کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
2421960 1552861 2014 7 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A comprehensive and precise quantification of the calanoid copepod Acartia tonsa (Dana) for intensive live feed cultures using an automated ZooImage system
موضوعات مرتبط
علوم زیستی و بیوفناوری علوم کشاورزی و بیولوژیک علوم آبزیان
پیش نمایش صفحه اول مقاله
A comprehensive and precise quantification of the calanoid copepod Acartia tonsa (Dana) for intensive live feed cultures using an automated ZooImage system
چکیده انگلیسی


• ZooImage is a software for reliably & automatically analyzing zooplanktonic groups.
• ZooImage was applied to analyze all development stages & biomass of Acartia tonsa.
• A training set was created that was used for ZooImage analysis.
• ZooImage showed high accuracies in classifying all development stages of A. tonsa.
• ZooImage established allometric parameters for automatic biomass estimation.

The copepod Acartia tonsa (Dana) is a promising live feed species for marine larviculture. A considerable progress has been made on the culturing technique for mass production, yet the application of automatic systems for quantification of A. tonsa development stages and biomass has largely been ignored. In this study, we propose a novel method for highly precise classification of development stages and biomass of A. tonsa, in intensive live feed cultures, using an automated ZooImage system, a freeware image analysis. We successfully created a training set of 13 categories, including 7 copepod and 6 non-copepod (debris) groups. ZooImage used this training set for automatic discrimination through a random forest algorithm with the general accuracy of 92.8%. The ZooImage showed no significant difference in classifying solitary eggs, or mixed nauplii stages and copepodites compared to personal microscope observation. Furthermore, ZooImage was also adapted for automatic estimation of A. tonsa biomass. This is the first study that has successfully applied ZooImage software which enables fast and reliable quantification of the development stages and the biomass of A. tonsa. As a result, relevant culturing parameters in intensive A. tonsa culture such as hatching success, mortality rate, development rate, and reproduction output of A. tonsa can be calculated automatically. Moreover, ZooImage is set up with an inexpensive desktop scanner and computer that can easily be applied in aquaculture hatcheries.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Aquaculture - Volumes 422–423, 20 February 2014, Pages 225–231
نویسندگان
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