Browse > Article
http://dx.doi.org/10.6109/jkiice.2012.16.9.1878

Underwater Target Analysis Using Canonical Correlation Analysis  

Seok, Jong-Won (창원대학교 정보통신공학과)
Kim, Tae-Hwan (경북대학교 전자전기컴퓨터학부)
Bae, Keun-Sung (경북대학교 전자전기컴퓨터학부)
Publication Information
Journal of the Korea Institute of Information and Communication Engineering / v.16, no.9, 2012 , pp. 1878-1883 More about this Journal
Abstract
Generally, in the underwater target recognition, feature vectors are extracted from the target signal utilizing spatial information according to target shape/material characteristics. And, various signal processing techniques have been studied to extract feature vectors which is less sensitive to the location of the receiver. In this paper, we analyzed the characteristics of synthesized underwater objects using canonical correlation analysis method which is relatively less sensitive to the location of receiver. Canonical correlation analysis is applied to two consecutive backscattered sonar returns at different aspect angles to analyze the correlation characteristics in multi-aspect environment.
Keywords
Canonical Correlation Analysis; Multiaspect Sonar; Underwater Target; Target Recognition;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
연도 인용수 순위
1 Bell A.J. and Sejnnowski T.J., "The Independent Components of natural scenes are edge filters," Vision research, vol. 37, no. 23, 1997
2 고재필 "Support vector machines을 이용한 다중 클래스 문제 해결" 정보과학회논문지 제32권 12호 2005년 12월.   과학기술학회마을
3 P.R. Runkle, P.K. Bharadwaj, L. Couchman, and L. Carin, "Hidden Markov models for multiaspect target classification," IEEE Trans. on Signal Pro., vol. 47, issue 7, pp. 2035-2040, July 1999.   DOI   ScienceOn
4 Hongwei Liu and L. Carin, "Class-based target classification in shallow water channel based on hidden Markov model," ICASSP'02, vol. 3, pp. 2889- 2892, May 2002.
5 P. Runkle, P. Bharadwaj, L. Couchman, and L. Carin, " Hidden Markov Models for Multi-Aspect Target Identification," IEEE Trans. Signal Processing, vol. 47, pp. 2,035-2,040, July 1999.   DOI   ScienceOn
6 김태환, 조점군, 배건성, "능동소나 합성 신호를 이용한 HMM 기반의 수중 표적 인식,"군사과학기술학회 종합학술대회, pp. 801-804, 2010.
7 A. Pezeshki, R. Azimi, and L. Scharf, "Undersea Target Classification Using Canonical Correlation Analysis," IEEE Journal of Oceaning Engineering, Vol. 32, No. 4, 2007
8 H. Hotelling, "Relations between two sets of variables," Biometrika, vol. 28,1936.