Title :
Sequential classification of spherical acoustic objects in motion
Author_Institution :
Inf. Process. Branch, Naval Undersea Warfare Center Div., New London, CT, USA
Abstract :
An important problem in active sonar is the classification of objects from their returned scattered acoustic pressure field. Since in active sonar the insonifying waveform is usually broadband the received pressure is processed by matched filtering. After matched filtering an object´s spectrum often contains sufficient information for classification. However, when objects are similar motion modifies their spectra enough so that the probability of false classification increases. In this paper the object´s motion is first extracted and then sequential classification proceeds based on its measured fourth-order cumulant spectrum for each active sonar return and known fourth-order cumulant spectra of objects with similar velocity. The fourth-order cumulant spectrum is used because of its unique properties of noise suppression and feature extraction
Keywords :
acoustic field; higher order statistics; pattern classification; phase estimation; sonar signal processing; sonar tracking; active sonar; feature extraction; fourth-order cumulant spectrum; insonifying waveform; linear frequency modulated waveform; matched filtering; noise suppression; object motion; scattered acoustic pressure field; sequential classification; spherical acoustic objects; Acoustic scattering; Bandwidth; Data mining; Equations; Filtering; Frequency; Matched filters; Sonar; Transfer functions; Underwater acoustics;
Conference_Titel :
OCEANS '94. 'Oceans Engineering for Today's Technology and Tomorrow's Preservation.' Proceedings
Conference_Location :
Brest
Print_ISBN :
0-7803-2056-5
DOI :
10.1109/OCEANS.1994.364107