کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
83945 158856 2016 6 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
An analytical method for determination of quality parameters in cotton plumes by digital image and chemometrics
ترجمه فارسی عنوان
یک روش تحلیلی برای تعیین پارامترهای کیفیت در توده پنبه تصویر دیجیتال و کمومتریکس
کلمات کلیدی
پنوماتیک؛ درجه زردی بازتاب محتوای موم؛ تصاویر دیجیتال؛ کالیبراسیون چند متغیره
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نرم افزارهای علوم کامپیوتر
چکیده انگلیسی


• A simple and inexpensive analytical method based on digital image.
• Determination of quality parameters in cotton plumes.
• Comparative evaluation of two multivariate calibration techniques.
• Fast analysis of cotton plume without destroying the sample.
• No significant difference was found between the predicted and reference values.

This paper proposes an analytical method based on the use of digital images and multivariate calibration for the determination of degree of yellowness (+b), reflectance (Rd) and content of wax (WAX) in samples of white cotton plumes and naturally colored plumes. Digital images acquisition of cotton plumes was carried out through a webcam and histograms containing frequency distributions of color index in red-green-blue (RGB), hue (H), saturation (S), value (V), and grayscale channels were obtained. Models of multivariate calibration based on Regression by partial least squares (PLS) using the complete histogram, as well as multiple linear regression (MLR) with the selection of variables by successive projections algorithm (SPA) were developed, validated and compared. Satisfactory prediction results were obtained for both models with Root Mean Square Error of Prediction (RMSEP) values varying from 0.76–0.83, 2.49–2.53% and 0.30–0.33% for +b, Rd and wax, respectively. According to a paired t-test at a 95% confidence level, no statistically significant difference was found between the predicted and reference values. An F-test at 95% confidence level does not indicate significant differences between the RMSEP values obtained with the full-histogram PLS and MLR-SPA models. It is a simple and low-cost method that does not use reagent, does not destroy the sample and performs analysis with comparable results to the reference method.

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ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Computers and Electronics in Agriculture - Volume 123, April 2016, Pages 89–94
نویسندگان
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