Information Theory and Digital Signal Processing in Optical …blog.catonic.us/kirby/2011 IEEE...

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Peter J. Winzer Bell Labs, Alcatel-Lucent, Holmdel, New Jersey, USA Acknowledgment: G.J.Foschini, R.-J.Essiambre, G.Kramer, X.Liu, S.Chandrasekhar, R.Ryf, S.Randel, A.H.Gnauck, C.R.Doerr, R.W.Tkach, and A.R.Chraplyvy IEEE CTW 2011, Barcelona, Spain Information Theory and Digital Signal Processing in Optical Communications

Transcript of Information Theory and Digital Signal Processing in Optical …blog.catonic.us/kirby/2011 IEEE...

  • Peter J. WinzerBell Labs, Alcatel-Lucent, Holmdel, New Jersey, USA

    Acknowledgment: G.J.Foschini, R.-J.Essiambre, G.Kramer, X.Liu, S.Chandrasekhar, R.Ryf,S.Randel, A.H.Gnauck, C.R.Doerr, R.W.Tkach, and A.R.Chraplyvy

    IEEE CTW 2011, Barcelona, Spain

    Information Theory and Digital Signal Processing in Optical

    Communications

  • All Rights Reserved © Alcatel-Lucent 20112 | IEEE CTW, June 2011

    Outline

    • Network traffic growth and the role of optics

    • High-speed interfaces and the scalability limits of WDM

    • Shannon capacity limits for the nonlinear fiber channel

    • Spatial multiplexing: Integration, crosstalk, and MIMO

  • 1 Traffic scaling in data networksand the enabling role of optics

  • All Rights Reserved © Alcatel-Lucent 20114 | IEEE CTW, June 2011

    Network traffic is growing exponentially

    Telepresence Panasonic’s LifeWall

    Exponential network traffic growth is driven by high-bandwidth digital applicationsVideo-on-demand, telepresence, wireless backhaul, cloud computing & services

    60% 10 log10(1.6) dB 2 dB

  • All Rights Reserved © Alcatel-Lucent 20115 | IEEE CTW, June 2011

    High-speed fiber optic networks

    Line interface(e.g., 100 Gbit/s)

    Router

    Optical network

    WDM: Wavelength-division multiplexing

    Reconfigurable opticaladd/drop multiplexer

    (ROADM)Client interface

    (e.g., 4 x 25 Gbit/s)

    WDM system(e.g., 80 x 100 Gbit/s)

  • 2 High-speed interfaces: Finally using coherent detection ...

  • All Rights Reserved © Alcatel-Lucent 20117 | IEEE CTW, June 2011

    1986 1990 1994 1998 2002 2006

    10

    100

    1

    10

    100Se

    rial

    Inte

    rfac

    e Ra

    tes

    and

    WD

    M C

    apac

    itie

    s

    Gb/

    sTb

    /s

    2010 2014 20181

    2022

    High-speed optical interface research

    Direct detection

    Coherent detection

    9.3 ps

    • Recently demonstrated 448-Gb/s interfaces in research(224-Gb/s per polarization)

  • All Rights Reserved © Alcatel-Lucent 20118 | IEEE CTW, June 2011

    1986 1990 1994 1998 2002 2006

    10

    100

    1

    10

    100Se

    rial

    Inte

    rfac

    e Ra

    tes

    and

    WD

    M C

    apac

    itie

    s

    Gb/

    sTb

    /s

    2010 2014 20181

    2022

    High-speed optical interface product development

    PDM-QPSKASIC: 70M+ gates

    • Recently demonstrated 448-Gb/s interfaces in research(224-Gb/s per polarization)

    • 112-Gbit/s interfaces commercially available since June 2010(56-Gb/s per polarization)

    Direct detection

    Coherent detection

  • All Rights Reserved © Alcatel-Lucent 20119 | IEEE CTW, June 2011

    Basic coherent optical receiver setup

    Front-end optics Analog-to-digitalconversion

    Back-end digital electronicsignal processing

    High-speed sampling

    Digitization

    Ix + jQx

    Iy + jQy

    f

    x pol.

    y pol.

  • All Rights Reserved © Alcatel-Lucent 201110 | IEEE CTW, June 2011

    Higher interface rates via higher-order modulation

    PDM 512-QAM3 GBaud (54 Gb/s)

    [Okamoto et al., ECOC’10]

    PDM 256-QAM4 GBaud (64 Gb/s)

    [Nakazawa et al., OFC’10]

    PDM 64-QAM21 GBaud (256 Gb/s)

    [Gnauck et al., OFC’11]

    PDM 16-QAM56 GBaud (448 Gb/s)

    [Winzer et al., ECOC’10]

    PDM 32-QAM9 GBaud (90 Gb/s)

    [Zhou et al., OFC’11]

    High D/A and A/D resolution High speed

    •ENoB: Effective number of bits

    [R.H. Walden, 1999 and 2008]

  • All Rights Reserved © Alcatel-Lucent 201111 | IEEE CTW, June 2011

    Higher interface rates via higher-order modulation

    PDM 512-QAM3 GBaud (54 Gb/s)

    [Okamoto et al., ECOC’10]

    PDM 256-QAM4 GBaud (64 Gb/s)

    [Nakazawa et al., OFC’10]

    PDM 64-QAM21 GBaud (256 Gb/s)

    [Gnauck et al., OFC’11]

    PDM 16-QAM56 GBaud (448 Gb/s)

    [Winzer et al., ECOC’10]

    PDM 32-QAM9 GBaud (90 Gb/s)

    [Zhou et al., OFC’11]

    High D/A and A/D resolution High speed

    •f

    Mod.Laser

    Single-carrier transmitter

    •f

    Electrical spectrum

    Optical spectrum

    Optical OFDM transmitter

    Mod.

    Comb

    •f•f

    •f

    •f

    •f

    Mod.

    Mod.

    Mod.

    Laser •f+

  • All Rights Reserved © Alcatel-Lucent 201112 | IEEE CTW, June 2011

    Higher interface rates via higher-order modulation

    PDM 512-QAM3 GBaud (54 Gb/s)

    [Okamoto et al., ECOC’10]

    PDM 256-QAM4 GBaud (64 Gb/s)

    [Nakazawa et al., OFC’10]

    PDM 64-QAM21 GBaud (256 Gb/s)

    [Gnauck et al., OFC’11]

    PDM 16-QAM56 GBaud (448 Gb/s)

    [Winzer et al., ECOC’10]

    PDM 32-QAM9 GBaud (90 Gb/s)

    [Zhou et al., OFC’11]

    High D/A and A/D resolution High speed

    60 GHz

    448 Gb/s (10 subcarriers) 16-QAM5 bit/s/Hz

    2000 km transm.[Liu et al., OFC’10]

    65 GHz

    606 Gb/s (10 subcarriers) 32-QAM7 bit/s/Hz

    2000 km transm.[Liu et al., ECOC’10]

    1.2 Tb/s (24 subcarriers) QPSK3 bit/s/Hz

    7200 km transm.[Chandrasekhar et al., ECOC’09]

    300 GHz

  • All Rights Reserved © Alcatel-Lucent 201113 | IEEE CTW, June 2011

    Fiber capacity increase through spectral efficiency

    0.01

    0.1

    1

    10

    Spec

    tral

    eff

    icie

    ncy

    [b/s

    /Hz]

    1990 1994 1998 2002 2006Year

    2010

    Laser & filter stability

    x-pol

    y-pol

    x-pol

    y-pol

    Modulation

    PDMDetection

    Single polarizationPolarization interleavingPolarization multiplexing

    •20 years ago: Device physics set engineeringlimits on spectral efficiency

    •Today: Information theory sets fundamentallimits on spectral efficiencyFiber nonlinearity sets fundamental limits on per-fiber spectral efficiency

    Tx Rx

    ~ 5 THz bandwidth ~ 100 km of fiber

  • All Rights Reserved © Alcatel-Lucent 201114 | IEEE CTW, June 2011

    1986 1990 1994 1998 2002 2006

    10

    100

    1

    10

    100

    Seri

    al In

    terf

    ace

    Rate

    s an

    d W

    DM

    Cap

    acit

    ies

    Gb/

    sTb

    /s

    2010 2014 20181

    2022

    Scaling WDM capacity through spectral efficiency

    • ~10 Terabit/s WDM systems are now commercially available• ~100 Terabit/s WDM systems have been demonstrated in research• Growth of WDM system capacities has noticeably slowed down

    [P.J.Winzer, IEEE Comm. Mag., June 2010]

  • All Rights Reserved © Alcatel-Lucent 201115 | IEEE CTW, June 2011

    Basic trade-off: Spectral efficiency versus sensitivity

    Spectral efficiency comes at a fundamental cost:•Higher signal-to-noise ratio (SNR) requirements for higher-order modulationSpectral efficiency comes at a practical cost:•Implementation penalties are usually higher for higher constellations and symbol rates

    • Must regain lost SNR through advanced FEC, optical nonlinearity compensation, lower-loss fibers, distributed Raman amplification, ... Optical line design remains critically important!

    RxTx

    RxTx RxTx RxTx

    ~ mW/(Gb/s)~ W/(Gb/s)

  • 3 The role of fiber nonlinearity in optical communications

  • All Rights Reserved © Alcatel-Lucent 201117 | IEEE CTW, June 2011

    Optical fiber nonlinearities

    • Core diameter ~8 µm• Cladding diameter ~125 µm• Light is kept within the core (total reflection)

    Cladding (n1)

    Core (n2 > n1)

    Megawatt / cm2 optical intesities n2 = n2,0+n2,2 Popt + … Leads to nonlinear distortions over hundreds of kilometers

  • All Rights Reserved © Alcatel-Lucent 201118 | IEEE CTW, June 2011

    Physical phenomena at play

    … Optical field propagating in the fiber’s transverse mode

    (Nonlinear Schrödinger Equation)+ N

    FiberNonlinearity

    NoiseFilteringEffects

    •Chromatic Dispersion•Optical Filtering (ROADMs)

    •Spontaneous emission fromin-line optical amplifiers

    ROADM … Reconfigurable optical add/drop multiplexer

  • All Rights Reserved © Alcatel-Lucent 201119 | IEEE CTW, June 2011

    Shannon limits in fiber-optic systems

    Increasing the signal power (i.e. the SNR) creates signal distortions from fiber nonlinearity, eventually limiting system performance

    SNR [dB]

    Cap

    acity

    C [b

    its/s

    ] Maximum capacity

    Signal launch power [dBm]

    Tx Rx

    Distributed Noise

    C = B log2 (1 + SNR)

    Nonlinear distortions

    Quantum mechanics dictates a lower bound on amplifier noiseR.-J. Essiambre et al., Phys. Rev. Lett. (2008) or J. Lightwave Technol. (2010)

  • All Rights Reserved © Alcatel-Lucent 201120 | IEEE CTW, June 2011

    Shannon limits in fiber-optic systems

    Increasing the signal power (i.e. the SNR) creates signal distortions from fiber nonlinearity, eventually limiting system performance

    SNR [dB]

    Cap

    acity

    C [b

    its/s

    ] Maximum capacity

    Signal launch power [dBm]

    Tx Rx

    Distributed Noise

    Numerical statistics

    R.-J. Essiambre et al., Phys. Rev. Lett. (2008) or J. Lightwave Technol. (2010)

    0 5 10 15 20 25 30 35 40SNR (dB)

    Capa

    city

    per

    uni

    t ba

    ndw

    idth

    (bit

    s/s/

    Hz)

    0

    1

    2

    3

    4

    5

    6

    8

    71 ring2 rings4 rings8 rings

    16 rings

  • All Rights Reserved © Alcatel-Lucent 201121 | IEEE CTW, June 2011

    0 5 10 15 20 25 30 35 40SNR (dB)

    Capa

    city

    per

    uni

    t ba

    ndw

    idth

    (bit

    s/s/

    Hz)

    0

    1

    2

    3

    4

    5

    6

    8

    71 ring2 rings4 rings8 rings16 rings-0.2 -0.1 0 0.1 0.2

    -0.2

    -0.1

    0

    0.1

    0.2

    Imag

    par

    t of

    fie

    ld [

    mW

    1/2 ]

    Real part of field [ mW1/2]

    -1 -0.5 0 0.5 1

    -1

    -0.5

    0

    0.5

    1

    Real part of field [ mW1/2]

    Imag

    par

    t of

    fie

    ld [

    mW

    1/2 ]

    -2 -1 0 1 2

    -2

    -1

    0

    1

    2

    Real part of field [ mW1/2]

    Imag

    par

    t of

    fie

    ld [

    mW

    1/2 ]

    Capacity limit estimates of the “fiber channel”

    R.-J. Essiambre et al., Phys. Rev. Lett. (2008) or J. Lightwave Technol. (2010)

    • Note: Capacity maximum occurs at fairly high SNRs

  • All Rights Reserved © Alcatel-Lucent 201122 | IEEE CTW, June 2011

    We are approaching the nonlinear Shannon limit

    5

    10

    15

    2100 1,000 10,000

    Transmission distance [km]

    Spec

    tral

    eff

    icie

    ncy

    [b/s

    /Hz]

    ~2x

    [P. J. Winzer, Photon. Technol. Lett., 2011]

    Current 100G products

    Commercial WDM system, ca. 2015 - 2020

    PolarizationFrequency

    Time Quadrature

    Current WDM products use all dimensions

    Spacehttp://www.occfiber

    .com/

    but space

    Physical dimensions

    Linear Shannon at high SNR: 2SE x L = const.

  • 4 Spatial multiplexing in optics: Integration, crosstalk, and MIMO

  • All Rights Reserved © Alcatel-Lucent 201124 | IEEE CTW, June 2011

    Spatial Multiplexing (or Space-Division Multiplexing, SDM)

    TX RX

    TX RX

    TX RX

    • Spatial multiplexing can scale fiber capacities by orders of magnitudeand can enable economic capacity scaling

    • Integration is key to reduce cost (or energy) per bit compared to today’s systems

    Integrated transponders, Integrated amplifiers, Multi-mode or Multi-core fiber

    Schematic view

  • All Rights Reserved © Alcatel-Lucent 201125 | IEEE CTW, June 2011

    Integrated transponders for spatial multiplexing

    4.0 mm

    TE TM

    MZI demux Grating coupler

    Photodiode

    Fiber

    1234567

    • Fully integrated receiver for 7-core fiber[C.R.Doerr et al., PTL 2011]

  • All Rights Reserved © Alcatel-Lucent 201126 | IEEE CTW, June 2011

    Spatial multiplexing in 7-core fiber: 112 Tb/s, 14 b/s/Hz, 77 km

    •[B.Zhu et al., ECOC 2011 and OptEx, 2011]

  • All Rights Reserved © Alcatel-Lucent 201127 | IEEE CTW, June 2011

    How much crosstalk is tolerable ?

    10 15 20 25 30 35 40 45

    0

    1

    2

    3

    4

    5

    6

    7

    5

    Crosstalk [dB]

    OSN

    R pe

    nalt

    y [d

    B]

    QPSK 16-QAM 64-QAM

    [P.J. Winzer et al., ECOC 2011]

  • All Rights Reserved © Alcatel-Lucent 201128 | IEEE CTW, June 2011

    Spatial Multiplexing (or Space-Division Multiplexing, SDM)

    TX RX

    TX RX

    TX RX

    Integrated transponders, Integrated amplifiers, Multi-mode or Multi-core fiber

    Schematic view

    • If crosstalk between SDM paths (due to integration!) is unacceptably high: Need multiple-input multiple-output (MIMO) digital signal processing

    • MIMO has been very successfully applied to scale capacity in wireless systems

    • Spatial multiplexing can scale fiber capacities by orders of magnitudeand can enable economic capacity scaling

    • Integration is key to reduce cost (or energy) per bit compared to today’s systems

  • All Rights Reserved © Alcatel-Lucent 201129 | IEEE CTW, June 2011

    MIMO channel

    SDM and MIMO in fibers – Some differences to wireless MIMO

    • Potential addressability of all propagation modes (complete set)

    • High reliability requirements (99.999%), low outage probabilities (10-5)

    • Distributed noise

    • RX TX feedback almost always impossible

    • Fiber nonlinearity (likely to set per-mode peak-power constraints)

    • Nonlinear MIMO signal processing

    MIM

    OD

    ecod

    er

    +

    Channelmatrix H

    MTN0

    N0

    +MR

    MIM

    OEn

    code

    r

    M x M

  • All Rights Reserved © Alcatel-Lucent 201130 | IEEE CTW, June 2011

    Segment

    MIM

    OD

    ecod

    er

    N1

    n1H1

    M

    n2H2

    +

    nKHK

    N2 NK

    N1 N2 NK

    MIM

    OEn

    code

    r

    M

    +

    +

    +

    +

    +

    Distributed noise loading

    • In optics, noise loading is usually distributed over propagation(e.g., on a “per-span” or “per-segment” basis)

    • Spatial noise correlation

    • If segment matrices are unitary:[Winzer and Foschini, Optics Express, 2011]

  • All Rights Reserved © Alcatel-Lucent 201131 | IEEE CTW, June 2011

    Distributed noise loading for non-unitary segments

    • Outage probabilities for M = 16 modes, K = 64 segments• Mode-dependent loss MDLi per segment

    1

    10-2

    Out

    age

    prob

    abilit

    y

    0.4 0.6 0.8 1

    10-4

    Capacity (C/M)

    MDLi [dB] = 52

    10.5

    Noise loading at receiver

    Distributed noise loading

    • Noise loading at receiver is worse than distributed noise loading• A per-segment MDL of 1 dB only reduces capacity by

  • All Rights Reserved © Alcatel-Lucent 201132 | IEEE CTW, June 2011

    Distributed noise loading for non-unitary segments

    Even for K = 128 segments and 1-dB per segment MDL,MIMO capacity is only reduced by ~10%

    •0.3

    •0.4

    •0.5

    •0.6

    •0.7

    •0.8

    •0.9

    •1C

    apac

    ity a

    t 10-

    4ou

    tage

    (CP

    /M

    )ou

    t

    •0.1 •0.3 •0.5 •1 •3 •5•Mode-dependent loss per segment [dB]

    K = 128

    64

    16

    2

    Noise loading at receiver

    Distributed noise loading

    M = 16

    [Winzer and Foschini, Optics Express, 2011]

  • All Rights Reserved © Alcatel-Lucent 201133 | IEEE CTW, June 2011

    First experimental results using 3 coupled spatial modes

    SDM

    MUX

    3-mode fiber

    • All guided modes are selectively launched and coherently detected(otherwise: System outage)

    • Modes are strongly coupled during propagation in the fiber• Digital signal processing decouples received signals

    Orthogonalmode

    coupling

    SDM

    DEMUX

    PD-CohRX0

    Out1Out2Out3Out4Out5Out6

    MIMO

    DSP

    Orthogonalmode

    coupling

    ModeMixing

    PD-CohRX1

    PD-CohRX2

    n1n2n3n4n5n6

    Ch1Ch2Ch3Ch4Ch5Ch6

    PD: Polarization Diversity

    LP01 X-pol LP11a X-pol LP11b X-pol

    Inte

    nsit

    y

    LP01 Y-pol LP11a Y-pol LP11b Y-pol

    [R. Ryf et al., OFC 2011; S. Randel et al., Optics Express 2011]

  • All Rights Reserved © Alcatel-Lucent 201134 | IEEE CTW, June 2011

    Digital signal processing for 28-Gbaud 6 × 6 MIMO

    • Network of 36 feed-forward equalizers (FFEs)

    • ~100 taps per filter

    TheoryGray: b2bColor: 33 km

    [S. Randel et al., Optics Express 2011]

  • All Rights Reserved © Alcatel-Lucent 201135 | IEEE CTW, June 2011

    The first optical 6 x 6 coherent MIMO experiment

  • All Rights Reserved © Alcatel-Lucent 201136 | IEEE CTW, June 2011

    Summary

    • Coherent detection with digital signal processing is now also key in optics• Blind and pilot based processing techniques• OFDM and single-carrier systems

    • Spatial multiplexing will be needed to scale system capacity beyond WDM• Integrated optical amplifier technologies ?• Integrated transponder technologies ?• Multiple fiber strands or integrated fiber technologies ?

    • If coupling between spatial multiplexing paths cannot be neglected• Need MIMO signal processing to undo crosstalk at receiver(but: MIMO ≠ MIMO !)

    • This exciting new era in optical communications also opens up a rich fieldof new communication- and information-theoretic research problems!

    • R.-J. Essiambre et al., “Capacity Limits of Optical Fiber Networks,” J. Lightwave Technol. 28, 662 (2010).• P. J. Winzer, “Beyond 100G Ethernet,” IEEE Comm. Mag. 48, 26 (2010).• S. Randel et al., “6 x 56-Gb/s Mode-Division Multiplexed Transmission over 33-km Few-Mode Fiber Enabled

    by 66 MIMO Equalization,” Optics Express (2011).• P. J. Winzer and G. J. Foschini, “MIMO Capacities and Outage Probabilities in Spatially Multiplexed Optical

    Transport Systems,” Optics Express (2011).

  • All Rights Reserved © Alcatel-Lucent 201137 | IEEE CTW, June 2011

    www.alcatel-lucent.com

  • All Rights Reserved © Alcatel-Lucent 201138 | IEEE CTW, June 2011

    Part 1: Attenuation

    … Optical field propagating in the fiber’s transverse mode

    This basic equation describes nonlinear propagation:

    (Nonlinear Schroedinger Equation)

    Attenuation

    Change withdistance

  • All Rights Reserved © Alcatel-Lucent 201139 | IEEE CTW, June 2011

    Part 2: Dispersion

    … Optical field propagating in the fiber’s transverse mode

    This basic equation describes nonlinear propagation:

    DispersionChange withdistance

    Fourier transform:

    Corresponds to

    from previous page

    “Allpass with quadratic phase”

  • All Rights Reserved © Alcatel-Lucent 201140 | IEEE CTW, June 2011

    Part 3: Kerr Nonlinearity

    … Optical field propagating in the fiber’s transverse mode

    This basic equation describes nonlinear propagation:

    Change withdistance

    KerrNonlinearity

    Corresponds to

    From previous page

  • All Rights Reserved © Alcatel-Lucent 201141 | IEEE CTW, June 2011

    Simulation steps

    Step size ∆z∆z

    0 2 3 4 5 6 7 81 Distance

    Split-Step Fourier Transform Technique

    • Consider short pieces of fiber (dispersion only, nonlinearity only)• Alternate between simple solution in t and f

    Nonlinearity (but no dispersion)

    Dispersion (but no nonlinearity)

    Information Theory and Digital Signal Processing in Optical CommunicationsOutlineSlide Number 3Network traffic is growing exponentiallyHigh-speed fiber optic networksSlide Number 6High-speed optical interface researchHigh-speed optical interface product developmentBasic coherent optical receiver setupHigher interface rates via higher-order modulationHigher interface rates via higher-order modulationHigher interface rates via higher-order modulationFiber capacity increase through spectral efficiencyScaling WDM capacity through spectral efficiencyBasic trade-off: Spectral efficiency versus sensitivitySlide Number 16Optical fiber nonlinearitiesPhysical phenomena at playShannon limits in fiber-optic systemsShannon limits in fiber-optic systemsCapacity limit estimates of the “fiber channel”We are approaching the nonlinear Shannon limitSlide Number 23Spatial Multiplexing (or Space-Division Multiplexing, SDM)Integrated transponders for spatial multiplexingSpatial multiplexing in 7-core fiber: 112 Tb/s, 14 b/s/Hz, 77 kmHow much crosstalk is tolerable ?Spatial Multiplexing (or Space-Division Multiplexing, SDM)SDM and MIMO in fibers – Some differences to wireless MIMODistributed noise loadingDistributed noise loading for non-unitary segmentsDistributed noise loading for non-unitary segmentsFirst experimental results using 3 coupled spatial modesDigital signal processing for 28-Gbaud 6 × 6 MIMOThe first optical 6 x 6 coherent MIMO experimentSummarySlide Number 37Part 1: AttenuationPart 2: DispersionPart 3: Kerr NonlinearitySplit-Step Fourier Transform Technique