Research Article

Deep Anomaly Detection with Attention (DADA): A Novel Approach for Identifying Multipath Interference in Radar Signals

Table 3

Performance metrics for the seven methods (test set with two multipath signals).

MethodNLFM BPSK (NB)NLFM QPSK (NQ)BPSK QPSK (BQ)
PRF1PRF1PRF1

CCF0.6801.0000.8090.6721.0000.8040.6981.0000.822
SC0.5861.0000.7390.6721.0000.8040.5921.0000.744
WRFCCF0.6720.9070.7720.6370.9520.7630.6630.9100.767
AnoGAN0.5070.9900.6710.5180.9950.6810.5420.9850.699
EGBAD0.5580.9870.7120.5790.9900.7310.5910.9850.739
GANomaly0.6840.6320.6550.6570.9530.7770.9800.5140.674
DADA0.7450.9920.8510.9050.9370.9210.8000.9100.851