Development of a rapid X-ray fluorescence method for protein determination in soybean grains

被引:0
|
作者
de Camargo, Rachel Ferraz [1 ]
Tavares, Tiago Rodrigues [1 ]
dos Santos, Felipe Rodrigues [1 ]
de Carvalho, Hudson Wallace Pereira [1 ]
机构
[1] Univ Sao Paulo, Ctr Nucl Energy Agr CENA, Lab Nucl Instrumentat LIN, BR-13416000 Piracicaba, SP, Brazil
关键词
XRF; Chemometrics; Multiple linear regression; Partial least squares regression; Food analysis; Multivariate calibration; LEAST-SQUARES REGRESSION; QUALITY PARAMETERS; SPECTROSCOPY; ALCOHOL; MODEL; NIR;
D O I
10.1016/j.foodchem.2025.143095
中图分类号
O69 [应用化学];
学科分类号
081704 ;
摘要
X-ray fluorescence (XRF) is a well-established technique for elemental determination. This study evaluates the ability of XRF to quantify soybean protein content based on elemental composition, particularly sulfur emission. Univariate linear regression, multiple linear regression, and partial least squares regression (PLS) were compared. Two scenarios were considered: scenario A used 108 soybean samples for calibration and 54 for validation; scenario B expanded the protein content range of scenario A, including 32 new samples of soybean mixed with concentrates. PLS showed the best performance in validation, with R2 of 0.73 and 0.89 in scenarios A and B, respectively. The results indicate that protein quantification by XRF has relative prediction errors below 3.1 %. The developed methods provide an alternative for monitoring soybean protein content, suitable for screening applications such as integrating XRF sensors on soybean harvesters.
引用
收藏
页数:9
相关论文
共 50 条
  • [1] Evaluation of X-ray fluorescence spectroscopy as a method for the rapid and direct determination of sodium in cheese
    Stankey, J. A.
    Akbulut, C.
    Romero, J. E.
    Govindasamy-Lucey, S.
    JOURNAL OF DAIRY SCIENCE, 2015, 98 (08) : 5040 - 5051
  • [2] Development of X-ray fluorescence holography method for determination of local atomic environment
    Hayashi, K
    Takahashi, Y
    Matsubara, E
    Kishimoto, S
    Mori, T
    Tanaka, M
    Hayakawa, S
    Suzuki, M
    PRICM 4: FORTH PACIFIC RIM INTERNATIONAL CONFERENCE ON ADVANCED MATERIALS AND PROCESSING, VOLS I AND II, 2001, : 567 - 570
  • [3] RAPID DETERMINATION OF TUNGSTEN IN ORES BY X-RAY FLUORESCENCE ANALYSIS
    CARRBRIO.KG
    PAYNE, KW
    ANALYST, 1968, 93 (1108) : 441 - &
  • [5] USE OF X-RAY FLUORESCENCE IN RAPID DETERMINATION OF ELEMENTS IN ROCK
    DUMESNIL, JC
    PERRAULT, G
    APPLIED SPECTROSCOPY, 1967, 21 (06) : 397 - &
  • [6] Determination of quartz in bauxite by a combined X-ray diffraction and X-ray fluorescence method
    Feret, FR
    Roy, D
    SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2002, 57 (03) : 551 - 559
  • [7] RAPID X-RAY METHOD FOR DETERMINATION OF SUBSTRUCTURE CHARACTERISTICS
    WEISSMANN, S
    GORMAN, LA
    ZWELL, L
    JOURNAL OF APPLIED PHYSICS, 1962, 33 (10) : 3131 - &
  • [8] DEVELOPMENT OF AN X-RAY FLUORESCENCE METHOD FOR ON-LINE DETERMINATION OF SULPHUR IN COAL.
    Page, D.
    Piggins, T.
    International Journal of Applied Radiation and Isotopes, 1985, 36 (01): : 1 - 5
  • [9] Technical note: Rapid mineral determination in forages by X-ray fluorescence
    Berzaghi, P.
    Lotto, A.
    Mancinelli, M.
    Benozzo, F.
    JOURNAL OF DAIRY SCIENCE, 2018, 101 (11) : 9967 - 9970
  • [10] Rapid determination of gold during plating operations by X-ray fluorescence
    Giles, Andrew B.
    Burnett, Brandon J.
    Anderson, Arthur L.
    Darger, Terry
    Ashby, Kyle D.
    Walker, Edward B.
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2009, 237 : 227 - 227