QoT Estimation for Large-scale Mixed-rate Disaggregated Metro DCI Networks by Artificial Neural Networks

被引:0
|
作者
He, Yan [1 ]
Chandramouli, Kausthubh [1 ]
Zhai, Zhiqun [2 ]
Chen, Sai [2 ]
Dou, Liang [3 ]
Xie, Chongjin [4 ]
Lu, Chao [1 ]
Lau, Alan Pak Tao [1 ]
机构
[1] Hong Kong Polytech Univ, Photon Res Inst, Dept Elect & Elect Engn, Hong Kong, Peoples R China
[2] Alibaba Cloud, Alibaba Grp, Hangzhou, Peoples R China
[3] Alibaba Cloud, Alibaba Grp, Beijing, Peoples R China
[4] Alibaba Cloud, Alibaba Grp, New York, NY 10014 USA
来源
2024 OPTICAL FIBER COMMUNICATIONS CONFERENCE AND EXHIBITION, OFC | 2024年
关键词
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We proposed an artificial neural network (ANN)-based QoT estimator for large-scale mixed-rate disaggregated metro DCI networks with an estimation error standard deviation of 0.3 dB, outperforming analytical-based methods with vendor-specific transponder SNR characterization. (c) 2024 The Author(s)
引用
收藏
页数:3
相关论文
共 50 条
  • [41] Training of large-scale feed-forward neural networks
    Seiffert, Udo
    2006 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORK PROCEEDINGS, VOLS 1-10, 2006, : 5324 - 5329
  • [42] Gradually Updated Neural Networks for Large-Scale Image Recognition
    Qiao, Siyuan
    Zhang, Zhishuai
    Shen, Wei
    Wang, Bo
    Yuille, Alan
    INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 80, 2018, 80
  • [43] Demand estimation for perimeter control in large-scale traffic networks
    Kumarage, Sakitha
    Yildirimoglu, Mehmet
    Zheng, Zuduo
    2023 8TH INTERNATIONAL CONFERENCE ON MODELS AND TECHNOLOGIES FOR INTELLIGENT TRANSPORTATION SYSTEMS, MT-ITS, 2023,
  • [44] Cooperative Bayesian Estimation of Vehicular Traffic in Large-Scale Networks
    Pascale, Alessandra
    Nicoli, Monica
    Spagnolini, Umberto
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2014, 15 (05) : 2074 - 2088
  • [45] Classifying the large-scale structure of the universe with deep neural networks
    Aragon-Calvo, M. A.
    MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 2019, 484 (04) : 5771 - 5784
  • [46] Dynamics of pruning in simulated large-scale spiking neural networks
    Iglesias, J
    Eriksson, J
    Grize, F
    Tomassini, M
    Villa, AEP
    BIOSYSTEMS, 2005, 79 (1-3) : 11 - 20
  • [47] Estimation of a Population Size in Large-Scale Wireless Sensor Networks
    彭绍亮
    李姗姗
    廖湘科
    彭宇行
    肖侬
    Journal of Computer Science & Technology, 2009, 24 (05) : 987 - 997
  • [48] Large-Scale Simulations of Plastic Neural Networks on Neuromorphic Hardware
    Knight, James C.
    Tully, Philip J.
    Kaplan, Bernhard A.
    Lansner, Anders
    Furber, Steve B.
    FRONTIERS IN NEUROANATOMY, 2016, 10
  • [49] Deep Convolutional Neural Networks for Large-scale Speech Tasks
    Sainath, Tara N.
    Kingsbury, Brian
    Saon, George
    Soltau, Hagen
    Mohamed, Abdel-rahman
    Dahl, George
    Ramabhadran, Bhuvana
    NEURAL NETWORKS, 2015, 64 : 39 - 48
  • [50] An FPGA design framework for large-scale spiking neural networks
    Wang, Runchun
    Hamilton, Tara Julia
    Tapson, Jonathan
    van Schaik, Andre
    2014 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2014, : 457 - 460