کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
1230080 1495218 2015 6 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Measurement of non-sugar solids content in Chinese rice wine using near infrared spectroscopy combined with an efficient characteristic variables selection algorithm
ترجمه فارسی عنوان
اندازه گیری محتوای جامد بدون قند در شراب چینی با استفاده از طیف سنجی نزدیک به مادون قرمز همراه با الگوریتم انتخابی ویژگی های کارآمد
کلمات کلیدی
شراب برنج چینی، غیر جامد جامد، نزدیک به طیف سنجی مادون قرمز، فاصله هم افزایی جزئی حداقل مربع، نمونه گیری تطبیقی ​​رقابتی
موضوعات مرتبط
مهندسی و علوم پایه شیمی شیمی آنالیزی یا شیمی تجزیه
چکیده انگلیسی


• NIR spectroscopy was used for measuring non-sugar solids in Chinese rice wine.
• A new algorithm of Si-CARS-PLS was proposed for modeling.
• Si-CARS-PLS showed superiority in modeling when compared with other algorithms.

The non-sugar solids (NSS) content is one of the most important nutrition indicators of Chinese rice wine. This study proposed a rapid method for the measurement of NSS content in Chinese rice wine using near infrared (NIR) spectroscopy. We also systemically studied the efficient spectral variables selection algorithms that have to go through modeling. A new algorithm of synergy interval partial least square with competitive adaptive reweighted sampling (Si-CARS-PLS) was proposed for modeling. The performance of the final model was back-evaluated using root mean square error of calibration (RMSEC) and correlation coefficient (Rc) in calibration set and similarly tested by mean square error of prediction (RMSEP) and correlation coefficient (Rp) in prediction set. The optimum model by Si-CARS-PLS algorithm was achieved when 7 PLS factors and 18 variables were included, and the results were as follows: Rc = 0.95 and RMSEC = 1.12 in the calibration set, Rp = 0.95 and RMSEP = 1.22 in the prediction set. In addition, Si-CARS-PLS algorithm showed its superiority when compared with the commonly used algorithms in multivariate calibration. This work demonstrated that NIR spectroscopy technique combined with a suitable multivariate calibration algorithm has a high potential in rapid measurement of NSS content in Chinese rice wine.

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ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy - Volume 151, 5 December 2015, Pages 280–285
نویسندگان
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