Ambiguity surfaces for underwater acoustic matched-field processing are pro
ne to having high secondary peaks. This leads to anomalous source localizat
ion estimates below a threshold signal-to-noise ratio (SNR) at which the pe
rformance rapidly departs from that predicted by the Cramer-Rao lower bound
(CRLB), In this paper, Barankin bounds are used to predict the threshold S
NR under two different models including known or uncertain shallow mater en
vironments and monochromatic or random narrowband sources. Evaluation of th
e Barankin bound suggests that although asymptotic localization performance
degrades with increasing environmental uncertainty, the threshold SNR is r
elatively unaffected.