智能物联技术2024,Vol.56Issue(5) :111-114.

人工智能在计算机网络监测中的应用研究

Research on the Application of Artificial Intelligence in Computer Network Monitoring

吴俭
智能物联技术2024,Vol.56Issue(5) :111-114.

人工智能在计算机网络监测中的应用研究

Research on the Application of Artificial Intelligence in Computer Network Monitoring

吴俭1
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作者信息

  • 1. 四川水利职业技术学院 信息工程学院,四川 成都 611230
  • 折叠

摘要

文章针对传统网络监测技术难以满足当前安全需求的问题,设计了融合人工智能技术的计算机网络监测系统.采用深度学习和强化学习算法,系统能够高效识别异常行为并智能响应安全事件.实验结果表明,基于Transformer的模型在检测准确率和响应效率上显著优于传统方法,且系统具备较强的扩展性和适应性,可在复杂网络环境中改善监测效果.

Abstract

This article addresses the issue that traditional network monitoring technologies struggle to meet current security needs,and designs a computer network monitoring system that integrates artificial intelligence technology.Utilizing deep learning and reinforcement learning algorithms,the system can efficiently identify abnormal behaviors and intelligently respond to security incidents.Experimental results show that the Transformer-based model significantly outperforms traditional methods in detection accuracy and response efficiency.Moreover,the system has strong scalability and adaptability,which can enhance monitoring effects in complex network environments.

关键词

网络安全监测/人工智能/深度学习/异常检测

Key words

network security monitoring/artificial intelligence/deep learning/anomaly detection

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出版年

2024
智能物联技术
中国电子科技集团公司第52研究所

智能物联技术

ISSN:2096-6059
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