Zhang Xiaohao, Chen Gongye, Li Haomiao, Peng Haochen, Cao Zhaolou. Prediction of Extinction Coefficient of Ellipsoid Particle Group Based on Machine Learning[J]. Laser & Optoelectronics Progress, 2021, 58(6): 629001
- Laser & Optoelectronics Progress
- Vol. 58, Issue 6, 629001 (2021)
Fig. 1. Structure of the MLP
Fig. 2. Flow chart of the numerical simulation
Fig. 3. Particle group parameters under R-R distribution. (a) Extinction coefficient; (b) influence of the neuron number on the prediction error
Fig. 4. Influences of the neuron number on prediction time for machine learning
Fig. 5. Particle group under normal distribution. (a) Extinction coefficient; (b) influence of the neuron number on the prediction error
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Table 1. Particle size and shape parameter space
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