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融合信任管理的无线传感器网络攻击检测算法
李建坡,丁昱竹,梁杨帆,任舒扬
0
(1.东北电力大学 计算机学院,吉林 吉林 132012;2.嘉兴大学 信息科学与工程学院,浙江 嘉兴 314001;3.温州理工学院 数据科学与人工智能学院,浙江 温州325035)
摘要:
为提高无线传感器网络安全特性,解决分簇路由过程中网络攻击带来的数据异常、数据丢失等问题,提出了一种融合节点信任管理的无线传感器网络攻击检测算法。通过建立信任管理模型,利用节点通信参数进行信任计算,设定分类管理阈值,对节点进行信任等级分类;通过分析不同种类网络攻击特点,提取相应节点通信参量,对信任管理模型判定为可疑的节点进行检测,及时恶意节点剔除网络;通过对节点的信任管理及网络攻击检测,制定安全路由数据传输算法。仿真结果表明,算法能够有效检测并隔离出网络中的受攻击节点,提高数据传输率,在系统面临极端网络威胁条件下,所提算法数据包投递率同比提高约11%。
关键词:  通信与信息系统  无线传感器网络  信任管理  安全路由  网络攻击检测
DOI:10.20079/j.issn.1001-893x.250219002
基金项目:国家自然科学基金资助项目(61501106)
A Trust-based Attack Detection Algorithm for Wireless Sensor Network
LI Jianpo,DING Yuzhu,LIANG Yangfan,REN Shuyang
(1.School of Computer Science,Northeast Electric Power University,Jilin 132012,China;2.College of Information Science and Engineering,Jiaxing University,Jiaxing 314001,China;3.School of Data Science and Artificial Intelligence,Wenzhou University of Technology,Wenzhou 325035,China)
Abstract:
To enhance the security of wireless sensor network and address data anomalies and packet loss caused by network attacks during clustering routing,a node trust management-integrated attack detection algorithm is proposed.The framework establishes a trust management model that calculates node trust values based on communication parameters,classifies nodes into trust levels through adaptive classification thresholds,and analyzes attack-specific communication patterns to extract relevant parameters.Suspicious nodes flagged by the trust model undergo targeted detection,enabling rapid identification and removal of malicious nodes.A secure routing data transmission algorithm is subsequently formulated by integrating trust management with real-time attack detection.Simulation results demonstrate the ゛lgorithm搒 effectiveness in isolating compromised nodes and improving data transmission reliability.Under extreme network threats,the proposed scheme achieves an 11% increase in packet delivery rate compared with baseline methods.
Key words:  communication and information system  wireless sensor network  trust management  secure routing  network attack detection