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| Autori principali: | , , , , |
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| Natura: | Preprint |
| Pubblicazione: |
2024
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| Soggetti: | |
| Accesso online: | https://arxiv.org/abs/2405.18255 |
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| _version_ | 1866909220139433984 |
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| author | Gou, Wenlong Yu, Chuanhang Ma, Juntao Wu, Gang Mordachev, Vladimir |
| author_facet | Gou, Wenlong Yu, Chuanhang Ma, Juntao Wu, Gang Mordachev, Vladimir |
| contents | A variety of ranging threats represented by Ghost Peak attack have raised concerns regarding the security performance of Ultra-Wide Band (UWB) systems with the finalization of the IEEE 802.15.4z standard. Based on channel reciprocity, this paper proposes a low complexity attack detection scheme that compares Channel Impulse Response (CIR) features of both ranging sides utilizing an autoencoder with the capability of data compression and feature extraction. Taking Ghost Peak attack as an example, this paper demonstrates the effectiveness, feasibility and generalizability of the proposed attack detection scheme through simulation and experimental validation. The proposed scheme achieves an attack detection success rate of over 99% and can be implemented in current systems at low cost. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2405_18255 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Channel Reciprocity Based Attack Detection for Securing UWB Ranging by Autoencoder Gou, Wenlong Yu, Chuanhang Ma, Juntao Wu, Gang Mordachev, Vladimir Cryptography and Security Social and Information Networks Signal Processing H.1.1 A variety of ranging threats represented by Ghost Peak attack have raised concerns regarding the security performance of Ultra-Wide Band (UWB) systems with the finalization of the IEEE 802.15.4z standard. Based on channel reciprocity, this paper proposes a low complexity attack detection scheme that compares Channel Impulse Response (CIR) features of both ranging sides utilizing an autoencoder with the capability of data compression and feature extraction. Taking Ghost Peak attack as an example, this paper demonstrates the effectiveness, feasibility and generalizability of the proposed attack detection scheme through simulation and experimental validation. The proposed scheme achieves an attack detection success rate of over 99% and can be implemented in current systems at low cost. |
| title | Channel Reciprocity Based Attack Detection for Securing UWB Ranging by Autoencoder |
| topic | Cryptography and Security Social and Information Networks Signal Processing H.1.1 |
| url | https://arxiv.org/abs/2405.18255 |