Specific Emitter Identification With Different Transmission Codes and Multiple Receivers

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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Publication Details

Journal
IEEE Transactions on Aerospace and Electronic Systems
Published
2024-09-09
DOI
https://doi.org/10.1109/taes.2024.3456090
Primary Topic
Wireless Signal Modulation Classification
Type
article
Field-Weighted Citation Impact
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article

Specific Emitter Identification With Different Transmission Codes and Multiple Receivers

Warren P. du Plessis, Lodewicus J. Diedericks
IEEE Transactions on Aerospace and Electronic Systems
Wireless Signal Modulation Classification
article

Specific Emitter Identification With Different Transmission Codes and Multiple Receivers

Warren P. du Plessis, Lodewicus J. Diedericks
article en

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.

IEEE Transactions on Aerospace and Electronic SystemsVol. 61(2)
University of Pretoria (ZA)
Openalex Percentile: Top 87%
Wireless Signal Modulation Classification
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Specific Emitter Identification With Different Transmission Codes and Multiple Receivers — Warren P. du Plessis, Lodewicus J. Diedericks · IEEE Transactions on Aerospace and Electronic Systems (2024) | TGRS Research Map | TGRS