کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4515669 1624899 2015 6 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Variety identification method of coated maize seeds based on near-infrared spectroscopy and chemometrics
ترجمه فارسی عنوان
روش شناسایی تنوع دانه های ذرت تحت پوشش بر اساس طیف سنجی نزدیک مادون قرمز و شیمی درمانی
موضوعات مرتبط
علوم زیستی و بیوفناوری علوم کشاورزی و بیولوژیک علوم زراعت و اصلاح نباتات
چکیده انگلیسی


• NIR spectroscopy is used to identify varieties of maize seeds.
• The influence of seed coating agent on NIR spectra is evaluated.
• Biomimetic pattern recognition method (BPR) is improved and applied.

Near infrared spectroscopy (NIRS) has been used to identify variety authenticity of bare maize kernels. However, maize seeds are coated with seed coating agents in practice. Therefore it is of great significance to investigate the feasibility of identifying coated maize kernels by NIRS. This study employed NIRS to quickly determine the variety to which a sample of coated seed belonged. The NIR spectra of clean and coated seeds were obtained using MPA spectrometry in diffuse reflectance mode by three methods. Influence of seed coating agent on NIR spectra was discussed based on spectra collected from whole single seed by method 1. In method 2, to eliminate the influence of seed coat, the seed coat agent on the back side of the seed was polished away. In method 3, clean and coated seeds were cut open along the crease on the embryo side, and the sections were scanned by the spectrometer, so as to acquire information on the seed, and to avoid the influence of the seed coating agent. Then, support vector machine (SVM), soft independent modeling of class analogy (SIMCA), and biomimetic pattern recognition (BPR) were employed to establish the identification model for four maize varieties. Performance of variety models based on spectra measured by method 1 and 2 were poor. In method 3, the SIMCA model showed better performance than SVM and BPR models, and achieved an accuracy rate of 97.5%. The results demonstrated the feasibility of utilizing NIRS and chemometrics, as an objective and rapid method for the identification of maize seeds with seed coating agents.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of Cereal Science - Volume 63, May 2015, Pages 21–26
نویسندگان
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