کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
6664424 1427063 2018 22 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Feasibility of using spectral profiles for modeling water activity in five varieties of white quinoa grains
ترجمه فارسی عنوان
امکان استفاده از پروفایل های طیفی برای مدل سازی فعالیت آب در پنج نوع دانه های کوینو سفید
موضوعات مرتبط
مهندسی و علوم پایه مهندسی شیمی مهندسی شیمی (عمومی)
چکیده انگلیسی
In this paper, the feasibility of using spectral profiles for modeling water activity aw in white quinoa grains (Chenopodium quinoa Willd.) is studied. For this purpose, five hundred samples of five white varieties were stabilized at different aw values using the isopiestic method. Next, hyperspectral images (HSIs) of ten grains for each combination (variety, aw value), covering the range of 400-1000 nm were acquired, and mean spectral for each grain extracted. Then, due to a linear relationship that the spectral profiles are shown, the modeling was performed with aw values over 0.741 using partial least square regression (PLSR). From total spectra, three hundred spectrum were selected and randomly divided into training and validation sets. The results shown coefficient of determination from 0.59 to 0.834 concluding than for aw over 0.741, HSI + PLSR show potential for aw prediction in white quinoa grains.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of Food Engineering - Volume 238, December 2018, Pages 95-102
نویسندگان
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