Title :
Propagation-Invariant Classification of Signals in Channels with Dispersion and Damping
Author :
Okopal, Greg ; Loughlin, Patrick J.
Author_Institution :
Univ. of Pittsburgh, Pittsburgh
fDate :
Sept. 29 2007-Oct. 4 2007
Abstract :
We consider the classification utility of time- domain moment-like features of a wave that are invariant to dispersion and damping. Simulations of the sonar backscatter from metallic shells in a dispersive, damped waveguide are conducted for single mode and multi-mode propagation. Random variations in the waveguide parameters are also investigated. Results show our invariant moment features have greater discriminability, as quantified by ROC curves, at low false alarm rates when compared to ordinary temporal moments, and the invariant features perform best for single mode propagation.
Keywords :
acoustic wave scattering; acoustic waveguides; oceanographic techniques; sonar signal processing; underwater acoustic propagation; ROC curves; damped waveguide; damping; dispersion; false alarm rates; metallic shells; propagation-invariant signal classification; single mode propagation; sonar backscatter; time-domain moment-like features; underwater sound; Acoustic propagation; Attenuation; Backscatter; Damping; Degradation; Dispersion; Feature extraction; Frequency; Sonar detection; Steel;
Conference_Titel :
OCEANS 2007
Conference_Location :
Vancouver, BC
Print_ISBN :
978-0933957-35-0
Electronic_ISBN :
978-0933957-35-0
DOI :
10.1109/OCEANS.2007.4449248