Title :
A user friendly toolbox for exploratory data analysis of underwater sound
Author :
Pires, Fernando J. ; Lobo, Victor
Abstract :
The underwater acoustics research group at the Portuguese Naval academy has been working for some years on unsupervised classification of underwater sound [1-3]. Some software was developed using techniques developed by this group, but adapting the software developed during the research phase to the operational programs (that must be operated by less skilled personnel) proved to be difficult. So as to make the transition smoother, it was decided to use MATLAB both during the research phase and as development system for the operational program. By imposing some compliance rules during the exploratory phase, the same code can be seamlessly integrated with the operational program. Furthermore, the software developed constitutes a signal processing and classification toolbox that can be used by researchers or end-users with little effort. The toolbox is publicly available, and a tutorial was written so as to make the learning curve smoother. In this paper we present this toolbox, showing intended uses, available routines, and end-user programs.
Keywords :
acoustic signal processing; data analysis; geophysics computing; oceanographic techniques; self-organising feature maps; signal classification; underwater sound; MATLAB; exploratory data analysis; self-organizing maps; signal classification; signal processing; software development; underwater acoustics; underwater sound classification; Computer bugs; Costs; Data analysis; Fourier transforms; Graphical user interfaces; MATLAB; Self organizing feature maps; Sonar applications; Underwater acoustics; Visualization; Self-Organizing Maps; Spectograms; Underwater acoustics; exploratory data analysis;
Conference_Titel :
OCEANS 2007 - Europe
Conference_Location :
Aberdeen
Print_ISBN :
978-1-4244-0635-7
Electronic_ISBN :
978-1-4244-0635-7
DOI :
10.1109/OCEANSE.2007.4302318