{"title":"Providing Information Security of Vehicular Ad Hoc Networks Using the Early Detection of Malicious Nodes","authors":"E. Yu. Pavlenko, M. A. Pakhomov","doi":"10.3103/S0146411624700986","DOIUrl":null,"url":null,"abstract":"<p>The peculiarities of vehicular ad hoc networks (VANETs) are considered. An approach to provide information security of VANETs is proposed; its distinctive feature lies in the early detection of malicious activity of network participants. For its detection at an early stage, the parameters of the ad hoc vehicular network are represented as a time series, and the prediction of their future values and anomaly detection are carried out using machine learning methods. The proposed approach allows improving the security of intelligent transport systems.</p>","PeriodicalId":46238,"journal":{"name":"AUTOMATIC CONTROL AND COMPUTER SCIENCES","volume":"58 8","pages":"1318 - 1325"},"PeriodicalIF":0.6000,"publicationDate":"2025-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"AUTOMATIC CONTROL AND COMPUTER SCIENCES","FirstCategoryId":"1085","ListUrlMain":"https://link.springer.com/article/10.3103/S0146411624700986","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
引用次数: 0
Abstract
The peculiarities of vehicular ad hoc networks (VANETs) are considered. An approach to provide information security of VANETs is proposed; its distinctive feature lies in the early detection of malicious activity of network participants. For its detection at an early stage, the parameters of the ad hoc vehicular network are represented as a time series, and the prediction of their future values and anomaly detection are carried out using machine learning methods. The proposed approach allows improving the security of intelligent transport systems.
期刊介绍:
Automatic Control and Computer Sciences is a peer reviewed journal that publishes articles on• Control systems, cyber-physical system, real-time systems, robotics, smart sensors, embedded intelligence • Network information technologies, information security, statistical methods of data processing, distributed artificial intelligence, complex systems modeling, knowledge representation, processing and management • Signal and image processing, machine learning, machine perception, computer vision