Click on “Download PDF” for the PDF version or on the title for the HTML version.


If you are not an ASABE member or if your employer has not arranged for access to the full-text, Click here for options.

Behavioral Characteristics and Statistics-Based Imaging Techniques in the Assessment and Optimization of Tilapia Feeding in a Recirculating Aquaculture System

Published by the American Society of Agricultural and Biological Engineers, St. Joseph, Michigan www.asabe.org

Citation:  Transactions of the ASABE. 59(1): 345-355. (doi: 10.13031/trans.59.11406) @2016
Authors:   Zhangying Ye, Jian Zhao, Zhiying Han, Songming Zhu, Jianping Li, Huanda Lu, Yunjie Ruan
Keywords:   Behavioral characteristics, Combination entropy, Digesta index of stomach and bowel, Feeding quality, Optical flow, Recirculating aquaculture system, Smart feeding schemes, Statistics, Tilapia.

Abstract. Optimization of feeding control for fish welfare is emphasized in aquaculture. To improve the feeding quality of tilapia in recirculating aquaculture systems (RAS), a novel method based mainly on shoal behavior for assessing the feeding of tilapia was proposed in this study. First, given the disturbances caused by negative factors, the foreground of the shoal was segmented using the average background modeling method in the YCbCr color model. Second, to avoid the complex tracking of individuals, optical flow was adopted to extract the behavioral characteristics (speed and turning angle) of the shoal. Third, with the help of statistical analysis, the obtained behavioral characteristics were standardized. Finally, regarding the digesta index of stomach and bowel (DISB), the feeding intensity of the shoal was assessed using combination entropy. In addition, two smart-feeding schemes combined with the feeding assessments of the shoal were developed. The results of this study demonstrated the feasibility of the proposed method for feeding assessments of tilapia with different DISB in three intervals (9.60 to 30.35, 104.61 to 126.84, and 282.73 to 293.43), as well as the feasibility of the smart-feeding schemes developed in this study.

(Download PDF)    (Export to EndNotes)