DocumentCode :
2178595
Title :
Ethernet card discrimination using unintentional cable emissions and constellation-based fingerprinting
Author :
Carbino, Timothy J. ; Temple, Michael A. ; Bihl, Trevor J.
Author_Institution :
US Air Force Inst. of Technol., Wright-Patterson AFB, OH, USA
fYear :
2015
fDate :
16-19 Feb. 2015
Firstpage :
369
Lastpage :
373
Abstract :
Improved network security is addressed using device dependent physical-layer (PHY) based fingerprints from Ethernet cards to augment traditional MAC-based ID verification. The investigation uses unintentional Ethernet cable emissions and device fingerprints comprised of Constellation-Based, Distinct Native Attribute (CB-DNA) features. Near-field collection probe derivative effects dictated the need for developing a two-dimensional (2D) binary constellation for demodulation and CB-DNA extraction. Results show that the 2D constellation provides reliable demodulation (bit estimation) and device discrimination using symbol cluster statistics for CB-DNA. Bit Error Rate (BER) and Cross-Manufacturer Discrimination (CMD) results are provided for 16 devices from 4 different manufactures. Device discrimination is assessed using both Nearest Neighbor (NN) and Multiple Discriminant Analysis, Maximum Likelihood (MDA/ML) classifiers. Overall results are promising and include CMD average classification accuracy of %C = 76.73% (NN) and %C = 91.38% (MDA/ML).
Keywords :
computer network security; demodulation; error statistics; fingerprint identification; local area networks; 2D constellation; BER; CB-DNA extraction; CMD; Ethernet card discrimination; MAC-based ID verification; MDA-ML classifier; PHY; bit error rate; bit estimation; constellation-based distinct native attribute feature; constellation-based fingerprinting; cross-manufacturer discrimination; demodulation; device dependent physical-layer; multiple discriminant analysis-maximum likelihood classifier; near-field collection probe; nearest neighbor analysis; network security; symbol cluster statistic; two-dimensional binary constellation; unintentional cable emission; Artificial neural networks; Constellation diagram; Demodulation; Fingerprint recognition; Probes; Radio frequency; Security;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computing, Networking and Communications (ICNC), 2015 International Conference on
Conference_Location :
Garden Grove, CA
Type :
conf
DOI :
10.1109/ICCNC.2015.7069371
Filename :
7069371
Link To Document :
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