constellation optimization for coherent optical channels
TRANSCRIPT
Constellation Optimization for Coherent Optical Channels
Distorted by Nonlinear Phase Noise
Christian Häger1 Alexandre Graell i Amat1 Alex Alvarado2 Erik Agrell1
1Department of Signals and Systems, Chalmers University of Technology, Gothenburg, Sweden,Fiber Optic Communications Research Center
2Department of Enginering, University of Cambridge, UK
{christian.haeger, alexandre.graell, agrell}@chalmers.se, [email protected]
GLOBECOM, Anaheim, CA – December 4, 2012
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Motivation
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 1 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Motivation
• Higher order modulation formats for optical communications to increasespectral efficiency
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 1 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Motivation
• Higher order modulation formats for optical communications to increasespectral efficiency
• Optical channel suffers from distortions that are absent for example inwireless channels
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 1 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Motivation
• Higher order modulation formats for optical communications to increasespectral efficiency
• Optical channel suffers from distortions that are absent for example inwireless channels
• Focus here: Nonlinear phase noise
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 1 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Motivation
• Higher order modulation formats for optical communications to increasespectral efficiency
• Optical channel suffers from distortions that are absent for example inwireless channels
• Focus here: Nonlinear phase noise
• Practical question: How much can we gain by optimizing the constellationcompared to standard QAM?
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 1 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Motivation
• Higher order modulation formats for optical communications to increasespectral efficiency
• Optical channel suffers from distortions that are absent for example inwireless channels
• Focus here: Nonlinear phase noise
• Practical question: How much can we gain by optimizing the constellationcompared to standard QAM?
• Theoretical question: How do optimal constellations look like for verystrong nonlinearities?
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 1 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Discrete-Time Channel Model
X ∈ X
eγ| · |2∆z
N1
eγ| · |2∆z
N2
. . .
eγ| · |2∆z
NK
Y ∈ C
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 2 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Discrete-Time Channel Model
X ∈ X
eγ| · |2∆z
N1
eγ| · |2∆z
N2
. . .
eγ| · |2∆z
NK
Y ∈ C
signal constellation, here |X | = 16
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 2 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Discrete-Time Channel Model
X ∈ X
eγ| · |2∆z
N1
eγ| · |2∆z
N2
. . .
eγ| · |2∆z
NK
Y ∈ C
noise due to optical amplification
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 2 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Discrete-Time Channel Model
X ∈ X
eγ| · |2∆z
N1
eγ| · |2∆z
N2
. . .
eγ| · |2∆z
NK
Y ∈ C
Kerr-effect
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 2 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Discrete-Time Channel Model
X ∈ X
eγ| · |2∆z
N1
eγ| · |2∆z
N2
. . .
eγ| · |2∆z
NK
Y ∈ C
• Additive noise per segment Ni ∼ NC(0, σ2/K)
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 2 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Discrete-Time Channel Model
X ∈ X
eγ| · |2∆z
N1
eγ| · |2∆z
N2
. . .
eγ| · |2∆z
NK
Y ∈ C
• Additive noise per segment Ni ∼ NC(0, σ2/K)
• Distributed Raman amplification, i.e., the limit K → ∞
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 2 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Discrete-Time Channel Model
X ∈ X
eγ| · |2∆z
N1
eγ| · |2∆z
N2
. . .
eγ| · |2∆z
NK
Y ∈ C
• Additive noise per segment Ni ∼ NC(0, σ2/K)
• Distributed Raman amplification, i.e., the limit K → ∞
• Power P = E[
|X |2]
and signal-to(-additive)-noise ratio SNR = P/σ2
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 2 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Discrete-Time Channel Model
X ∈ X
eγ| · |2∆z
N1
eγ| · |2∆z
N2
. . .
eγ| · |2∆z
NK
Y ∈ C
• Additive noise per segment Ni ∼ NC(0, σ2/K)
• Distributed Raman amplification, i.e., the limit K → ∞
• Power P = E[
|X |2]
and signal-to(-additive)-noise ratio SNR = P/σ2
• L = 5500 km, other parameters γ, σ2 taken from [Lau and Kahn, 2007]
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 2 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
quad
ratu
re
in-phase
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
quad
ratu
re
in-phase
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
quad
ratu
re
in-phase
r1
r2
r3
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
quad
ratu
re
in-phase
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
( , , )-APSK
quad
ratu
re
in-phase
b
b
b
b
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
(4, , )-APSK
quad
ratu
re
in-phase
points per ring
b
b
b
b
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
(4, , )-APSK
quad
ratu
re
in-phase
points per ring
b
b
b
b
b
b
b
b
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
(4, 4, )-APSK
quad
ratu
re
in-phase
points per ring
b
b
b
b
b
b
b
b
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
(4, 4, )-APSK
quad
ratu
re
in-phase
points per ring
b
b
b
b
b
b
b
b
b
b
b
b
b
b
b
b
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
(4, 4, 8)-APSK
quad
ratu
re
in-phase
points per ring
b
b
b
b
b
b
b
b
b
b
b
b
b
b
b
b
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
(4, 4, 8)-APSK
quad
ratu
re
in-phase
b
b
b
b
b
b
b
b
b
b
b
b
b
b
b
b
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
(4, 4, 8)-APSK
quad
ratu
re
in-phase
b
b
b
b
equispaced in phase
2π
4
2π
4
2π
4
2π
4
b
b
b
b
b
b
b
b
b
b
b
b
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
(4, 4, 8)-APSK
quad
ratu
re
in-phase
b
b
b
b
equispaced in phase
b
b
b
b
2π
4
2π
4
2π
4
2π
4
b
b
b
b
b
b
b
b
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
(4, 4, 8)-APSK
quad
ratu
re
in-phase
b
b
b
b
equispaced in phase
b
b
b
b
b
b
b
b
b
b
b
b
2π
8
2π
8
2π
8
2π
8
2π
8
2π
8
2π
8
2π
8
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
(4, 4, 8)-APSK
quad
ratu
re
in-phase
b
b
b
b
b
b
b
b
b
b
b
b
b
b
b
b
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
(4, 4, 8)-APSK
quad
ratu
re
in-phase
each ring can have a different phase offset
phase offset 1
b
b
b
b
phase offset 2
b
b
b
b
phase offset 3
b
b
b
b
b
b
b
b
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
(4, 4, 8)-APSK
quad
ratu
re
in-phase
b
b
b
b
b
b
b
b
b
b
b
b
b
b
b
b
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
quad
ratu
re
in-phase
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
quad
ratu
re
in-phase
another example
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
quad
ratu
re
in-phase
(4, 4, 4, 4)-APSK
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Amplitude Phase-Shift Keying (APSK), Example
quad
ratu
re
in-phase
(4, 4, 4, 4)-APSK
b
b
b
b
b
b
b
b
b
b
b
b
b
b
b
b
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 3 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Probability Density Function of the Observation Y
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 4 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Probability Density Function of the Observation Y
• Extensive work on the statistics of ΦNL
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 4 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Probability Density Function of the Observation Y
• Extensive work on the statistics of ΦNL
• See, e.g., [Mecozzi, 1994], [Turitsyn et al., 2003], [Ho, 2005],[Yousefi and Kschischang, 2011]
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 4 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Probability Density Function of the Observation Y
• Extensive work on the statistics of ΦNL
• See, e.g., [Mecozzi, 1994], [Turitsyn et al., 2003], [Ho, 2005],[Yousefi and Kschischang, 2011]
• Probability density function (PDF) fY |X=xi(y) known
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 4 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
PDF for (4,4,4,4)-APSK at P = −4 dBm
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 5 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
PDF for (4,4,4,4)-APSK at P = −4 dBm
in-phase
quadrature
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 5 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
PDF for (4,4,4,4)-APSK at P = −4 dBm
in-phase
quadrature
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 5 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
PDF for (4,4,4,4)-APSK at P = −4 dBm
in-phase
quadrature
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 5 / 13
ML decision boundaries
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
PDF for (4,4,4,4)-APSK at P = −4 dBm
in-phase
quadrature
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 5 / 13
ML detection possible,but not practical.
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Nonlinear Phase Postcompensation
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 6 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Nonlinear Phase Postcompensation
radiusdetection
abs(Y )
θc(R, Rx )correction
angle
Rx
Y Y
ejθc
R
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 6 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Nonlinear Phase Postcompensation
radiusdetection
abs(Y )
θc(R, Rx )correction
angle
Rx
Y Y
ejθc
R
• Building block for suboptimal (but practical) two-stage detector
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 6 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Nonlinear Phase Postcompensation
radiusdetection
abs(Y )
θc(R, Rx )correction
angle
Rx
Y Y
ejθc
R
• Building block for suboptimal (but practical) two-stage detector
• However, in principle no loss in optimality due to postcompensation itself(ML detection based on Y still possible)
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 6 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Nonlinear Phase Postcompensation
radiusdetection
abs(Y )
θc(R, Rx )correction
angle
Rx
Y Y
ejθc
R
• Building block for suboptimal (but practical) two-stage detector
• However, in principle no loss in optimality due to postcompensation itself(ML detection based on Y still possible)
• Gives insight into why two-stage detection is suboptimal
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 6 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Nonlinear Phase Postcompensation
radiusdetection
abs(Y )
θc(R, Rx )correction
angle
Rx
Y Y
ejθc
R
• Building block for suboptimal (but practical) two-stage detector
• However, in principle no loss in optimality due to postcompensation itself(ML detection based on Y still possible)
• Gives insight into why two-stage detection is suboptimal
• Note: the PDF of Y is defined piecewise
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 6 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
PDF of Y for (4,4,4,4)-APSK at P = −4 dBm
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 7 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
PDF of Y for (4,4,4,4)-APSK at P = −4 dBm
in-phase
quadrature
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 7 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
PDF of Y for (4,4,4,4)-APSK at P = −4 dBm
in-phase
quadrature
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 7 / 13
decision radii
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
PDF of Y for (4,4,4,4)-APSK at P = −4 dBm
in-phase
quadrature
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 7 / 13
b
transmitted point
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
PDF of Y for (4,4,4,4)-APSK at P = −4 dBm
in-phase
quadrature
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 7 / 13
overcompensated
b
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
PDF of Y for (4,4,4,4)-APSK at P = −4 dBm
in-phase
quadrature
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 7 / 13
undercompensated
b
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
ML Detection based on Y
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 8 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
ML Detection based on Y
in-phase
quadrature
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 8 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
ML Detection based on Y
in-phase
quadrature
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 8 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
ML Detection based on Y
in-phase
quadrature
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 8 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
ML Detection based on Y
in-phase
quadrature
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 8 / 13
ML decision region
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Two-Stage Detection
in-phase
quadrature
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 9 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Two-Stage Detection
in-phase
quadrature
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 9 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Two-Stage Detection
in-phase
quadrature
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 9 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Two-Stage Detection
in-phase
quadrature
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 9 / 13
annular sector region
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Optimization Opportunities for APSK
Goal
Which APSK constellation minimizes the symbol error probability undertwo-stage detection for a given input power P?
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 10 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Optimization Opportunities for APSK
Goal
Which APSK constellation minimizes the symbol error probability undertwo-stage detection for a given input power P?
• How many rings?
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 10 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Optimization Opportunities for APSK
Goal
Which APSK constellation minimizes the symbol error probability undertwo-stage detection for a given input power P?
• How many rings? More rings for increasing input power due to phase noise.
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 10 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Optimization Opportunities for APSK
Goal
Which APSK constellation minimizes the symbol error probability undertwo-stage detection for a given input power P?
• How many rings? More rings for increasing input power due to phase noise.
• How many points per ring?
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 10 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Optimization Opportunities for APSK
Goal
Which APSK constellation minimizes the symbol error probability undertwo-stage detection for a given input power P?
• How many rings? More rings for increasing input power due to phase noise.
• How many points per ring?
• What radius distribution?
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 10 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Optimization Opportunities for APSK
Goal
Which APSK constellation minimizes the symbol error probability undertwo-stage detection for a given input power P?
• How many rings? More rings for increasing input power due to phase noise.
• How many points per ring?
• What radius distribution?
• What phase offset?
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 10 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Optimization Opportunities for APSK
Goal
Which APSK constellation minimizes the symbol error probability undertwo-stage detection for a given input power P?
• How many rings? More rings for increasing input power due to phase noise.
• How many points per ring?
• What radius distribution?
• What phase offset? Two-stage detection is insensitive to a phase offset.
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 10 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Optimizing the Number of Rings and Points per Ring
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 11 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Optimizing the Number of Rings and Points per Ring
P [dBm]
SymbolErrorProbability
SNR [dB]
10 15 20 25 30 35
−15 −10 −5 0 5 1010−8
10−7
10−6
10−5
10−4
10−3
10−2
10−1
100
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 11 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Optimizing the Number of Rings and Points per Ring
P [dBm]
SymbolErrorProbability
SNR [dB]
10 15 20 25 30 35
−15 −10 −5 0 5 1010−8
10−7
10−6
10−5
10−4
10−3
10−2
10−1
100
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 11 / 13
16
-QA
Min
AW
GN
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Optimizing the Number of Rings and Points per Ring
P [dBm]
SymbolErrorProbability
SNR [dB]
10 15 20 25 30 35
−15 −10 −5 0 5 1010−8
10−7
10−6
10−5
10−4
10−3
10−2
10−1
100
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 11 / 13
16
-QA
Min
AW
GN
16-QAM
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Optimizing the Number of Rings and Points per Ring
P [dBm]
SymbolErrorProbability
SNR [dB]
10 15 20 25 30 35
−15 −10 −5 0 5 1010−8
10−7
10−6
10−5
10−4
10−3
10−2
10−1
100
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 11 / 13
16
-QA
Min
AW
GN
16-QAM
(4, 4, 4, 4)-APSK
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Optimizing the Number of Rings and Points per Ring
P [dBm]
SymbolErrorProbability
SNR [dB]
10 15 20 25 30 35
−15 −10 −5 0 5 1010−8
10−7
10−6
10−5
10−4
10−3
10−2
10−1
100
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 11 / 13
16
-QA
Min
AW
GN
16-QAM
(4, 4, 4, 4)-APSK
(1, · · · , 1)-APSK
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Optimizing the Number of Rings and Points per Ring
P [dBm]
SymbolErrorProbability
(1,7,8)
(1,7,8)(1,6,9)
(1,6,9)
(1,6,9)
(1,6,8,1)
(1,6,6,3)
(1,6,5,3,1)
(1,6,4,3,2)
(1,5,4,2,2,1,1)
(1,5,3,2,2,1,1,1)
(1,5,3,2,1,1,1,1,1)
(4,3,2,1,1,1,1,1,1,1)
(1,4,2,1,1,1,1,1,1,1,1,1)
SNR [dB]
10 15 20 25 30 35
−15 −10 −5 0 5 1010−8
10−7
10−6
10−5
10−4
10−3
10−2
10−1
100
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 11 / 13
16
-QA
Min
AW
GN
16-QAM
(4, 4, 4, 4)-APSK
(1, · · · , 1)-APSK
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Radius Optimization for (1,6,5,3,1)-APSK
P [dBm]
SymbolErrorProbability
P [dBm]
RadiusDistribution(norm
alized)
−14 −12 −10 −8 −6 −4 −2 0 2 4 6
−14 −12 −10 −8 −6 −4 −2 0 2 4 6
0
0.5
1
1.5
2
2.5
3
3.5
4
10−4
10−3
10−2
10−1
100
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 12 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Radius Optimization for (1,6,5,3,1)-APSK
P [dBm]
SymbolErrorProbability
P [dBm]
RadiusDistribution(norm
alized)
−14 −12 −10 −8 −6 −4 −2 0 2 4 6
−14 −12 −10 −8 −6 −4 −2 0 2 4 6
0
0.5
1
1.5
2
2.5
3
3.5
4
10−4
10−3
10−2
10−1
100
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 12 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Radius Optimization for (1,6,5,3,1)-APSK
P [dBm]
SymbolErrorProbability
P [dBm]
RadiusDistribution(absolute)
−14 −12 −10 −8 −6 −4 −2 0 2 4 6
−14 −12 −10 −8 −6 −4 −2 0 2 4 6
0
0.05
0.1
0.15
0.2
10−4
10−3
10−2
10−1
100
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 12 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Radius Optimization for (1,6,5,3,1)-APSK
P [dBm]
SymbolErrorProbability
P [dBm]
RadiusDistribution(absolute)
−14 −12 −10 −8 −6 −4 −2 0 2 4 6
−14 −12 −10 −8 −6 −4 −2 0 2 4 6
0
0.05
0.1
0.15
0.2
10−4
10−3
10−2
10−1
100
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 12 / 13
“sacrificial” ring
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Conclusions and Future Work
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 13 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Conclusions and Future Work
1. The performance loss of the two-stage detector originates from suboptimaldetection regions, not from the postcompensation itself.
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 13 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Conclusions and Future Work
1. The performance loss of the two-stage detector originates from suboptimaldetection regions, not from the postcompensation itself.
2. Significant gains can be obtained by choosing an optimized APSKconstellations compared to regular 16-QAM for this channel model.
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 13 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Conclusions and Future Work
1. The performance loss of the two-stage detector originates from suboptimaldetection regions, not from the postcompensation itself.
2. Significant gains can be obtained by choosing an optimized APSKconstellations compared to regular 16-QAM for this channel model.
3. High nonlinearities and an average power constraint may lead tocounterintuitive optimization results.
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 13 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Conclusions and Future Work
1. The performance loss of the two-stage detector originates from suboptimaldetection regions, not from the postcompensation itself.
2. Significant gains can be obtained by choosing an optimized APSKconstellations compared to regular 16-QAM for this channel model.
3. High nonlinearities and an average power constraint may lead tocounterintuitive optimization results.
Future work include the effect of dual polarization and dispersion on the results.
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 13 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Conclusions and Future Work
1. The performance loss of the two-stage detector originates from suboptimaldetection regions, not from the postcompensation itself.
2. Significant gains can be obtained by choosing an optimized APSKconstellations compared to regular 16-QAM for this channel model.
3. High nonlinearities and an average power constraint may lead tocounterintuitive optimization results.
Future work include the effect of dual polarization and dispersion on the results.
Extended version available on Arxiv (submitted to IEEE Trans. Comm.): Häger, Graell i Amat, Alvarado, Agrell -Design of APSK Constellations for Coherent Optical Channels with Nonlinear Phase Noise, Sep. 2012
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 13 / 13
Channel and APSK Constellations Detection Methods APSK Optimization Conclusions
Conclusions and Future Work
1. The performance loss of the two-stage detector originates from suboptimaldetection regions, not from the postcompensation itself.
2. Significant gains can be obtained by choosing an optimized APSKconstellations compared to regular 16-QAM for this channel model.
3. High nonlinearities and an average power constraint may lead tocounterintuitive optimization results.
Future work include the effect of dual polarization and dispersion on the results.
Extended version available on Arxiv (submitted to IEEE Trans. Comm.): Häger, Graell i Amat, Alvarado, Agrell -Design of APSK Constellations for Coherent Optical Channels with Nonlinear Phase Noise, Sep. 2012
Thank you!
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 13 / 13
References
Ho, K.-P. (2005).Phase-modulated Optical Communication Systems.Springer.
Lau, A. P. T. and Kahn, J. M. (2007).Signal Design and Detection in Presence of Nonlinear Phase Noise.J. Lightw. Technol., 25(10):3008–3016.
Mecozzi, A. (1994).Limits to long-haul coherent transmission set by the Kerr nonlinearity andnoise of the in-line amplifiers.J. Lightw. Technol., 12(11):1993–2000.
Turitsyn, K. S., Derevyanko, S. A., Yurkevich, I. V., and Turitsyn, S. K.(2003).Information Capacity of Optical Fiber Channels with Zero AverageDispersion.Phys. Rev. Lett., 91(20):203901.
Yousefi, M. I. and Kschischang, F. R. (2011).On the per-sample capacity of nondispersive optical fibers.IEEE Trans. Inf. Theory, 57(11):7522–7541.
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 14 / 13
Power Dependent Phase Noise
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 15 / 13
Power Dependent Phase Noise
16-QAMb
b
b
b
b
b
b
b
b
b
b
b
b
b
b
b
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 15 / 13
Power Dependent Phase Noise
16-QAMb
b
b
b
b
b
b
b
b
b
b
b
b
b
b
b
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 15 / 13
Power Dependent Phase Noise
16-QAMb
b
b
b
b
b
b
b
b
b
b
b
b
b
b
b
−18 −12 −6 0
500
2000
8000
32000
P [dBm]
L [km]
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 15 / 13
Power Dependent Phase Noise
16-QAMb
b
b
b
b
b
b
b
b
b
b
b
b
b
b
b
−18 −12 −6 0
500
2000
8000
32000
P [dBm]
L [km]
Constellation Optimization for Nonlinear Phase Noise Channels | Häger, Graell i Amat, Alvarado, Agrell 15 / 13
SNR is not sufficient tocharacterize the channel!