Particle size distribution determination from spectral extinction using neural networks

被引:8
作者
Li, MZ [1 ]
Frette, T [1 ]
Wilkinson, D [1 ]
机构
[1] Heriot Watt Univ, Ctr Mol & Interface Engn, Dept Mech & Chem Engn, Edinburgh EH14 4AS, Midlothian, Scotland
关键词
D O I
10.1021/ie000826+
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
The use of techniques based on spectral extinction to recover particle size distributions has become increasingly popular in recent years. However, they are time-consuming and are not always successful in practical applications. In this paper, a novel method is proposed to determine particle size distributions using neural networks from several spectral extinction measurements. Simulations and experiments have illustrated that it is feasible to use a neural network to obtain the parameters of a particle size distribution from turbidity measurements. Although the neural network was trained using log-normal distribution data, it can be used to recover some non-log-normal distributions. The method has advantages of simplicity of use, instantaneous delivery of results, and suitability for online particle size analysis.
引用
收藏
页码:4615 / 4622
页数:8
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