Literature DB >> 27979183

Rapid determination of total protein and wet gluten in commercial wheat flour using siSVR-NIR.

Jia Chen1, Shipin Zhu2, Guohua Zhao3.   

Abstract

The determination of total protein and wet gluten is of critical importance when screening commercial flour for desired processing suitability. To this end, a near-infrared spectroscopy (NIR) method with support vector regression was developed in the present study. The effects of spectral preprocessing and the synergy interval on model performance were investigated. The results showed that the models from raw spectra were not acceptable, but they were substantially improved by properly applying spectral preprocessing methods. Meanwhile, the synergy interval was validated with a good ability to improve the performance of models based on the whole spectrum. The coefficient of determination (R2), the root mean square error of prediction (RMSEP) and the standard deviation ratio (SDR) of the best models for total protein (wet gluten) were 0.906 (0.850), 0.425 (1.024) and 3.065 (2.482), respectively. These two best models have similar and lower relative errors (approximately 8.8%), which indicates their feasibility.
Copyright © 2016 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  NIR; Protein; Support vector regression; Wet gluten; Wheat flour

Mesh:

Substances:

Year:  2016        PMID: 27979183     DOI: 10.1016/j.foodchem.2016.11.155

Source DB:  PubMed          Journal:  Food Chem        ISSN: 0308-8146            Impact factor:   7.514


  4 in total

1.  Using near-infrared spectroscopy to determine intramuscular fat and fatty acids of beef applying different prediction approaches.

Authors:  Wilson Barragán-Hernández; Liliana Mahecha-Ledesma; William Burgos-Paz; Martha Olivera-Angel; Joaquín Angulo-Arizala
Journal:  J Anim Sci       Date:  2020-11-01       Impact factor: 3.159

Review 2.  Application of near-infrared spectroscopy for the nondestructive analysis of wheat flour: A review.

Authors:  Shun Zhang; Shuliang Liu; Li Shen; Shujuan Chen; Li He; Aiping Liu
Journal:  Curr Res Food Sci       Date:  2022-08-23

3.  A Rapid and Nondestructive Approach for the Classification of Different-Age Citri Reticulatae Pericarpium Using Portable Near Infrared Spectroscopy.

Authors:  Pao Li; Xinxin Zhang; Shangke Li; Guorong Du; Liwen Jiang; Xia Liu; Shenghua Ding; Yang Shan
Journal:  Sensors (Basel)       Date:  2020-03-12       Impact factor: 3.576

4.  Effect of Inorganic N Top Dressing and Trichoderma harzianum Seed-Inoculation on Crop Yield and the Shaping of Root Microbial Communities of Wheat Plants Cultivated Under High Basal N Fertilization.

Authors:  María Illescas; M Belén Rubio; Víctor Hernández-Ruiz; María E Morán-Diez; A Emilio Martínez de Alba; Carlos Nicolás; Enrique Monte; Rosa Hermosa
Journal:  Front Plant Sci       Date:  2020-10-23       Impact factor: 5.753

  4 in total

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