Literature DB >> 34999452

Simultaneous quantitative determination of low-concentration ternary pesticide mixtures in wheat flour based on terahertz spectroscopy and BPNN.

Qingxiao Ma1, Yan Teng1, Chun Li1, Ling Jiang2.   

Abstract

Terahertz spectroscopy has been widely applied in the quantitative analysis of pesticides, however, it still encounters challenge pursuing high prediction accuracy in multi-component mixtures analysis with ultra-low concentration. Here, back propagation neural network (BPNN) was applied on the determination of ternary pesticide mixtures in wheat flour. By spectral pre-processing and model parameter optimization, high-quality spectra and complete network frame was achieved. On this basis, a novel wavelength selection method was presented and the most efficient peak width was given. Our method here achieved the optimal results, the correlation coefficient of prediction sets (RP) were 0.9913, 0.9948, 0.9923, and corresponding root mean square error (RMSE) were 0.0211%, 0.0176%, 0.0191%. More importantly, the concentration of pesticides in this study was extremely low compared with similar quantitative analysis based on terahertz spectroscopy, which can promote the application of this technology into actual production.
Copyright © 2022 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  Back propagation neural network; Genetic algorithm; Quantitative analysis; Terahertz spectroscopy; Ternary pesticide mixtures

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Year:  2022        PMID: 34999452     DOI: 10.1016/j.foodchem.2021.132030

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


  1 in total

1.  Individual Tree Crown Segmentation and Crown Width Extraction From a Heightmap Derived From Aerial Laser Scanning Data Using a Deep Learning Framework.

Authors:  Chenxin Sun; Chengwei Huang; Huaiqing Zhang; Bangqian Chen; Feng An; Liwen Wang; Ting Yun
Journal:  Front Plant Sci       Date:  2022-06-14       Impact factor: 6.627

  1 in total

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