世界核地质科学2025，Vol.42Issue(5)：1081-1090,10.DOI:10.3969/j.issn.1672-0636.2025.05.015
人工智能技术在核设施实物保护系统网络安全检测中的应用
Application of artificial intelligence technology in network security detection of the nuclear facilities physical protection system
王赛 1李达 1何佳霖 1王志勇 1宗波 1陈芳雷 1唐文偲 1陆宏 1陈梦瑶 1胡洪涛1
作者信息
摘要
Abstract
With the development and progress of the society,nuclear facilities in China faces serious situation in the network security protection.This study explored the application strategywith artificial intelligence technology as to improve network security detection and defense efficiency,overcome the limitations of traditional methods,achieve accurate identification of security risks and real-time response to attacks,so as to strengthen the security and stability of the physical protection system of nuclear facilities.Based on the theory of network security and artificial intelligence,this paper focuses on the key technologies of artificial intelligence,and proposes the application strategy of 3D-CNN+LSTM hybrid model and algorithm in network security detection of physical protection system of nuclear facilities.This model makes full use of the advantages of 3D-CNN in capturing spatio-temporal correlations and short-term dynamic patterns in multi-dimensional data such as network traffic and system logs.Combined with the ability of LSTM in modulating long sequence dependencies,the hybrid algorithm deeply analyzes the temporal evolution characteristics of attack behavior,so as to realize deep learning and high-precision anomaly detection of normal network behavior patterns and complex attack characteristics.Through the detecting practice,the accuracy of security detection was found,which can effectively identify a variety of known and unknown attack modes,and significantly reduce the false alarm rate and false negative rate.关键词
人工智能技术/核设施实物保护系统系统/网络安全检测/网络和数据安全Key words
artificial intelligence technology/Nuclear Facility Physical Protection System/network security detection/artificial intelligence algorithm/Network and Data Security分类
信息技术与安全科学引用本文复制引用
王赛,李达,何佳霖,王志勇,宗波,陈芳雷,唐文偲,陆宏,陈梦瑶,胡洪涛..人工智能技术在核设施实物保护系统网络安全检测中的应用[J].世界核地质科学,2025,42(5):1081-1090,10.
