Study On Optical Communications, Volume. 45, Issue 5, 9(2019)

Research on Alarm Prediction Method based on Data Pre-processing in Power Backbone Communication Network

LIU Jun1... WANG Ying1, ZHANG Bing2, YAN Bo-yuan2 and ZHAO Yong-li2 |Show fewer author(s)
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    References(11)

    [4] [4] Rahman S, Ahmed T, Huynh M, et al. Auto-Scaling VNFs Using Machine Learning to Improve QoS and Reduce Cost [C]// 2018 IEEE International Conference on Communications. Kansas City, USA:IEEE,2018: 1-6.

    [5] [5] Yan B, Zhao Y, Li Y, et al. Actor-Critic-based Resource Allocation for Multi-Modal Optical Networks [C]// IEEE GLOBCOM Workshop on Machine Learning for Communications. Abu Dhabi, UAE:IEEE,2018: 8644190.

    [6] [6] Wang Z, Min Z, Danshi W, et al. Failure Prediction Using Machine Learning and Time Series in Optical Network [J]. Optics Express,2017,25(16):18553-18565.

    [7] [7] Barletta L, Giusti A, Rottondi C, et al. QoT Estimation for Unestablished Lighpaths Using Machine Learning [C]// OFC. Los Angeles, CA, USA:IEEE, 2017:16929948.

    [8] [8] Panayiotou T, Chatzis S P, Ellinas G. Leveraging Statistical Machine Learning to Address Failure Localization in Optical Networks [J]. Journal of Optical Communications and Networking,2018,10(3): 162-173.

    [9] [9] Kim W, Choi B, Hong E, et al. A Taxonomy of Dirty Data [J]. Data Mining and Knowledge Discovery, 2003, 7(1): 81-99.

    [10] [10] He H, Garcia E A. Learning from Imbalanced Data [J]. IEEE Transactions on Knowledge and Data Engineering, 2009, 21(9):1263-1284.

    [11] [11] Chawla N V, Japkowicz N, Kotcz A. Editorial: Special Issue on Learning from Imbalanced Data Sets [J]. ACM SIGKDD Explorations Newsletter, 2004, 6(1): 1-6.

    [12] [12] Han J, Kamber M, Pei J. Data Mining: Concepts and Techniques [M]. San Francisco: Morgan Kauffman Publishers, 2011.

    [13] [13] Chawla N V, Bowyer K W, Hall L O, et al. SMOTE: Synthetic Minority Over-Sampling Technique [J].Journal of Artificial Intelligence Research,2002,16(1):321-357.

    [14] [14] Han H, Wang W Y, Mao B H. Borderline-SMOTE: A New Over-Sampling Method in Imbalanced Data Sets Learning [C]// International Conference on Intelligent Computing. Hefei, China:Lecture Notes in Computer Science, 2005:878-887.

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    LIU Jun, WANG Ying, ZHANG Bing, YAN Bo-yuan, ZHAO Yong-li. Research on Alarm Prediction Method based on Data Pre-processing in Power Backbone Communication Network[J]. Study On Optical Communications, 2019, 45(5): 9

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    Paper Information

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    Received: Feb. 15, 2019

    Accepted: --

    Published Online: Dec. 5, 2019

    The Author Email:

    DOI:10.13756/j.gtxyj.2019.05.002

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