کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
11019833 1717619 2018 8 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Classification of vitamin A deficiency levels by ocular changes in Japanese black cattle
موضوعات مرتبط
مهندسی و علوم پایه سایر رشته های مهندسی کنترل و سیستم های مهندسی
پیش نمایش صفحه اول مقاله
Classification of vitamin A deficiency levels by ocular changes in Japanese black cattle
چکیده انگلیسی
To help Japanese black cattle farmers diagnose vitamin A deficiency (VAD) levels in cattle, eye images of 40 cattle were recorded monthly during their vitamin A manipulated period using a 2-CCD camera. Ocular features extracted from images, including pupil colour, pupillary light reflex and light reflection, were investigated. Multivariate classification methods (SIMCA and PLS-DA) were used to classify cattle into mild, moderate and severe VAD groups. Five variables (r, I, CA, IPR, I_RFL) were used for classification. The mild and severe VAD groups could be classified with over 85% correct classification rate. However, the moderate VAD group could not be discriminated adequately. A VAD index was developed and proven to be effective in representing VAD status. The results showed the potential for ocular changes to be utilised as an aid to farm management.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Biosystems Engineering - Volume 173, September 2018, Pages 71-78
نویسندگان
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