Specific Emitter Identification With Different Transmission Codes and Multiple Receivers

IF 5.7 2区 计算机科学 Q1 ENGINEERING, AEROSPACE IEEE Transactions on Aerospace and Electronic Systems Pub Date : 2024-09-09 DOI:10.1109/TAES.2024.3456090
Lodewicus J. Diedericks;Warren P. du Plessis
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Abstract

A specific emitter identification (SEI) system that expands previously published results by identifying remote keyless-entry (RKE) remotes with an accuracy of over 95% even when different digital transmission codes are used is described. This system successfully rejects replay attacks with no replay attacks being incorrectly identified as known remotes. The effect of using multiple receivers is then evaluated using this SEI system. It was found that poor accuracy of under 33% was obtained when attempting to identify transmitters using an SEI system trained on data recorded by other receivers. However, including recordings from all receivers among the receivers used to provide the training data was found to increase the accuracy to over 91%. Increasing the number of receivers used to record the training data was found to slightly reduce the identification accuracy.
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使用不同传输代码和多个接收器识别特定发射器
描述了一种特定的发射器识别(SEI)系统,该系统通过识别远程无钥匙进入(RKE)遥控器扩展了先前发布的结果,即使使用不同的数字传输代码,准确率也超过95%。此系统成功拒绝重放攻击,没有重放攻击被错误地识别为已知远程。然后使用该SEI系统评估使用多个接收器的效果。研究发现,当试图使用基于其他接收器记录的数据训练的SEI系统识别发射器时,获得的准确性低于33%。然而,包括用于提供训练数据的所有接收者的录音,发现准确性提高到91%以上。增加用于记录训练数据的接收器的数量会略微降低识别的准确性。
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来源期刊
CiteScore
7.80
自引率
13.60%
发文量
433
审稿时长
8.7 months
期刊介绍: IEEE Transactions on Aerospace and Electronic Systems focuses on the organization, design, development, integration, and operation of complex systems for space, air, ocean, or ground environment. These systems include, but are not limited to, navigation, avionics, spacecraft, aerospace power, radar, sonar, telemetry, defense, transportation, automated testing, and command and control.
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