Overfitting characteristics of four-layer-deep-neural-network-based nonlinear equalizer for optical communication systems

Author:

Nakamura Jinya1,Ikuta Kai1,Nakamura Moriya1

Affiliation:

1. School of Science and Technology, Meiji University

Publisher

Institute of Electronics, Information and Communications Engineers (IEICE)

Subject

General Medicine

Reference14 articles.

1. [1] S. Owaki and M. Nakamura, “Equalization of optical nonlinear waveform distortion using neural-network based digital signal processing,” Optoelectronics and Communications Conference (OECC2016), WA2-40, July 2016.

2. [2] S. Owaki, Y. Fukumoto, T. Sakamoto, N. Yamamoto, and M. Nakamura, “Experimental demonstration of SPM compensation based on digital signal processing using a three-layer neural-network for 40-Gbit/s optical 16QAM signal,” IEICE Commun. Express, vol. 7, no. 1, pp. 13-18, Jan. 2018. DOI: 10.1587/comex.2017XBL0148

3. [3] J. Estarán, R. Rios-Müller, M.A. Mestre, F. Jorge, H. Mardoyan, A. Konczykowska, J.-Y. Dupuy, and S. Bigo, “Artificial neural networks for linear and non-linear impairment mitigation in high-baudrate IM/DD systems,” European Conference on Optical Communication (ECOC2016), M.2.B.2, Sept. 2016.

4. [4] M.A. Jarajreh, E. Giacoumidis, I. Aldaya, S.T. Le, A. Tsokanos, Z. Ghassemlooy, and N.J. Doran, “Artificial neural network nonlinear equalizer for coherent optical OFDM,” IEEE Photon. Technol. Lett., vol. 27, no. 4. pp. 387-390, Feb. 2015. DOI: 10.1109/LPT.2014.2375960

5. [5] E. Ip and J.M. Kahn, “Compensation of dispersion and nonlinear impairments using digital backpropagation,” J. Lightw. Technol., vol. 26, no. 20, pp. 3416-3425, Oct. 2008. DOI: 10.1109/JLT.2008.927791

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