Characterization of the optical properties of soymilk with different pH values using excitation-emission matrix and multiple light scattering

Takumi Murai, Yoshito Saito
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Abstract

Fluorescence spectroscopy was evaluated for non-destructive pH measurement in soymilk using excitation-emission matrix (EEM). EEMs of 110 soymilk samples with different pH levels were measured, showing two characteristic fluorescence peaks at excitation/emission wavelengths of 280/340 and 365/460 nm, attributed to aromatic amino acids and other fluorescent compounds, respectively. Both peaks showed increased intensity with elevated pH levels. Partial Least Squares Regression (PLSR) and Support Vector Machine (SVM) models were then constructed using various preprocessing methods. The SVM model using raw EEM achieved the highest accuracy with R2cv of 0.972 and RMSECV of 0.095, while the PLSR model performed best with logarithmically transformed EEM showing R2cv of 0.951 and RMSECV of 0.127. Complementary visible-near infrared transmission measurements suggested that the fluorescence changes were related to the changed in light scattering properties under alkaline conditions. These results demonstrate the potential of fluorescence spectroscopy as a tool for non-destructive pH measurement in soymilk.

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利用激发-发射矩阵和多重光散射技术表征不同pH值豆浆的光学性质
采用荧光光谱法对豆浆中pH值的无损测定进行了评价。对110份不同pH水平豆浆样品的eem进行了测量,在280/340和365/460 nm激发/发射波长处出现了两个特征荧光峰,分别归属于芳香氨基酸和其他荧光化合物。两个峰的强度都随着pH值的升高而增加。然后采用多种预处理方法构建偏最小二乘回归(PLSR)和支持向量机(SVM)模型。使用原始EEM的SVM模型准确率最高,R2cv为0.972,RMSECV为0.095,而PLSR模型的对数转换EEM的准确率最高,R2cv为0.951,RMSECV为0.127。互补可见光-近红外透射测量表明,荧光变化与碱性条件下光散射特性的变化有关。这些结果证明了荧光光谱作为一种无损测量豆浆pH值的工具的潜力。
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来源期刊
CiteScore
8.40
自引率
11.40%
发文量
1364
审稿时长
40 days
期刊介绍: Spectrochimica Acta, Part A: Molecular and Biomolecular Spectroscopy (SAA) is an interdisciplinary journal which spans from basic to applied aspects of optical spectroscopy in chemistry, medicine, biology, and materials science. The journal publishes original scientific papers that feature high-quality spectroscopic data and analysis. From the broad range of optical spectroscopies, the emphasis is on electronic, vibrational or rotational spectra of molecules, rather than on spectroscopy based on magnetic moments. Criteria for publication in SAA are novelty, uniqueness, and outstanding quality. Routine applications of spectroscopic techniques and computational methods are not appropriate. Topics of particular interest of Spectrochimica Acta Part A include, but are not limited to: Spectroscopy and dynamics of bioanalytical, biomedical, environmental, and atmospheric sciences, Novel experimental techniques or instrumentation for molecular spectroscopy, Novel theoretical and computational methods, Novel applications in photochemistry and photobiology, Novel interpretational approaches as well as advances in data analysis based on electronic or vibrational spectroscopy.
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