樊书祥, 黄文倩, 张保华, 郭志明, 赵春江. 便携式苹果糖度光谱检测仪的设计与试验[J]. 红外与激光工程, 2014, 43(S1): 219-224.
引用本文: 樊书祥, 黄文倩, 张保华, 郭志明, 赵春江. 便携式苹果糖度光谱检测仪的设计与试验[J]. 红外与激光工程, 2014, 43(S1): 219-224.
Fan Shuxiang, Huang Wenqian, Zhang Baohua, Guo Zhiming, Zhao Chunjiang. Design and experiment on portable apple soluble solids content spectrometer[J]. Infrared and Laser Engineering, 2014, 43(S1): 219-224.
Citation: Fan Shuxiang, Huang Wenqian, Zhang Baohua, Guo Zhiming, Zhao Chunjiang. Design and experiment on portable apple soluble solids content spectrometer[J]. Infrared and Laser Engineering, 2014, 43(S1): 219-224.

便携式苹果糖度光谱检测仪的设计与试验

Design and experiment on portable apple soluble solids content spectrometer

  • 摘要: 为快速、便捷地利用近红外光谱检测苹果糖度,设计了以ARM9处理器为核心、以微型光谱仪和自制果托作为光谱检测装置、以WinCE为操作系统的便携式苹果糖度光谱检测仪.以80个苹果样品作为试验对象,采用平滑、多元散射校正、标准正态变量变换等方法对原始光谱进行预处理,结合无信息变量消除法和连续投影算法进行有效波长的筛选,建立基于所选特征波长和全波段的苹果糖度近红外光谱偏最小二乘模型.结果表明,偏最小二乘结合原始光谱信息建模效果最好,其预测相关系数Rp=0.853,预测均方根误差RMSEP=0.534.该检测仪能较好地满足苹果糖度的快速无损检测.该研究为快速、便携的苹果糖度光谱检测仪设计提供了参考.

     

    Abstract: In order to detect soluble solids content(SSC) of apple conveniently and rapidly, a portable apple soluble solids content spectrometer was designed with ARM9 as controller, miniature spectrometer as spectrum detector, WinCE as embedded operating system. The total number of 80 apples was for the calibration(n=60) and prediction(n=20) sets. Different spectral pretreatment methods, including smoothing, standard normal variate(SNV) and multiplicative scatter correction(MSC) were performed. Uninformative variable elimination(UVE) and successive projections algorithm(SPA) were proposed to select effective wavelength variables. Partial least squares(PLS) models combined with whole wavelength and selected wavelengths were established to detect SSC of apple. The results indicated that the best model was developed using PLS with respect to the spectra in whole wavelength range. The correlation coefficient (Rp) and root mean square error of prediction(RMSEP) for prediction sets were 0.853, 0.534 for SSC. The model is reliable and the predicted result is effective. The meter can meet the requirement of quick measuring SSC of apple. The study can provide a reference for development of portable apple soluble solids content spectrometer.

     

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