DocumentCode :
407456
Title :
Characterization of various fluids in cylinders from dolphin sonar data in the interval domain
Author :
Lainscsek, Claudia ; Gorodnitsky, Kina
Author_Institution :
Dept. of Cognitive Sci., California Univ., San Diego, La Jolla, CA, USA
Volume :
2
fYear :
2003
fDate :
22-26 Sept. 2003
Firstpage :
629
Abstract :
An algorithm to map temporal signals into sequences of tinting patterns is introduced and applied to the analysis of dolphin sonar data collected during a target discrimination task. A parallel can be drawn between this algorithm and the biological auditory system which encodes sensory information in the timing patterns of neural spike trains. The information in this case is carried in the interval lengths between adjacent spikes hence we term this representation an interval domain representation (IDR). A classification feature space is defined in this domain and used to analyze the returning echoes in dolphin data. We show that the dynamical classifier is able to discriminate with high confidence cylinders filled with four different fluid types used in the experiment. The potential applications of this research include improved target discrimination and a more general classification of complex acoustic data, including biologic data. The research may also provide clues to understanding the complexities underlying dolphin sonar discrimination capabilities.
Keywords :
bioacoustics; geophysical signal processing; oceanographic techniques; sonar imaging; IDR; adjacent spike; biologic data; biological auditory system; classification feature space; complex acoustic data; cylinder fluid characterization; dolphin sonar data; dolphin sonar data analysis; dolphin sonar discrimination capability; interval domain representation; interval length; neural spike train; sensory information; target discrimination; target discrimination task; temporal signal mapping algorithm; timing pattern; tinting pattern; Auditory system; Biological information theory; Cognitive science; Delay; Dolphins; Encoding; Signal analysis; Signal processing algorithms; Sonar; Timing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
OCEANS 2003. Proceedings
Conference_Location :
San Diego, CA, USA
Print_ISBN :
0-933957-30-0
Type :
conf
DOI :
10.1109/OCEANS.2003.178385
Filename :
1283344
Link To Document :
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