• Optical Communication Technology
  • Vol. 47, Issue 9, 36 (2021)
JI Chenyang1, BI Meihua1, ZHOU Zhao2, CHEN Tianning1..., LIN Jiaqian1 and XU Zhiwei1|Show fewer author(s)
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    DOI: 10.13921/j.cnki.issn1002-5561.2021.09.009 Cite this Article
    JI Chenyang, BI Meihua, ZHOU Zhao, CHEN Tianning, LIN Jiaqian, XU Zhiwei. Online bandwidth resources allocation algorithm for multi-tenancy PON based on deep reinforcement learning[J]. Optical Communication Technology, 2021, 47(9): 36 Copy Citation Text show less
    References

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    [6] CICERI O J, ASTUDILLO C A, FONSECA N L S D. Dynamic bandwidth allocation with multi-ONU customer support for ethernet passive optical networks[C]//2018 IEEE Symposium on Computers and Communications(ISCC), June 25-28, 2018, Natal, Brazil. New York: IEEE, 2018: 230-235.

    [7] LI C, GUO W, WANG W, et al. Bandwidth resource sharing on the XG-PON transmission convergence layer in a multi-operator scenario[J]. Journal of Optical Communications and Networking, 2016, 8(11): 835-843.

    [8] MAO H, ALIZADEH M, MENACHE I, et al. Resource management with deep reinforcement learning[C]//15th ACM Workshop on Hot Topics in Networks, November 9-10, 2016, Atlanta, USA. New York: ACM, 2016: 50-56.

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    [10] RAZA M R, NATALINO C, HLEN P, et al. A slice admission policy based on reinforcement learning for a 5G flexible RAN[C]//2018 European Conference on Optical Communication (ECOC), September 23-27, 2018, Roma, Italy. Roma: ECOC, 2018: 1-3.

    [11] HINTON G. Overview of mini-batch gradient descent[EB/OL]. [2020-10-30]. http://www.cs.toronto.edu/~tijmen/csc321/slides/lecture_slides_ lec6.pdf.

    [12] ROBERT G, GANESH A, SRIKANTH K, et al. Multi-resource packing for cluster schedulers[C]//2014 ACM conference on SIGCOMM, August 17-22, 2014, Chicago, USA. New York: ACM, 2014: 455-466.

    JI Chenyang, BI Meihua, ZHOU Zhao, CHEN Tianning, LIN Jiaqian, XU Zhiwei. Online bandwidth resources allocation algorithm for multi-tenancy PON based on deep reinforcement learning[J]. Optical Communication Technology, 2021, 47(9): 36
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