Shanshan Wang, Kai Huang, Ming Li, Ping Chen, Weiwei Liu, Lie Lin. Quantitative Optical Detection Method of Hemoglobin Based on BP Neural Network[J]. Acta Optica Sinica, 2018, 38(7): 0717002
- Acta Optica Sinica
- Vol. 38, Issue 7, 0717002 (2018)
Fig. 1. Artificial neuron diagram
Fig. 2. Absorption spectrum of hemoglobin in serum
Fig. 3. Scatter diagram of experimental data
Fig. 4. Network training results of stochastic gradient descent
Fig. 5. Correlation coefficients of network training using stochastic gradient descent method. (a) Training output; (b) validation output; (c) test output; (d) all output
Fig. 6. Absorption spectra of serum in healthy person, patients with breast cancer and leukemia
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Table 1. Partial network training results of stochastic gradient descent method
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Table 2. Hemoglobin content in serum of healthy person, patients with breast cancer and leukemia
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