关键词: 连续投影算法, 多层次支持向量机, 特征波长, 多组分染液, 浓度检测

Abstract:

In order to improve the detection accuracy of multi-components mixed dye liquor concentration during printing & dyeing process, a method was proposed for simultaneous determination of three components dye liquor concentration by absorption spectroscopy. The absorption spectra of the multi-components mixed dye liquor was collected by USB2000+ microfiber spectrometer with wavelength range of 339.22~1 000 nm. The original effective absorption spectra were smoothed by Savitzky-Golay (SG) convolution smoothing. 80 mixed dye liquors were divided into 75 training groups and 5 test groups according to sample set partitioning on joint X-Y distance (SPXY) method. The optimal characteristic wavelengths of the successive projections algorithm are 22. The multi-component concentration of the dye solution was detected by using the multi-level multi support vector machine model. The experimental results show that the relative error of the three-components mixed dye liquor concentration can be controlled within 10%, and the training time and prediction time of the classification model are shortened by about a half, which provides a reference to realiae on-line concentration detection of multi-component dye in the later stage.

Key words: successive profections algorithm, multi-level support vector, characteristec wavelength, multi-component dye solution, concentration detection