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Cited by 43 publications
(13 citation statements)
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“…Additionally, the authors use the energy ratios of the perturbation and modulated signal as an attack constraint, a metric that the current work uses as well. However, the authors consider perturbations which are below the noise floor but implicitly assume they are able to 1 Black-box refers to attacks with full access to the training dataset but no knowledge of the DNN architecture of learned parameter matrices. compromise the eavesdropper's signal processing chain by not considering the effect of the channel on the perturbation signal.…”
Section: Related Workmentioning
confidence: 99%
See 1 more Smart Citation
“…Additionally, the authors use the energy ratios of the perturbation and modulated signal as an attack constraint, a metric that the current work uses as well. However, the authors consider perturbations which are below the noise floor but implicitly assume they are able to 1 Black-box refers to attacks with full access to the training dataset but no knowledge of the DNN architecture of learned parameter matrices. compromise the eavesdropper's signal processing chain by not considering the effect of the channel on the perturbation signal.…”
Section: Related Workmentioning
confidence: 99%
“…One subset of RFML deals with utilizing raw in-phase and quadrature (IQ) samples for spectrum sensing. Spectrum sensing can be used in Dynamic Spectrum Access (DSA) systems to determine the presence of primary and secondary users in order to adapt transmission parameters to the environment [1] and has obvious applications to signals intelligence. Prior approaches to spectrum sensing were likelihood or feature based [2]- [7] while more recent approaches leverage the advances in deep neural networks (DNN) to operate directly on raw IQ samples [8]- [13].…”
Section: Introductionmentioning
confidence: 99%
“…Spectrum sharing technologies have significantly advanced since Mitola introduced the concept of cognitive radio in [1]. Dynamic spectrum access technologies are already included in multiple standards in different frequency bands, and regulatory processes are being updated to include new forms of licensing [2]. Coordinated spectrum sharing approaches are being developed and proposed between different technologies used in the industrial, scientific and medical (ISM) bands [3].…”
Section: Introductionmentioning
confidence: 99%
“…Current conventional grade crossing protection systems can be extremely expensive, which is expected to improve in a wireless way. Wireless technologies have been advanced extremely fast in recently years [3], ranging from cellular [4], Wi-Fi [5] to wireless sensor networks [6,7], etc., and have been applied to various of areas, such as public safety [8], healthcare [9], distributed computing [10], etc. Particularly for transportation, Dedicated Short Range Communication (DSRC) [11], are being explored by the automotive safety industry to provide Intelligent Transportation Services (ITS).…”
Section: Introductionmentioning
confidence: 99%