Determination of manganese content in cottonseed meal using near-infrared spectrometry and multivariate calibration
Tóm tắt
Manganese (Mn) is an essential microelement in cottonseeds, which is usually determined by the techniques relied on hazardous reagents and complex pretreatment procedures. Therefore a rapid, low-cost, and reagent-free analytical way is demanded to substitute the traditional analytical method. The Mn content in cottonseed meal was investigated by near-infrared spectroscopy (NIRS) and chemometrics techniques. Standard normal variate (SNV) combined with first derivatives (FD) was the optimal spectra pre-treatment method. Monte Carlo uninformative variable elimination (MCUVE) and successive projections algorithm method (SPA) were employed to extract the informative variables from the full NIR spectra. The linear and nonlinear calibration models for cottonseed Mn content were developed. Finally, the optimal model for cottonseed Mn content was obtained by MCUVE-SPA-LSSVM, with root mean squares error of prediction (RMSEP) of 1.994 6, coefficient of determination (R2) of 0.949 3, and the residual predictive deviation (RPD) of 4.370 5, respectively. The MCUVE-SPA-LSSVM model is accuracy enough to measure the Mn content in cottonseed meal, which can be used as an alternative way to substitute for traditional analytical method.
Tài liệu tham khảo
citation_journal_title=J Near Infrared Spectrosc; citation_title=Maturity, variety and origin determination in white grapes (Vitis Vinifera L.) using near infrared reflectance technology; citation_author=I Arana, C Jarén, S Arazuri; citation_volume=13; citation_publication_date=2005; citation_pages=349-357; citation_doi=10.1255/jnirs.566; citation_id=CR1
citation_journal_title=J Sci Food Agric; citation_title=Determination of apparent amylose content, pasting properties and gel texture of rice starch by near-infrared spectroscopy; citation_author=J Bao, Y Wang, Y Shen; citation_volume=87; citation_publication_date=2007; citation_pages=2040-2048; citation_doi=10.1002/jsfa.2960; citation_id=CR2
citation_journal_title=Analyst.; citation_title=Analysis of cotton-polyester yarns by near-infrared reflectance spectroscopy; citation_author=M Blanco, J Coello, H Iturriaga; citation_volume=119; citation_publication_date=1994; citation_pages=1779-1785; citation_doi=10.1039/AN9941901779; citation_id=CR3
citation_journal_title=Anal Chim Acta; citation_title=Micro near infrared spectroscopy (MicroNIRS) based on on-line enrichment: determination of trace copper in water using glycidyl methacrylate-based monolithic material; citation_author=GP Chen, Y Mei, W Tao; citation_volume=670; citation_publication_date=2010; citation_pages=39-43; citation_doi=10.1016/j.aca.2010.04.064; citation_id=CR4
citation_journal_title=Neurotoxicol Teratol; citation_title=Prenatal manganese levels linked to childhood behavioral disinhibition; citation_author=JE Ericson, FM Crinella, KA Clarke-Stewart; citation_volume=29; citation_publication_date=2007; citation_pages=181-187; citation_doi=10.1016/j.ntt.2006.09.020; citation_id=CR5
citation_journal_title=Talanta.; citation_title=Coffee varietal differentiation based on near infrared spectroscopy; citation_author=I Esteban-Díez, JM González-Sáiz, C Sáenz-González; citation_volume=71; citation_publication_date=2007; citation_pages=221-229; citation_doi=10.1016/j.talanta.2006.03.052; citation_id=CR6
citation_journal_title=Microchim Acta; citation_title=Screening inorganic arsenic in rice by visible and near-infrared spectroscopy; citation_author=R Font, D Vélez, M Río-Celestino; citation_volume=151; citation_publication_date=2005; citation_pages=231-239; citation_doi=10.1007/s00604-005-0404-x; citation_id=CR7
citation_journal_title=J Food Eng; citation_title=Non-destructive measurement of acidity, soluble solids and firmness of Satsuma mandarin using Vis/NIR-spectroscopy techniques; citation_author=AH Gómez, Y He, AG Pereira; citation_volume=77; citation_publication_date=2006; citation_pages=313-319; citation_doi=10.1016/j.jfoodeng.2005.06.036; citation_id=CR8
citation_journal_title=Philos Trans R Soc Lond B Biol Sci; citation_title=Photosystem II and photosynthetic oxidation of water: an overview; citation_author=C Goussias, A Boussac, AW Rutherford; citation_volume=357; citation_publication_date=2002; citation_pages=1369-81; citation_doi=10.1098/rstb.2002.1134; citation_id=CR9
citation_journal_title=J Agric Food Chem; citation_title=Near-infrared reflectance spectroscopy predicts protein, starch and seed weight in intact seeds of common bean (Phaseolus vulgaris L.); citation_author=G Hacisalihoglu, B Larai, AM Settles; citation_volume=58; citation_publication_date=2009; citation_pages=702-706; citation_doi=10.1021/jf9019294; citation_id=CR10
citation_journal_title=Technometrics.; citation_title=Computer aided design of experiments; citation_author=RW Kennard, LA Stone; citation_volume=11; citation_publication_date=1969; citation_pages=137-148; citation_doi=10.1080/00401706.1969.10490666; citation_id=CR11
citation_journal_title=PLoS One; citation_title=Fast and inexpensive detection of total and extractable element concentrations in aquatic sediments using near-infrared reflectance spectroscopy (NIRS); citation_author=T Kleinebecker, M Poelen, A Smolders; citation_volume=8; citation_publication_date=2013; citation_pages=e70517; citation_doi=10.1371/journal.pone.0070517; citation_id=CR12
citation_journal_title=Anal Sci; citation_title=Canonical discriminant analysis of cadmium content levels in unpolished rice using a portable near-infrared spectrometer; citation_author=M Kumagai, N Ohisa, T Amono; citation_volume=19; citation_publication_date=2013; citation_pages=1553-1555; citation_doi=10.2116/analsci.19.1553; citation_id=CR13
citation_journal_title=J Food Sci; citation_title=Authentication of pure camellia oil by using near infrared spectroscopy and pattern recognition techniques; citation_author=S Li, X Zhu, J Zhang; citation_volume=77; citation_publication_date=2012; citation_pages=C374-C380; citation_doi=10.1111/j.1750-3841.2012.02622.x; citation_id=CR14
citation_journal_title=J Soil Sci Plant Nutr; citation_title=Manganese as essential and toxic element for plants: transport, accumulation and resistance mechanisms; citation_author=R Millaleo, M Reyes-Díaz, AG Ivanov; citation_volume=10; citation_publication_date=2010; citation_pages=470-81; citation_doi=10.4067/S0718-95162010000200008; citation_id=CR15
citation_journal_title=Anal Chim Acta; citation_title=Chemometric determination of arsenic and lead in untreated powdered red paprika by diffuse reflectance near-infrared spectroscopy; citation_author=J Moros, I Llorca, ML Cervera; citation_volume=613; citation_publication_date=2008; citation_pages=196-206; citation_doi=10.1016/j.aca.2008.02.066; citation_id=CR16
citation_journal_title=Talanta.; citation_title=Testing of the region of murcia soils by near infrared diffuse reflectance spectroscopy and chemometrics; citation_author=J Moros, MJ Martínez-Sánchez, C Pérez-Sirvent; citation_volume=78; citation_publication_date=2009; citation_pages=388-398; citation_doi=10.1016/j.talanta.2008.11.041; citation_id=CR17
citation_journal_title=Spectroc Acta Pt A-Molec Biomolec Spectr; citation_title=Simultaneous determination of heavy metal ions in water using near-infrared spectroscopy with preconcentration by nano-hydroxyapatite; citation_author=Y Ning, J Li, W Cai; citation_volume=96; citation_publication_date=2012; citation_pages=289-294; citation_doi=10.1016/j.saa.2012.05.034; citation_id=CR18
citation_journal_title=Science.; citation_title=The water soluble manganese of soils; citation_author=W Robinson; citation_volume=50; citation_publication_date=1919; citation_pages=423-425; citation_id=CR19
citation_journal_title=J Agric Food Chem; citation_title=Near-infrared reflectance spectroscopy (NIRS) for protein, tryptophan, and lysine evaluation in quality protein maize (QPM) breeding programs; citation_author=A Rosales, L Galicia, E Oviedo; citation_volume=59; citation_publication_date=2011; citation_pages=10781-10786; citation_doi=10.1021/jf201468x; citation_id=CR20
citation_journal_title=Environ Sci Technol; citation_title=Reflectance spectroscopy study of Cd contamination in the sediments of the Changjiang River, China; citation_author=XQ Xia, YQ Mao, JF Ji; citation_volume=41; citation_publication_date=2007; citation_pages=3449-3454; citation_doi=10.1021/es0624422; citation_id=CR21
citation_journal_title=Int J Food Sci Technol; citation_title=Prediction of cadmium content in brown rice using near-infrared spectroscopy and regression modelling techniques; citation_author=X Zhu, G Li, Y Shan; citation_volume=50; citation_publication_date=2015; citation_pages=1123-1129; citation_doi=10.1111/ijfs.12756; citation_id=CR22
citation_journal_title=Curr Opin Pediatr; citation_title=Manganese exposure: cognitive, motor and behavioral effects on children: a review of recent findings; citation_author=S Zoni, R Lucchini; citation_volume=25; citation_publication_date=2013; citation_pages=255; citation_doi=10.1097/MOP.0b013e32835e906b; citation_id=CR23