due to
    multipath propagation to increase capacity.
  • No extra expensive bandwidth required !!
  • Multiple independent samples of the same signal
    at the receiver gives rise to diversity.

Channel H
N TXers
M RXers
3
System Model
R received vector H quasi-static channel
matrix s transmitted vector n white Gaussian
noise vector
Diversity exhibited - Spatial diversity
- Transmit diversity - Receive diversity
4
Spatial Multiplexing Detection
  • Maximum Likelihood (ML) optimum and most time
    consuming detection method
  • Linear detection
  • Zero-Forcing (ZF) pseudo inverse of the channel,
    simple
  • Minimum mean-squared error (MMSE) simple
    detection with intermediate performance
  • Simulation Parameters
  • Number of Antennas 4 x 4
  • Modulation Scheme BPSK
  • Channel Model Flat Rayleigh Fading

5
V-BLAST
  • V-BLAST
  • extracts data streams by ZF or MMSE filter with
    ordered successive interference cancellation
    (SIC)
  • Steps for V-BLAST detection
  • Ordering choosing the best channel
  • Interference Nulling/ Reduction using ZF or
    MMSE
  • Slicing making a symbol decision
  • Canceling subtracting the detected symbol
  • Iteration going to the first step to
  • detect the next symbol
  • Simulation Parameters
  • Number of Antennas 4 x 4
  • Modulation Scheme BPSK
  • Channel Model Flat Rayleigh Fading

6
Key references in the literature on the subject
matter
  • Foschini, G. J. and Gans, M. J., On limits of
    wireless communications in a fading environment
    when using multiple antennas, Wireless Personal
    Communications, Vol. 6, pp. 311-335, 1998
  • Hassell, C.Z.W., Thompson, J., Mulgrew, B. and
    Grant, P.M., A comparison of detection
    algorithms including BLAST for wireless
    communication using multiple antennas The 11th
    IEEE International Symposium on Personal, Indoor
    and Mobile Radio Communications, Vol. 1 , pp. 698
    703, 18-21 Sept. 2000
  • Golden, G. D., Foschini, G. J., Valenzuela, R.
    A., and Wolniansky, P. W., Detection algorithm
    and initial laboratory results using V-BLAST
    space-time communication architecture, IEE
    Lett., Vol. 35, No. 1, pp. 14-16, January 1999
  • Benjebbour, A., Murata, H. and Yoshida, S.,
    Comparison of ordered successive receivers for
    space-time transmission, Vehicular Technology
    Conference, 2001. VTC 2001 Fall. IEEE VTS 54th
    , Vol. 4 , pp. 2053 - 2057 , 7-11 Oct. 2001

7
Issues of Ordering and Speed
  • Ordering
  • Optimal ordering plays a significant role in
    achieving high performance
  • In V-BLAST, the best channel is picked based on
    highest SINR, but picking up channels based on
    highest SINR value doesnt seem to be the
    optimal way of ordering.
  • Switching
  • Switching based on SINR or Eigenvalues of the
    channel helps in reducing the computational time
    by adding very little complexity to the system.
  • Switching is a scheme in which the receiver
    switches its detection technique from V-BLAST
    MMSE to simple MMSE depending upon the channel
    condition (either SINR values or eigenvalues of
    the channel).

8
Significance of Optimal Ordering
  • Simulation Parameters
  • Number of Antennas 4 x 4
  • Modulation Scheme BPSK
  • Channel Model Flat Rayleigh Fading
  • Picking the first best channel can effect
    significantly in the whole system performance

9
Significance of Switching
Simulation time reduced by nearly 60 at 10 db
SNR case
  • Simulation Parameters
  • Number of Antennas 4 x 4
  • Modulation Scheme BPSK
  • Channel Model Flat Rayleigh Fading
  • Switching allows us to trade off performance
    with time

10
Significance of Ordering and Switching in
Overloaded system
  • Simulation Parameters
  • Number of Antennas 4 x 2
  • Modulation Scheme BPSK
  • Channel Model Flat Rayleigh
    Fading
  • For systems with less receive antennas, optimal
    ordering can be a crucial issue for system
    performance

11
Conclusion
  • Optimal ordering plays a vital role in increasing
    the performance of V-BLAST systems with MMSE.
  • Switching techniques may be useful in reducing
    processing time while adding very little
    complexity to the system.
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