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Home > Wen Yuan (High School Edition) > 2023 No.04 > 基于增量SOM算法的虚拟机异常状态检测技术研究

  • 基于增量SOM算法的虚拟机异常状态检测技术研究

    Author(s)：

    周真

    Publication Title：

    Wen Yuan (High School Edition) 2023 No.04

    Affiliations：

    西南民族大学计算机科学与工程学院

    Abstract：

    本文以云数据中心虚拟机运行状态为异常检测目标，针对由云环境下虚拟机部署运行高动态性所导致的无法批量获取运行状态训练数据，训练数据无标签等问题，提出基于增量SOM无监督学习方法的虚拟机运行状态建模及异常运行状态检测设别技术。文中对基于增量SOM算法的虚拟机运行状态建模和异常运行状检测设别过程进行了详细描述，对SOM网络关键训练参数的设定问题进行了讨论和研究，并给出优化设定方案。相关仿真实验和实际应用效果验证了本文提出的针对虚拟机运行状态的异常检测技术在云环境下的有效性。

    Keywords：

    云计算；虚拟机；运行状态；增量SOM；异常检测

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    [1] 周真.基于增量SOM算法的虚拟机异常状态检测技术研究[J].Wen Yuan (High School Edition),2023(04),.

文渊(高中版)
Wen Yuan (High School Edition)

Language: 中文

CN：11-9276/G

ISSN：2096-6288

Publication Frequency: 月刊

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