A predictive model for the determination of cadmium concentration in cocoa beans using laser-induced plasma spectroscopy

Q4 Agricultural and Biological Sciences Agronomia Colombiana Pub Date : 2022-12-31 DOI:10.15446/agron.colomb.v40n3.104911
Sandra Liliana Herrera Celis, J. G. Guerrero Bermúdez, E. Mejía-Ospino, Rafael Cabanzo Hernández
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Abstract

This study proposes a predictive model to determine the concentration of cadmium (Cd) in cocoa beans based on laser-induced breakdown spectroscopy (LIBS) and partial least squares regression (PLSR-1 or PLS-1). The multivariate calibration model was developed using 46 cocoa bean samples, with Cd concentrations up to 1 mg kg-1. The increase of the LIBS signal in the Cd emission lines was evident when the cocoa bean sample was subjected to a solid-liquid-solid transformation (SLST). The range error ratio (RER) was 7.92, which allowed it to be classified as a screening model. Monte Carlo cross-validation was used, with 60% of samples for calibration and the remaining for testing. The standard error of cross-validation (SECV) and standard error of calibration (SEC) were 0.12 mg kg-1 and 0.05 mg kg-1, respectively. The proposed procedure is framed within the alternatives for the chemical analysis of cocoa.
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激光诱导等离子体光谱法测定可可豆中镉浓度的预测模型
本研究提出了一种基于激光诱导击穿光谱(LIBS)和偏最小二乘回归(PLSR-1或PLS-1)的预测模型来确定可可豆中镉的浓度。多元校准模型是使用46个可可豆样品开发的,其中Cd浓度高达1 mg kg-1。当可可豆样品经历固液固转化(SLST)时,Cd发射线中LIBS信号的增加是明显的。测距误差比(RER)为7.92,这使得它可以被归类为筛选模型。使用蒙特卡罗交叉验证,60%的样本用于校准,其余样本用于测试。交叉验证标准误差(SECV)和校准标准误差(SEC)分别为0.12 mg kg-1和0.05 mg kg-1。拟议的程序是在可可化学分析的替代品中制定的。
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来源期刊
Agronomia Colombiana
Agronomia Colombiana Agricultural and Biological Sciences-Agronomy and Crop Science
CiteScore
1.00
自引率
0.00%
发文量
9
审稿时长
25 weeks
期刊介绍: Agronomia Colombiana journal it is intended to transfer research results in different areas of tropical agronomy. Original unpublished papers are therefore accepted in the following areas: physiology, crop nutrition and fertilization, genetics and plant breeding, entomology, phytopathology, integrated crop protection, agro ecology, weed science, environmental management, geomatics, biometry, soils, water and irrigation, agroclimatology and climate change, post-harvest and agricultural industrialization, food technology, rural and agricultural entrepreneurial development, agrarian economy, and agricultural marketing (Published: Quarterly).
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