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 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 Rp2 = 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.
Топ-30
Журналы
|
1
2
3
|
|
|
Foods
3 публикации, 8.82%
|
|
|
Microchemical Journal
3 публикации, 8.82%
|
|
|
Journal of Analytical Atomic Spectrometry
3 публикации, 8.82%
|
|
|
Molecules
2 публикации, 5.88%
|
|
|
Computers and Electronics in Agriculture
2 публикации, 5.88%
|
|
|
Analytical Methods
2 публикации, 5.88%
|
|
|
Sensors
1 публикация, 2.94%
|
|
|
Frontiers in Artificial Intelligence
1 публикация, 2.94%
|
|
|
Frontiers of Physics
1 публикация, 2.94%
|
|
|
Ain Shams Engineering Journal
1 публикация, 2.94%
|
|
|
Plant Physiology and Biochemistry
1 публикация, 2.94%
|
|
|
Optik
1 публикация, 2.94%
|
|
|
Journal of Chemometrics
1 публикация, 2.94%
|
|
|
Journal of Agricultural and Food Chemistry
1 публикация, 2.94%
|
|
|
Applied Spectroscopy Reviews
1 публикация, 2.94%
|
|
|
Communications in Soil Science and Plant Analysis
1 публикация, 2.94%
|
|
|
Applied Optics
1 публикация, 2.94%
|
|
|
Agriculture Automation and Control
1 публикация, 2.94%
|
|
|
Advances in Environmental Engineering and Green Technologies
1 публикация, 2.94%
|
|
|
Journal of Food Composition and Analysis
1 публикация, 2.94%
|
|
|
Journal of Pharmaceutical and Biomedical Analysis
1 публикация, 2.94%
|
|
|
Processes
1 публикация, 2.94%
|
|
|
Analytical and Bioanalytical Chemistry
1 публикация, 2.94%
|
|
|
1
2
3
|
Издатели
|
1
2
3
4
5
6
7
8
9
|
|
|
Elsevier
9 публикаций, 26.47%
|
|
|
MDPI
7 публикаций, 20.59%
|
|
|
Royal Society of Chemistry (RSC)
5 публикаций, 14.71%
|
|
|
Springer Nature
3 публикации, 8.82%
|
|
|
Wiley
2 публикации, 5.88%
|
|
|
Taylor & Francis
2 публикации, 5.88%
|
|
|
Frontiers Media S.A.
1 публикация, 2.94%
|
|
|
Ain Shams University
1 публикация, 2.94%
|
|
|
American Chemical Society (ACS)
1 публикация, 2.94%
|
|
|
Optica Publishing Group
1 публикация, 2.94%
|
|
|
IGI Global
1 публикация, 2.94%
|
|
|
1
2
3
4
5
6
7
8
9
|
- Мы не учитываем публикации, у которых нет DOI.
- Статистика публикаций обновляется еженедельно.