Cyber-Physical Security with RF Fingerprint Classification through Distance Measure Extensions of Generalized Relevance Learning Vector Quantization

Table 3

Classification and verification performance for each algorithm.

Method	Performance results
	Classification				Verification at SNR = 20 dB
	GSNR (dB) at %C = 90%		RAP		%Aut	AUCM
	TNG	TST	TNG	TST
Cosine GRLVQI (proposed herein)	+5.23	+6.00	1.14	1.14	66	0.973
GRLVQI-SD optimized [28]	+5.16	+5.05	1.16	1.17	66	0.965
GRLVQI (baseline) [29]	+3.72	+3.32	1.14	1.13	33	0.936
MDA [29]	+1.68	0.00	1.23	1.0	100	0.971

Performance results bolded are the best values and those within 5% of the best values.