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Effect of X-ray tube configuration on measurement of key soil fertility attributes with XRF

(2020) REMOTE SENSING. 12(6).
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Abstract
The successful use of energy-dispersive X-ray fluorescence (ED-XRF) sensors for soil analysis requires the selection of an optimal procedure of data acquisition and a simple modelling approach. This work aimed at assessing the performance of a portable XRF (XRF) sensor set up with two different X-ray tube configurations (combinations of voltage and current) to predict nine key soil fertility attributes: (clay, organic matter (OM), cation exchange capacity (CEC), pH, base saturation (V), and extractable nutrients (P, K, Ca, and Mg). An XRF, operated at a voltage of 15 kV (and current of 23 mu A) and 35 kV (and current of 7 mu A), was used for analyzing 102 soil samples collected from two agricultural fields in Brazil. Two different XRF data analysis scenarios were used to build the predictive models: (i) 10 emission lines of 15 keV spectra (EL-15), and (ii) 12 emission lines of 35 keV spectra (EL-35). Multiple linear regressions (MLR) were used for model calibration, and the models' prediction performance was evaluated using different figures of merit. The results show that although X-ray tube configuration affected the intensity of the emission lines of the different elements detected, it did not influence the prediction accuracy of the studied key fertility attributes, suggesting that both X-ray tube configurations tested can be used for future analyses. Satisfactory predictions with residual prediction deviation (RPD) >= 1.54 and coefficient of determination (R-2) >= 0.61 were obtained for eight out of the ten studied soil fertility attributes (clay, OM, CEC, V, and extractable K, Ca, and Mg). In addition, simple MLR models with a limited number of emission lines was effective for practical soil analysis of the key soil fertility attributes (except pH and extractable P) using XRF. The simple and transparent methodology suggested also enables future researches that seek to optimize the XRF scanning time in order to speed up the XRF analysis in soil samples.
Keywords
General Earth and Planetary Sciences, precision agriculture, proximal soil sensing, hybrid laboratory, soil testing, XRF spectroscopy, Brazilian tropical soils, IN-SITU, FLUORESCENCE, SPECTROMETER, SPECTROSCOPY, REGRESSION, ALUMINUM, CATION, PXRF, NIR, PH

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MLA
Rodrigues Tavares, Tiago, et al. “Effect of X-Ray Tube Configuration on Measurement of Key Soil Fertility Attributes with XRF.” REMOTE SENSING, vol. 12, no. 6, 2020, doi:10.3390/rs12060963.
APA
Rodrigues Tavares, T., Molin, J. P., Nunes, L. C., Alves, E. E. N., Melquiades, F. L., de Carvalho, H. W. P., & Mouazen, A. (2020). Effect of X-ray tube configuration on measurement of key soil fertility attributes with XRF. REMOTE SENSING, 12(6). https://doi.org/10.3390/rs12060963
Chicago author-date
Rodrigues Tavares, Tiago, José Paulo Molin, Lidiane Cristina Nunes, Elton Eduardo Novais Alves, Fábio L. Melquiades, Hudson Wallace Pereira de Carvalho, and Abdul Mouazen. 2020. “Effect of X-Ray Tube Configuration on Measurement of Key Soil Fertility Attributes with XRF.” REMOTE SENSING 12 (6). https://doi.org/10.3390/rs12060963.
Chicago author-date (all authors)
Rodrigues Tavares, Tiago, José Paulo Molin, Lidiane Cristina Nunes, Elton Eduardo Novais Alves, Fábio L. Melquiades, Hudson Wallace Pereira de Carvalho, and Abdul Mouazen. 2020. “Effect of X-Ray Tube Configuration on Measurement of Key Soil Fertility Attributes with XRF.” REMOTE SENSING 12 (6). doi:10.3390/rs12060963.
Vancouver
1.
Rodrigues Tavares T, Molin JP, Nunes LC, Alves EEN, Melquiades FL, de Carvalho HWP, et al. Effect of X-ray tube configuration on measurement of key soil fertility attributes with XRF. REMOTE SENSING. 2020;12(6).
IEEE
[1]
T. Rodrigues Tavares et al., “Effect of X-ray tube configuration on measurement of key soil fertility attributes with XRF,” REMOTE SENSING, vol. 12, no. 6, 2020.
@article{8667304,
  abstract     = {{The successful use of energy-dispersive X-ray fluorescence (ED-XRF) sensors for soil analysis requires the selection of an optimal procedure of data acquisition and a simple modelling approach. This work aimed at assessing the performance of a portable XRF (XRF) sensor set up with two different X-ray tube configurations (combinations of voltage and current) to predict nine key soil fertility attributes: (clay, organic matter (OM), cation exchange capacity (CEC), pH, base saturation (V), and extractable nutrients (P, K, Ca, and Mg). An XRF, operated at a voltage of 15 kV (and current of 23 mu A) and 35 kV (and current of 7 mu A), was used for analyzing 102 soil samples collected from two agricultural fields in Brazil. Two different XRF data analysis scenarios were used to build the predictive models: (i) 10 emission lines of 15 keV spectra (EL-15), and (ii) 12 emission lines of 35 keV spectra (EL-35). Multiple linear regressions (MLR) were used for model calibration, and the models' prediction performance was evaluated using different figures of merit. The results show that although X-ray tube configuration affected the intensity of the emission lines of the different elements detected, it did not influence the prediction accuracy of the studied key fertility attributes, suggesting that both X-ray tube configurations tested can be used for future analyses. Satisfactory predictions with residual prediction deviation (RPD) >= 1.54 and coefficient of determination (R-2) >= 0.61 were obtained for eight out of the ten studied soil fertility attributes (clay, OM, CEC, V, and extractable K, Ca, and Mg). In addition, simple MLR models with a limited number of emission lines was effective for practical soil analysis of the key soil fertility attributes (except pH and extractable P) using XRF. The simple and transparent methodology suggested also enables future researches that seek to optimize the XRF scanning time in order to speed up the XRF analysis in soil samples.}},
  articleno    = {{963}},
  author       = {{Rodrigues Tavares, Tiago and Molin, José Paulo and Nunes, Lidiane Cristina and Alves, Elton Eduardo Novais and Melquiades, Fábio L. and de Carvalho, Hudson Wallace Pereira and Mouazen, Abdul}},
  issn         = {{2072-4292}},
  journal      = {{REMOTE SENSING}},
  keywords     = {{General Earth and Planetary Sciences,precision agriculture,proximal soil sensing,hybrid laboratory,soil testing,XRF spectroscopy,Brazilian tropical soils,IN-SITU,FLUORESCENCE,SPECTROMETER,SPECTROSCOPY,REGRESSION,ALUMINUM,CATION,PXRF,NIR,PH}},
  language     = {{eng}},
  number       = {{6}},
  pages        = {{21}},
  title        = {{Effect of X-ray tube configuration on measurement of key soil fertility attributes with XRF}},
  url          = {{http://doi.org/10.3390/rs12060963}},
  volume       = {{12}},
  year         = {{2020}},
}

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