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Article . 2026
License: CC BY
Data sources: Datacite
ZENODO
Article . 2026
License: CC BY
Data sources: Datacite
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NeuroGuard-V2X : A Neuromorphic Edge Processing Architecture for Privacy-Preserving Network Monitoring in Connected Vehicles

Authors: Mohammad Zahangir, Alam;

NeuroGuard-V2X : A Neuromorphic Edge Processing Architecture for Privacy-Preserving Network Monitoring in Connected Vehicles

Abstract

This paper introduces NeuroGuard-V2X, a privacy-preserving network monitoring architecture for connected vehicles based on neuromorphic edge processing. By deploying event-driven spiking neural networks directly on vehicles, the proposed system analyzes temporal patterns in heterogeneous V2X communications without transmitting or storing sensitive network data. NeuroGuard-V2X enables real-time intrusion detection across DSRC, cellular, and Wi-Fi interfaces while maintaining low latency and energy consumption. Experimental results demonstrate high detection accuracy, significant reductions in data transmission, and ultra-low power usage, highlighting its suitability for secure and scalable vehicular systems.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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