📝 Original Info
- Title: Amendment to ‘Performance Analysis of the V-BLAST Algorithm: An Analytical Approach.’ [1]
- ArXiv ID: 0811.2525
- Date: 2008-11-18
- Authors: Researchers from original ArXiv paper
📝 Abstract
An analytical technique for the outage and BER analysis of the nx2 V-BLAST algorithm with the optimal ordering has been presented in [1], including closed-form exact expressions for average BER and outage probabilities, and simple high-SNR approximations. The analysis in [1] is based on the following essential approximations: 1. The SNR was defined in terms of total after-projection signal and noise powers, and the BER was analyzed based on their ratio. This corresponds to a non-coherent (power-wise) equal-gain combining of both the signal and the noise, and it is not optimum since it does not provide the maximum output SNR. 2. The definition of the total after-projection noise power at each step ignored the fact that the after-projection noise vector had correlated components. 3. The after-combining noises at different steps (and hence the errors) were implicitly assumed to be independent of each other. Under non-coherent equal-gain combining, that is not the case. It turns out that the results in [1] hold also true without these approximations, subject to minor modifications only. The purpose of this note is to show this and also to extend the average BER results in [1] to the case of BPSK-modulated V-BLAST with more than two Rx antennas (eq. 18-20). Additionally, we emphasize that the block error rate is dominated by the first step BER at the high-SNR mode (eq. 14 and 21).
💡 Deep Analysis
Deep Dive into Amendment to "Performance Analysis of the V-BLAST Algorithm: An Analytical Approach." [1].
An analytical technique for the outage and BER analysis of the nx2 V-BLAST algorithm with the optimal ordering has been presented in [1], including closed-form exact expressions for average BER and outage probabilities, and simple high-SNR approximations. The analysis in [1] is based on the following essential approximations: 1. The SNR was defined in terms of total after-projection signal and noise powers, and the BER was analyzed based on their ratio. This corresponds to a non-coherent (power-wise) equal-gain combining of both the signal and the noise, and it is not optimum since it does not provide the maximum output SNR. 2. The definition of the total after-projection noise power at each step ignored the fact that the after-projection noise vector had correlated components. 3. The after-combining noises at different steps (and hence the errors) were implicitly assumed to be independent of each other. Under non-coherent equal-gain combining, that is not the case. It turns out that t
📄 Full Content
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Amendment to “Performance Analysis of the V-BLAST
Algorithm: An Analytical Approach.” [1]
Sergey Loyka
School of Information Technology and
Engineering (SITE), University of Ottawa,
161 Louis Pasteur, Ottawa, Ontario,
Canada, K1N 6N5
E-mail: sergey.loyka@ieee.org
Francois Gagnon
Department of Electrical Engineering
Ecole de Technologie Superieure
1100, Notre-Dame St. West, Montreal
Quebec, H3C 1K3, Canada
E-mail: francois.gagnon@etsmtl.ca
An analytical technique for the outage and BER analysis of the nx2 V-BLAST algorithm with the optimal
ordering has been presented in [1], including closed-form exact expressions for average BER and outage
probabilities, and simple high-SNR approximations. The analysis in [1] is based on the following
essential approximations:
- The SNR was defined in terms of total after-projection signal and noise powers, and the BER was
analyzed based on their ratio. This corresponds to a non-coherent (power-wise) equal-gain
combining of both the signal and the noise, and it is not optimum since it does not provide the
maximum output SNR.
- The definition of the total after-projection noise power at each step ignored the fact that the after-
projection noise vector had correlated components.
- The after-combining noises at different steps (and hence the errors) were implicitly assumed to be
independent of each other. Under non-coherent equal-gain combining, that is not the case.
It turns out that the results in [1] hold also true without these approximations, subject to minor
modifications only. The purpose of this note is to show this and also to extend the average BER results in
[1] to the case of BPSK-modulated V-BLAST with more than two Rx antennas (eq. 18-20). Additionally,
we emphasize that the block error rate is dominated by the first step BER at the high-SNR mode (eq. 14
and 21).
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To accomplish the task, we employ the maximum ratio combining (MRC) weights, which also
incorporate the orthogonal projection to eliminate interference from yet-to-be-detected symbols (i.e. zero-
forcing (ZF) MRC weights, which maximize the SNR under the ZF constraint), and the expressions for
the corresponding after-processing SNR. For such weights, the after-combining noises at different steps
(and hence errors) are indeed independent of each other. Based on this, we demonstrate that the results in
[1] apply to the case of the ZF-MRC processing with minor modifications only: the exact closed-form
expressions for the average BER hold true up to a constant factor in terms of the average SNR.
The standard baseband system model is given by [1, eq. 1 and 2]. The received signal after the
interference cancellation at the i-th step i′
r is given by [1, eq. 3]. The inter-stream interference nulling
(from yet-to-be-detected symbols) can be expressed as
i
i i
i
i i
i
q
′′
′
=
=
r
P r
P h
P v
- (1)
- where
- iP is the projection matrix onto the sub-space orthogonal to
- {
- }
- 1
- 2
- ,
- ,…
- i
- i
- m
- span
- +
- +
- h
- h
- h
1
(
)
i
i
i
i
i
+
−
+
−
P
Ι
H H H
H , where
1
2
[
…
]
i
i
i
m
+
+
H
h
h
h
and “+” denotes conjugate transpose. The first term
in (1) represents the signal and the second one is the noise contribution. The analysis in [1] was based on
the after-processing signal and noise powers defined as
2
si
i
P
⊥
= h
(assuming that
2
1
iq
), where
i
i
i
⊥=
h
Ph
, and
2
2
0
(
)
vi
i
P
n
m
i
=
−
+
σ
v
P v
, where
v is the expectation over the noise.
Consequently, the output SNR was obtained as
2
2
0
(
)
i
si
i
vi
P
P
n
m
i
⊥
′
γ =
−
+
σ
h
(2)
and the outage and BER analysis was carried out in terms of
i′
γ [1]. This definition of the output SNR
corresponds to power-wise (non-coherent) combining with unit weights (i.e. equal gain) in terms of i′′
r ,
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which is not optimum. Additionally, the definition above ignores the fact that the after-projection noise in
(1),
i
i
′ =
v
P v , has correlated components [2]:
2
2
0
0
(
)
i
i
i
i
+
′
′
= σ
≠σ
v
R
v
v
P
I .
Optimum Weights: To remove these approximations, we employ the optimum combining weights
that maximize the output after-projection SNR in (1) and maintain orthogonality to
1
2
[
…
]
i
i
i
m
+
+
H
h
h
h
(ZF-MRC weights) [2,3],
i
i
i
⊥
⊥
= h
w
h
(3)
Similar approach has been used before in the context of multiuser CDMA receivers [4,5]. Using the ZF-
MRC weights in (4), the output SNR becomes [2,3],
2
2
0
i
i
⊥
γ =
σ
h
(4)
Comparing (4) to (2), one concludes that the optimum SNR has the same distribution (up to a constant
factor) as the “power-wise” one,
(
)
i
i
n
m
i
′
γ =
−
+
γ . Hence, all the results in [1] in terms of the SNR
distribution can be applied to the ZF-MRC processing with a minor modification, i.e. the substitution
i
i
′
γ →γ .
Independence of the After-Combining Noises: Using the following propert
…(Full text truncated)…
Reference
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