Constellation Optimization for Coherent Optical Channels ...

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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, alex.alvarado@ieee.org

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

4

4

4

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

4

4

4

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

8

8

8

8

8

8

8

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!