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