Sparse Identification for Nonlinear Optical communication systems

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Sorokina, Mariia; Sygletos, Stylianos; Turitsyn, Sergei;
(2017)
  • Publisher: IEEE

We have developed a low complexity machine learning based nonlinear impairment equalization scheme and demonstrated its successful performance in SDM transmission links achieving compensation of both inter- and intra- channel Kerr-based nonlinear effects. The method ope... View more
  • References (18)
    18 references, page 1 of 2

    [1] M. A. Sorokina and S. K. Turitsyn, “Regeneration limit of classical Shannon capacity,” Nat. Commun. 5, 3861 (2014).

    [2] E. Temprana, E. Myslivets, B.P.-P. Kuo, L. Liu, V. Ataie, N. Alic, and S. Radic, “Overcoming Kerrinduced capacity limit in optical fiber transmission,” Science 348, 1445-1448 (2015).

    [3] E. Ip, “Nonlinear compensation using backpropagation for polarization-multiplexed transmission,” J. Lightwave Technol. 28(6), 939-951 (2010).

    [4] S. J. Savory, “Digital coherent optical receivers: algorithms and subsystems,” IEEE J. Sel. Top. Quantum Electron. 16(5), 1164-1179 (2010).

    [5] K. Peddanarappagari and M. Brandt-Pearce, “Volterra series transfer function of single-mode fibers,” J. Lightw. Technol., 15(12), 2232-2241 (1997).

    [6] M. Schetzen, “The Volterra and Wiener Theories of Nonlinear Systems,” Krieger (2006).

    [7] A. Amari, P. Ciblat, andY. Jaouen, “Fifth-order Volterra series based nonlinear equalizer for long-haul high data rate optical fiber communications,” in Proc. Asilomar Conference ACSSC (2014).

    [8] Z. Tao, L. Dou, W. Yan, L. Li, T. Hoshida, and J. C. Rasmussen, “Multiplier-free intrachannel nonlinearity compensating algorithm operating at symbol rate,” J. Lightwave Technol. 29(17), 2570-2576 (2011).

    [9] P. Johannisson and M. Karlsson, “Perturbation analysis of nonlinear propagation in a strongly dispersive optical communication system,” J. Lightwave Technol. 31(8), 1273-1282 (2013).

    [10] Y. Gao, J. C. Cartledge, A. S. Karar, S. S. Yam, M. O'Sullivan, C. Laperle, A. Borowiec, and K. Roberts, “Reducing the complexity of perturbation based nonlinearity pre-compensation using symmetric EDC and pulse shaping,” Opt. Express 22(2), 1209-1219 (2014).

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