journal article·2023-10-18Open access

Authentication of Roasted Coffee Beans via LIBS: Statistical Principal Component Analysis

Fatemah H. Alkallas, Ayman M. Mostafa, Effat A. Rashed, Amira Ben Gouider Trabelsi, M. A. I. Essawy, Reham A. Rezk

Coatings· Volume 13· Issue 10

Abstract

Great efforts are constantly being made by industry-specific coffee agencies to standardize the certification of coffee quality. In consequence, international trade requires quick and reliable analyses because of their high cost, the risk of misclassification, the difficulty of large-scale analysis, and, most importantly, the subjectivity generated by tasters. A powerful analytical method that can be used to accurately evaluate and identify coffee varieties is Laser-Induced Breakdown Spectroscopy (LIBS). In this study, it provided a quick, cost-effective, and residue-free method commonly used in laboratories for direct analysis, determining multi-elemental composition, and exploring the organic composition of roasted coffee. The mineral composition of eight varieties of pure roasted coffee was determined using a pulsed nanosecond laser produced from a Nd:YAG laser at 1064 nm. The most important spectral variables for coffee variety identification were sequestered using LIBS coupled with a chemometric-tool-based principal component analysis (PCA). The nine main wavelengths chosen corresponded to the elements of C(I), Mg(II, I), Ca(II), Fe(I), K(I), H(I), and O(I), in addition to the CN group. The overall findings indicated that using LIBS to identify coffee varieties is feasible based on a simple, quick, and eco-friendly strategy without the requirement for complex preparation or wasting time in preparation. Such studies can help to protect the coffee market and businesses by certifying product quality. Using LIBS and full statistical illustrations with PCA, the prevention of unfair competition, protection of consumers, and determination of coffee quality can be achieved.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Laser-induced spectroscopy and plasma · Analytical chemistry methods development · Cultural Heritage Materials Analysis

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Physics, College of Science, Princess Nourah Bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia

Department of Physics, College of Science, Qassim University, Buraidah 51452, Saudi Arabia

Spectroscopy Department, Physics Research Institute, National Research Centre, 33 El Bohouth St., Dokki, Giza 12622, Egypt

Physics Department, Faculty of Science, Umm Al-Qura University, Makkah 24382, Saudi Arabia

Higher Technological Institute, 10th of Ramadan City, 6th of October Branch, 3rd Zone, 7th Section, 6th of October City, Giza P.O. Box 4, Egypt

Funding

Princess Nourah bint Abdulrahman University

References (30)

Show source-provided references
1. Tracing commercial coffee quality by infrared spectroscopy in tandem with pattern recognition approaches10.1016/j.vibspec.2021.103295 ↗
2. Characterization of Roasted Coffee Aroma by Optimizing Roaster Parameters10.33736/bjrst.821.2018 ↗
3. The effect of coffee beans rosting on its chemical composition
4. Zhang, C., Shen, T., Liu, F., and He, Y. (2017). Identification of Coffee Varieties Using Laser-Induced Breakdown Spectroscopy and Chemometrics. Sensors, 18.10.3390/s18010095 ↗
5. International Coffee Organization (ICO) (2023, August 04). Historical Data on the Global Coffee Trade. Available online: https://www.ico.org/new_historical.asp.
6. Nufiqurakhmah, N., Nasution, A., and Suyanto, H. (2016, January 11). Laser-Induced Breakdown Spectroscopy (LIBS) for spectral characterization of regular coffee beans and luwak coffee bean. Proceedings of the Second International Seminar on Photonics, Optics, and Its Applications, ISPhOA, Bali, Indonesia.10.1117/12.2248469 ↗
7. Potential of Laser Induced Breakdown Spectroscopy for analyzing the quality of unroasted and ground coffee10.1016/j.sab.2017.06.015 ↗
8. Volatile fingerprint of Brazilian defective coffee seeds: Corroboration of potential marker compounds and identification of new low quality indicators10.1016/j.foodchem.2013.12.040 ↗
9. Characterization of green, roasted beans, and ground coffee using near in-frared spectroscopy: A comparison of two devices10.1177/0967033519825665 ↗
10. Rapid Classification of Coffee Products by Data Mining Models from Direct Electrospray and Plasma-Based Mass Spectrometry Analyses10.1007/s12161-016-0696-y ↗
11. Castillejos-Mijangos, L.A., Acosta-Caudillo, A., Gallardo-Velázquez, T., Osorio-Revilla, G., and Jiménez-Martínez, C. (2022). Uses of FT-MIR Spectroscopy and Multivariate Analysis in, Quality Control of Coffee, Cocoa, and Commercially Important Spices. Foods, 11.10.3390/foods11040579 ↗
12. Three centuries on the science of coffee authenticity control10.1016/j.foodres.2021.110690 ↗
13. Cremers, D.A., and Radziemski, L.J. (2013). Handbook of LaserInduced Breakdown Spectroscopy, John Wiley & Sons.10.1002/9781118567371 ↗
14. Miziolek, W., Palleschi, V., and Schechter, I. (2006). Laser Induced Breakdown Spectroscopy, Cambridge University Press.10.1017/CBO9780511541261 ↗
15. Noll, R. (2012). Laser-Induced Breakdown Spectroscopy, Springer.10.1007/978-3-642-20668-9 ↗
16. Singh, J.P., and Akur, S. (2020). Laser-Induced Breakdown Spectroscopy, Elsevier.
17. Musazzi, S., and Perini, U. (2014). Laser-Induced Breakdown Spectroscopy Theory and Applications, Springer.10.1007/978-3-642-45085-3 ↗
18. Progress of Chemometrics in Laser-induced Breakdown Spectroscopy Analysis10.1016/S1872-2040(15)60832-5 ↗
19. Good practices in LIBS analysis: Review and advices10.1016/j.sab.2014.08.039 ↗
20. A critical review of recent progress in analytical laser-induced breakdown spectroscopy10.1007/s00216-015-8855-3 ↗
21. Dimensionality Reduction and Visualization in Principal Component Analysis10.1021/ac800110w ↗
22. Coffee arabica adulteration: Detection of wheat, corn and chickpea10.1016/j.foodchem.2018.05.037 ↗
23. Prediction of black, immature and sour defective beans in coffee blends by using Laser-Induced Breakdown Spectroscopy10.1016/j.foodchem.2018.11.062 ↗
24. Alresawum, Y. (2016). Laser Induced Breakdown Spectroscopy (LIBS) Coupled with Multivariate Chemometric Method for Characterization and Quality Control of Ethiopian Coffee and Herbal Medicines, Addis Ababa University.
25. Anggraeni, K., Nasution, A., and Suyanto, H. (2016, January 11). Recognition of Spectral Identifier from Green Coffee Beans of Arabica and Robusta Varieties Using Laser-Induced Breakdown Spectroscopy. Proceedings of the Second International Seminar on Photonics, Optics, and Its Applications, International Society for Optics and Photonics, Bali, Indonesia.10.1117/12.2248474 ↗
26. Random subspace method for an-alysing coffee with electronic tongue10.1049/el:20071182 ↗
27. Near-Infrared Reflectance Spectroscopy Method for Direct Analysis of Several Chemical Components and Properties of Fruit, for example, Chinese Hawthorn10.1021/jf305272s ↗
28. Dippong, T., Dan, M., Kovacs, M.H., Kovacs, E.D., Levei, E.A., and Cadar, O. (2022). Analysis of Volatile Compounds, Composition, and Thermal Behavior of Coffee Beans According to Variety and Roasting Intensity. Foods, 11.10.3390/foods11193146 ↗
29. Wirani, A.P., Nasution, A., and Suyanto, H. (2016, January 11). Spectral Identifiers from Roasting Process of Arabica and Robusta Green Beans Using Laser-Induced Breakdown Spectroscopy (LIBS). Proceedings of the Second International Seminar on Photonics, Optics, and Its Applications, ISPhOA, Bali, Indonesia.10.1117/12.2248475 ↗
30. Laser-Induced Breakdown Spectroscopy and Principal Component Analysis for the Classi-fication of Spectra from Gold-Bearing Ores10.1177/0003702819881444 ↗