Title :
Design and testing of an underwater microscopy for the study of zooplankton distribution
Author :
Akiba, Tatsuro ; Kakui, Yoshimi
Author_Institution :
LERC, Electrotech. Lab., Hyogo, Japan
Abstract :
A method that can monitor zooplankton density at adequate spatio/temporal resolution is desired in the field of oceanic ecosystem studies. We have developed a submergible microscope equipped with a noninterlace CCD camera. As target plankton, ploima, cladocera, calanoida, cyclopoida, ciliata are selected. Those are dominant species in the coastal sea around Japan. Requirements of a system for an underwater imaging of zooplankton are discussed. Selections of lens, camera and illumination are key issues, as they may influence performance of the system. Second order auto-correlational masks are used to extract features from images. The combination of local autocorrelational masks and multivariate analysis, which is a two-step feature extraction, is a powerful tool as a general information extracting method from images. In our procedures, a set of these masks is a 33-dimensional vector. To identify and count zooplankton, canonical correlation analysis is performed. Therefore, we can count and classify zooplankton into their taxonomic units. Through another multiple regression, sizing of plankton can also be performed. A proof of principle experiment was also performed with images of living copepoda
Keywords :
CCD image sensors; biological techniques; computer vision; correlation methods; feature extraction; marine systems; oceanographic techniques; optical microscopy; statistical analysis; zoology; Japan; calanoida; canonical correlation analysis; ciliata; cladocera; coastal sea; cyclopoida; living copepoda; multiple regression; multivariate analysis; noninterlace CCD camera; oceanic ecosystem studies; plankton sizing; ploima; second-order auto-correlational masks; spatio/temporal resolution; submergible microscope; taxonomy; two-step feature extraction; underwater imaging; underwater microscopy; zooplankton density monitoring; zooplankton distribution; Charge coupled devices; Charge-coupled image sensors; Data mining; Ecosystems; Feature extraction; Marine vegetation; Microscopy; Monitoring; Sea measurements; Testing;
Conference_Titel :
Underwater Technology, 1998. Proceedings of the 1998 International Symposium on
Conference_Location :
Tokyo
Print_ISBN :
0-7803-4273-9
DOI :
10.1109/UT.1998.670051