Literature DB >> 28070064

Rapid Classification of Turmeric Based on DNA Fingerprint by Near-Infrared Spectroscopy Combined with Moving Window Partial Least Squares-Discrimination Analysis.

Sumaporn Kasemsumran1, Nattaporn Suttiwijitpukdee, Vichein Keeratinijakal.   

Abstract

In this research, near-infrared (NIR) spectroscopy in combination with moving window partial least squares-discrimination analysis (MWPLS-DA) was utilized to discriminate the variety of turmeric based on DNA markers, which correlated to the quantity of curcuminoid. Curcuminoid was used as a marker compound in variety identification due to the most pharmacological properties of turmeric possessed from it. MWPLS-DA optimized informative NIR spectral regions for the fitting and prediction to {-1/1}-coded turmeric varieties, indicating variables in the development of latent variables in discrimination analysis. Consequently, MWPLS-DA benefited in the selection of combined informative NIR spectral regions of 1100 - 1260, 1300 - 1500 and 1880 - 2500 nm for classification modeling of turmeric variety with 148 calibration samples, and yielded the results better than that obtained from a partial least squares-discrimination analysis (PLS-DA) model built by using the whole NIR spectral region. An effective and rapid strategy of using NIR in combination with MWPLS-DA provided the best variety identification results of 100% in both specificity and total accuracy for 48 test samples.

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Year:  2017        PMID: 28070064     DOI: 10.2116/analsci.33.111

Source DB:  PubMed          Journal:  Anal Sci        ISSN: 0910-6340            Impact factor:   2.081


  2 in total

1.  An ensemble variable selection method for vibrational spectroscopic data analysis.

Authors:  Jixiong Zhang; Hong Yan; Yanmei Xiong; Qianqian Li; Shungeng Min
Journal:  RSC Adv       Date:  2019-02-26       Impact factor: 3.361

2.  A Novel Genetic Algorithm-Based Optimization Framework for the Improvement of Near-Infrared Quantitative Calibration Models.

Authors:  Quanxi Feng; Huazhou Chen; Hai Xie; Ken Cai; Bin Lin; Lili Xu
Journal:  Comput Intell Neurosci       Date:  2020-07-10
  2 in total

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