Zhuo Wei, Wenwen Li, Min Lin, Wensong Jiang, Xinqi Zhou. Near-Infrared Spectroscopy Detection of Cotton/Polyester Content Based on Dropout Deep Belief Network[J]. Acta Optica Sinica, 2021, 41(17): 1730002
- Acta Optica Sinica
- Vol. 41, Issue 17, 1730002 (2021)
Fig. 1. GRBM structure diagram
Fig. 2. DBN model structure diagram
Fig. 3. NIR spectra of cotton-polyester blended fabric samples
Fig. 4. Spectrum preprocessed with wavelet transform
Fig. 5. Model training results with different Dropout ratios. (a) RC; (b) RMSECV
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Table 1. Statistical results of each component content in cotton-polyester blended fabric
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Table 2. Model performance comparison of different DBN structures
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Table 3. Comparison of prediction results of different models
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