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Rapid Determination of Cadmium Contamination in Lettuce Using Laser-Induced Breakdown Spectroscopy
Quick access to cadmium (Cd) contamination in lettuce is important to supervise the leafy vegetable growth environment and market. This study aims to apply laser-induced breakdown spectroscopy (LIBS) technology for fast determination of Cd content and diagnosis of the Cd contamination degree in lett...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6278657/ https://www.ncbi.nlm.nih.gov/pubmed/30424009 http://dx.doi.org/10.3390/molecules23112930 |
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author | Shen, Tingting Kong, Wenwen Liu, Fei Chen, Zhenghui Yao, Jingdong Wang, Wei Peng, Jiyu Chen, Huizhe He, Yong |
author_facet | Shen, Tingting Kong, Wenwen Liu, Fei Chen, Zhenghui Yao, Jingdong Wang, Wei Peng, Jiyu Chen, Huizhe He, Yong |
author_sort | Shen, Tingting |
collection | PubMed |
description | Quick access to cadmium (Cd) contamination in lettuce is important to supervise the leafy vegetable growth environment and market. This study aims to apply laser-induced breakdown spectroscopy (LIBS) technology for fast determination of Cd content and diagnosis of the Cd contamination degree in lettuce. Emission lines Cd II 214.44 nm, Cd II 226.50 nm, and Cd I 228.80 nm were selected to establish the univariate analysis model. Multivariate analysis including partial least squares (PLS) regression, was used to establish Cd content calibration models, and PLS model based on 22 variables selected by genetic algorithm (GA) obtained the best performance with correlation coefficient in the prediction set Rp(2) = 0.9716, limit of detection (LOD) = 1.7 mg/kg. K-Nearest Neighbors (KNN) and random forest (RF) were used to analyze Cd contamination degree, and RF model obtained the correct classification rate of 100% in prediction set. The preliminary results indicate LIBS coupled with chemometrics could be used as a fast, efficient and low-cost method to assess Cd contamination in the vegetable industry. |
format | Online Article Text |
id | pubmed-6278657 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-62786572018-12-13 Rapid Determination of Cadmium Contamination in Lettuce Using Laser-Induced Breakdown Spectroscopy Shen, Tingting Kong, Wenwen Liu, Fei Chen, Zhenghui Yao, Jingdong Wang, Wei Peng, Jiyu Chen, Huizhe He, Yong Molecules Article Quick access to cadmium (Cd) contamination in lettuce is important to supervise the leafy vegetable growth environment and market. This study aims to apply laser-induced breakdown spectroscopy (LIBS) technology for fast determination of Cd content and diagnosis of the Cd contamination degree in lettuce. Emission lines Cd II 214.44 nm, Cd II 226.50 nm, and Cd I 228.80 nm were selected to establish the univariate analysis model. Multivariate analysis including partial least squares (PLS) regression, was used to establish Cd content calibration models, and PLS model based on 22 variables selected by genetic algorithm (GA) obtained the best performance with correlation coefficient in the prediction set Rp(2) = 0.9716, limit of detection (LOD) = 1.7 mg/kg. K-Nearest Neighbors (KNN) and random forest (RF) were used to analyze Cd contamination degree, and RF model obtained the correct classification rate of 100% in prediction set. The preliminary results indicate LIBS coupled with chemometrics could be used as a fast, efficient and low-cost method to assess Cd contamination in the vegetable industry. MDPI 2018-11-09 /pmc/articles/PMC6278657/ /pubmed/30424009 http://dx.doi.org/10.3390/molecules23112930 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Shen, Tingting Kong, Wenwen Liu, Fei Chen, Zhenghui Yao, Jingdong Wang, Wei Peng, Jiyu Chen, Huizhe He, Yong Rapid Determination of Cadmium Contamination in Lettuce Using Laser-Induced Breakdown Spectroscopy |
title | Rapid Determination of Cadmium Contamination in Lettuce Using Laser-Induced Breakdown Spectroscopy |
title_full | Rapid Determination of Cadmium Contamination in Lettuce Using Laser-Induced Breakdown Spectroscopy |
title_fullStr | Rapid Determination of Cadmium Contamination in Lettuce Using Laser-Induced Breakdown Spectroscopy |
title_full_unstemmed | Rapid Determination of Cadmium Contamination in Lettuce Using Laser-Induced Breakdown Spectroscopy |
title_short | Rapid Determination of Cadmium Contamination in Lettuce Using Laser-Induced Breakdown Spectroscopy |
title_sort | rapid determination of cadmium contamination in lettuce using laser-induced breakdown spectroscopy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6278657/ https://www.ncbi.nlm.nih.gov/pubmed/30424009 http://dx.doi.org/10.3390/molecules23112930 |
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