Skip to main content
Log in

Minimal-Invasive Analytical Method and Data Fusion: an Alternative for Determination of Cu, K, Sr, and Zn in Cocoa Beans

  • Published:
Food Analytical Methods Aims and scope Submit manuscript

Abstract

In the present study, a minimal-invasive analytical method for determination of Cu, K, Sr, and Zn in cocoa beans was performed using energy X-ray fluorescence (EDXRF) and laser-induced breakdown spectroscopy (LIBS) combined with multivariate calibration. Partial least squares (PLS) chemometric technique was applied to modeling the data, and inductively coupled plasma optical emission spectrometry (ICP OES) technique was the reference method for the chemical elements concentration levels, after microwave acid mineralization. The figures of merit estimated for Cu, Sr, Zn, and K showed good performance, with acceptable trueness values (85–120%). Data fusion strategy between EDXRF and LIBS data was used to enhance the predictive capability of K. In addition, lower standard error of cross-validation (SECV) (872 mg kg−1) was obtained, showing better performance than those obtained by individual data.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5

Similar content being viewed by others

References

Download references

Funding

The authors acknowledge the financial support to CNPq/TWAS (158587/2017-0), CNPq (305637/2015-0, 307328/2019-8, and 465571/2014-0), and FAPESP (2019/24223-5, 2018/18212-8, 2019/01102-8, and 2014/50945-4). This study was financed in part by CAPES – Finance Code 001 and 88887136426/2017/00.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Fabíola Manhas Verbi Pereira.

Ethics declarations

Conflict of Interest

Raimundo Rafael Gamela declares that he has no conflict of interest. Edenir Rodrigues Pereira-Filho declares that he has no conflict of interest. Fabíola Manhas Verbi Pereira declares that she has no conflict of interest.

Ethical Approval

This article does not contain any studies involving human participants or animals performed by any of the authors.

Informed Consent

Informed consent was obtained from all individual participants included in the study.

Additional information

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Gamela, R.R., Pereira-Filho, E.R. & Pereira, F.M.V. Minimal-Invasive Analytical Method and Data Fusion: an Alternative for Determination of Cu, K, Sr, and Zn in Cocoa Beans. Food Anal. Methods 14, 545–551 (2021). https://doi.org/10.1007/s12161-020-01904-2

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s12161-020-01904-2

Keywords

Navigation