Evaluation of emeralds by their origin: Multivariate analysis - Infrared spectra
Evaluación de esmeraldas por su origen: análisis multivariado-espectro infrarrojo
Avaliação de esmeraldas por sua origem: Análise multivariada - Espectro infravermelho
DOI:
https://doi.org/10.15446/rev.colomb.quim.v50n3.98674Palabras clave:
Emeralds, geographical origin, principal component analysis, clustering, partial least squares – discriminant analysis (en)Esmeraldas, origem geográfica, análise de componentes principais, agrupamentos, análise discriminante- mínimos quadrados parciais (pt)
esmeraldas, origen geográfico, análisis de componentes principales, agrupamientos, análisis discriminante-mínimos cuadrados parciales (es)
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Colombian emeralds, 26 from Palo Arañado (eastern emerald zone, Chivor district, Boyacá, Colombia), and 28 from Santo Domingo - La Pava mine (western emerald zone, Muzo district, Boyacá, Colombia), together with 30 from Kafubu - Zambia, were studied by reflectance Fourier transform infrared spectroscopy, principal component analysis, clustering, and partial least squares – discriminant analysis, in order to differentiate them by geographical origin. The spectra were smoothed and a baseline correction was made. The principal component analysis showed that the wavenumbers 2,474; 2,640; 2,686; 2,818; 5,448, and 6,815 cm-1 are the most significant in the first principal component and the most valuable in separating the emeralds by their geographical origin. This allowed us to completely discriminate emeralds from Santo Domingo and Zambia, while only five emeralds from Palo Arañado were 100 % differentiable from the other two groups of emeralds.
Se estudiaron (usando espectroscopia de reflectancia infrarroja con transformada de Fourier, análisis de componentes principales, agrupamientos y análisis discriminante por mínimos cuadrados), 54 esmeraldas colombianas, 26 provenientes de Palo Arañado (zona esmeraldífera oriental, distrito de Chivor, Boyacá, Colombia), y 28 de Santo Domingo (mina La Pava, zona esmeraldífera occidental, distrito de Muzo, Boyacá, Colombia), junto a 30 esmeraldas de Kafubu (Zambia), con el fin de diferenciarlas por su origen geográfico. Los espectros fueron suavizados y se corrigió su línea base. El análisis de componentes principales permitió identificar que los números de onda 2474, 2640, 2686, 2818, 5448 y 6815 cm-1 son los de mayor contribución al primer componente principal y, por tanto, los más relevantes en la separación de los grupos de esmeraldas por su origen geográfico. Lo anterior hizo posible la discriminación completa entre las esmeraldas de Zambia y las de Santo Domingo, mientras que solo 5 muestras de Palo Arañado resultaron 100 % diferenciables de los otros dos grupos de esmeraldas estudiadas.
Um total de 54 esmeraldas colombianas, 26 originarias de Palo Arañado (região esmeraldífera oriental, distrito de Chivor, Boyacá, Colombia) e 28 de Santo Domingo, da mina La Pava (região esmeraldífera ocidental, distrito Muzo, Boyacá, Colombia), junto com 30 esmeraldas da Zâmbia (da região de Kafubu) foram estudadas para obter uma diferenciação por sua origem geográfica, usando espectroscopia de infravermelho por transformada de Fourier, análise de componentes principais, e agrupamento e análise discriminante de mínimos quadrados. Os espetros foram suavizados e a sua linha base foi corregida. A analise de componentes principais, permitiu identificar que os números de onda 2474, 2640, 2686, 2818, 5448 y 6815 cm-1 são os que mais contribuem ao primeiro componente principal e, por tanto, os mais importantes na separação dos grupos de esmeraldas por sua origem geográfica. Isto permitiu a completa discriminação entre as esmeraldas da Zâmbia e as de Santo Domingo, enquanto que apenas cinco amostras de Palo Arañado foram 100% diferenciáveis dos outros dois grupos de esmeraldas estudadas.
Referencias
D. L. Wood and K. Nassau, “Infrared spectra of foreign molecules in beryl,” J. Chem. Phys., vol. 47, no. 7, pp. 2220–2228, 1967, doi: 10.1063/1.1703295.
D. L. Wood and K. Nassau, “The characterization of beryl and emerald by visible and infrared absorption spectroscopy,” Am. Mineral., vol. 53, no. 5/6, pp. 777–800, 1968.
G. Giuliani, Y. Branquet, A. Fallick, L. Groat, and D. Marshall, “Emerald deposits around the world, their similarities and their differences,” InColor, vol. Special Is, pp. 56–69, Jan. 2015.
B. Charoy, P. De Donato, O. Barres, and C. Pinto-Coelho, “Channel occupancy in an alkali-poor beryl from Serra Branca (Goias, Brazil): Spectroscopic characterization,” Am. Mineral., vol. 81, no. 3–4, pp. 395–403, 1996, doi: 10.2138/am-1996-3-414.
B. Kolesov, “Vibrational states of H2O in beryl: Physical aspects,” Phys. Chem. Miner., vol. 35, no. 5, pp. 271–278, Jun. 2008, doi: 10.1007/s00269-008-0220-z.
E. S. Zhukova et al., “Vibrational states of a water molecule in a nano-cavity of beryl crystal lattice,” J. Chem. Phys., vol. 140, no. 22, Jun. 2014, doi: 10.1063/1.4882062.
Gemological Institute of America, “Emerald Quality Factors.” https://www.gia.edu/emerald-quality-factor (accessed Aug. 22, 2021).
G. Reinoso, “¿Cuál es el origen de la esmeralda colombiana?,” Portafolio, 2018. https://www.portafolio.co/economia/cual-es-el-origen-de-la-esmeralda-colombiana-524156 (accessed Aug. 22, 2021).
G. R. Rossman, “The geochemistry of gems and its relevance to gemology: different traces, different prices,” Elements, vol. 5, no. 3, pp. 159–162, 2009, doi: 10.2113/gselements.5.3.159.
C. Aurisicchio, O. Grubessi, and P. Zecchini, “Infrared spectroscopy and crystal chemistry of the beryl group,” Can. Mineral., vol. 32, no. 1, pp. 55–68, 1994.
L. T. T. Huong, W. Hofmeister, T. Häger, S. Karampelas, and N. D. T. Kien, “A preliminary study on the separation of natural and synthetic emeralds using vibrational spectroscopy,” Gems Gemol., vol. 50, no. 4, pp. 287–292, Dec. 2014, doi: 10.5741/GEMS.50.4.287.
L. T. T. Huong, T. Häger, and W. Hofmeister, “Confocal micro-raman spectroscopy: A powerful tool to identify natural and synthetic emeralds,” Gems Gemol., vol. 46, no. 1, pp. 36–41, Apr. 2010, doi: 10.5741/GEMS.46.1.36.
S. Saeseaw, V. Pardieu, and S. Sangsawong, “Three-phase inclusions in emerald and their impact on origin determination,” Gems Gemol., vol. 50, no. 2, pp. 114–132, 2014, doi: 10.5741/GEMS.50.2.114.
L. A. Groat, G. Giuliani, J. Stone-Sundberg, Z. Sun, N. D. Renfro, and A. C. Palke, “A review of analytical methods used in geographic origin determination of gemstones,” Gems and Gemology, vol. 55, no. 4. Gemological Institute of America (GIA), pp. 512–535, Dec. 01, 2019. doi: 10.5741/GEMS.55.4.512.
S. Saeseaw, N. D. Renfro, A. C. Palke, Z. Sun, and S. F. McClure, “Geographic origin determination of emerald,” Gems Gemol., vol. 55, no. 4, pp. 614–646, Dec. 2019, doi: 10.5741/GEMS.55.4.614.
D. P. Cronin and A. M. Rendle, “Determining the geographical origins of natural emeralds through non-destructive chemical fingerprinting,” J. Gemmol., vol. 33, no. 1, pp. 1–13, 2012.
R. I. Mashkovtsev and S. Z. Smirnov, “The nature of channelconstituents in hydrothermalsynthetic emerald,” J. Gemmol., vol. 29, no. 4, pp. 215–227, 2004.
F. Martin, H. Mkrigoux, and P. Zecchini, “REFLECTANCE INFRARED SPECTROSCOPY IN GEMOLOGY,” GEMS Gemol., pp. 226–231, 1989.
R. Bro and A. K. Smilde, “Principal component analysis,” Anal. Methods, vol. 6, no. 9, pp. 2812–2831, 2014, doi: 10.1039/c3ay41907j.
D. Vitali Čepo, M. Karoglan, L. Borgese, L. E. Depero, E. Marguí, and J. Jablan, “Application of benchtop total-reflection X-ray fluorescence spectrometry and chemometrics in classification of origin and type of Croatian wines,” Food Chem. X, vol. 13, 2022, doi: 10.1016/j.fochx.2022.100209.
M. Ghidotti, Y. Fiamegos, C. Dumitrascu, and M. B. de la Calle, “Use of elemental profiles to verify geographical origin and botanical variety of Spanish honeys with a protected denomination of origin,” Food Chem., vol. 342, p. 128350, 2021, doi: 10.1016/j.foodchem.2020.128350.
M. Gil et al., “Chemometric approaches for postharvest quality tracing of cocoa: An efficient method to distinguish plant material origin,” Heliyon, vol. 5, no. 5, p. e01650, 2019, doi: 10.1016/j.heliyon.2019.e01650.
G. Capobianco et al., Chemometrics approach to FT-IR hyperspectral imaging analysis of degradation products in artwork cross-section, vol. 132. Elsevier B.V., 2017. doi: 10.1016/j.microc.2017.01.007.
C. Aurisicchio, A. M. Conte, L. Medeghini, L. Ottolini, and C. De Vito, “Major and trace element geochemistry of emerald from several deposits: Implications for genetic models and classification schemes,” Ore Geol. Rev., vol. 94, pp. 351–366, 2018, doi: 10.1016/j.oregeorev.2018.02.001.
H. A. O. Wang and M. S. Krzemnicki, “Multi-element analysis of minerals using laser ablation inductively coupled plasma time of flight mass spectrometry and geochemical data visualization using t-distributed stochastic neighbor embedding: Case study on emeralds,” J. Anal. At. Spectrom., vol. 36, no. 3, pp. 518–527, 2021, doi: 10.1039/d0ja00484g.
V. Pardieu, “Field Gemology,” InColor, no. 46, pp. 36–43, 2020.
R Core Team, “R: A Language and Environment for Statistical Computing.” Vienna, Austria, 2021. [Online]. Available: https://www.r-project.org/
RStudio Team, “RStudio: Integrated Development Environment for R.” Boston, MA, 2021. [Online]. Available: http://www.rstudio.com/
H. W. Borchers, “pracma: Practical Numerical Math Functions. R package version 1.8.8.https://CRAN.R-project.org/package=pracma,” https://CRAN.R-project.org/package=pracma. p. https://CRAN.R-project.org/package=pracma, 2015.
K. H. Liland, T. Almøy, and B. H. Mevik, “Optimal choice of baseline correction for multivariate calibration of spectra,” Appl. Spectrosc., vol. 64, no. 9, pp. 1007–1016, Sep. 2010, doi: 10.1366/000370210792434350.
S. Lê, J. Josse, and F. Husson, “FactoMineR: An R Package for Multivariate Analysis,” J. Stat. Softw., vol. 28, no. 1, pp. 1–18, 2008.
A. Kassambara and F. Mundt, “Factoextra: Extract and Visualize the Results of Multivariate Data Analyses (Versión 1.0.5),” https://cran.r-project.org/package=factoextra, 2017. https://cran.r-project.org/package=factoextra
S. Kucheryavskiy, “mdatools – R package for chemometrics,” Chemom. Intell. Lab. Syst., vol. 198, Mar. 2020, doi: 10.1016/j.chemolab.2020.103937.
B. Rondeau, E. Fritsch, J. J. Peucat, F. S. Nordrum, and L. Groat, “Characterization of emeralds from a historical deposit: Byrud (Eidsvoll), Norway,” Gems Gemol., vol. 44, no. 2, pp. 108–122, 2008, doi: 10.5741/GEMS.44.2.108.
S. Karampelas, A. Al-Alawi, B. Al-Shaybani, F. Mohamed, and S. Sangsawong, “Emeralds from the most important occurrences: Chemical and spectroscopic data,” Minerals, vol. 9, no. 9, Sep. 2019, doi: 10.3390/min9090561.
X. Qiao et al., “Study of the differences in infrared spectra of emerald from different mining areas and the controlling factors,” Can. Mineral., vol. 57, no. 1, pp. 65–79, 2019, doi: 10.3749/canmin.1800042.
J. Garcia-Toloza, M. J. Herreño-Daza, A. F. González-Duran, C. J. Cedeño-Ochoa, and L. G. Angarita–Sarmiento, “Photoluminescence analysis to determine the origin of emeralds from the Eastern and Western belts in Colombia,” 2019.
I. Moroz, M. Roth, M. Boudeulle, and G. Panczer, “Raman microspectroscopy and fluorescence of emeralds from various deposits,” J. Raman Spectrosc., vol. 31, no. 6, pp. 485–490, 2000, doi: 10.1002/1097-4555(200006)31:6<485::AID-JRS561>3.0.CO;2-M.
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