Traffic estimation based on long short-term memory neural network for mobile front-haul with XG-PON

Min Zhang; Bo Xu; Xiaoyun Li; Yi Cai; Baojian Wu; Kun Qiu

doi:10.3788/COL201917.070603

Chinese Optics Letters, Volume. 17, Issue 7, 070603(2019)

Traffic estimation based on long short-term memory neural network for mobile front-haul with XG-PON

Min Zhang¹, Bo Xu^1、*, Xiaoyun Li², Yi Cai¹, Baojian Wu¹, and Kun Qiu¹

¹Key Laboratory of Optical Fiber Sensing and Communications, Ministry of Education, University of Electronic Science and Technology of China, Chengdu 611731, China

²Business School, University of International Business and Economics, Beijing 100029, China

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References(19)

[1] I. Chih-Lin, J. Huang, R. Duan, C. Cui, J. X. Jiang, L. Li. IEEE Access, 2, 1030(2014).

[2] A. Pizzinat, P. Chanclou, T. Diallo, F. Saliou. Proceedings of ECOC, 1(2014).

[3] D. Hisano, H. Uzawa, Y. Nakayama, H. Nakamura, J. Terada, A. Otaka. IEEE J. Sel. Areas Commun., 36, 2508(2018).

[4] Study on new radio access technology: radio access architecture and interfaces (Release 14)(2016).

[5] J. Zheng, H. T. Mouftah. Opt. Switch. Netw., 6, 151(2009).

[6] Z. Xie, H. Li, Y. Ji. Chin. Opt. Lett., 7, 4(2009).

[7] T. Kobayashi, H. Ou, D. Hisano, T. Shimada, J. Terada, A. Otaka. Proceedings. of OFC, 1(2016).

[8] A. M. Mikaeil, W. Hu, T. Ye, S. B. Hussain. IEEE/OSA J. Opt. Commun. Netw., 9, 984(2017).

[9] A. M. Mikaeil, W. Hu, S. B. Hussain. Proceedings of ICTON, 1(2018).

[10] F. Musumeci, C. Rottondi, A. Nag, I. Macaluso, D. Zibar, M. Ruffini, M. Tornatore(2018).

[11] H. Huang, A. Yang, L. Feng, G. Ni, P. Guo. Chin. Opt. Lett., 15, 050601(2017).

[12] J. Mata, I. de Miguel, R. J. Duran, N. Merayo, S. K. Singh, A. Jukan, M. Chamania. Opt. Switch. Netw., 28, 43(2018).

[13] Y. Bengio, P. Simard, P. Frasconi. IEEE Trans. Neural Netw., 5, 157(2002).

[14] S. Hochreiter, J. Schmidhuber. Neural Comput., 9, 1735(1997).

[15] G. E. Hinton, N. Srivastava, A. Krizhevsky, I. Sutskever, R. R. Salakhutdinov. Comput. Sci., 3, 212(2012).

[16] I. Goodfellow, Y. Bengio, A. Courville. Deep learning(2016).

[17] D. Ammar, T. Begin, I. Guerin-Lassous. Conference of ICST(2011).

[18] G. F. Riley, T. R. Henderson. The ns-3 Network Simulator(2010).

[19] X. Wu, K. N. Brown, C. J. Sreenan, P. Alvarez, M. Ruffini, N. Marchetti, D. Payne, L. Doyle. Conference on ICST 195(2013).

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Min Zhang, Bo Xu, Xiaoyun Li, Yi Cai, Baojian Wu, Kun Qiu. Traffic estimation based on long short-term memory neural network for mobile front-haul with XG-PON[J]. Chinese Optics Letters, 2019, 17(7): 070603

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Paper Information

Category: Fiber Optics and Optical Communications

Received: Jan. 28, 2019

Accepted: Apr. 12, 2019

Posted: Apr. 12, 2019

Published Online: Jul. 12, 2019

The Author Email: Bo Xu (xubo@uestc.edu.cn)

DOI:10.3788/COL201917.070603

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