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Crystallization process particle size distribution modeling and control method

A technology of particle size distribution and control method, applied in biological neural network model, design optimization/simulation, neural architecture, etc., can solve the problem of crystal yield and particle size distribution difficult to obtain effective progress, etc., to improve the acquisition method, increase the The average particle size of crystals, the effect of perfecting the model

Active Publication Date: 2020-06-02
AIR FORCE UNIV PLA
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AI Technical Summary

Problems solved by technology

Moreover, due to the impact of the affected variables on the crystal particle size distribution, it has been difficult to obtain effective progress in improving the crystal yield and improving the particle size distribution, which in turn has led to limitations in the use of crystallization in various technical fields.

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  • Crystallization process particle size distribution modeling and control method

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Embodiment Construction

[0027] The following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only some, not all, embodiments of the present invention. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

[0028] A kind of crystallization process particle size distribution modeling and control method of the present invention has the following steps:

[0029] (1) Constructing a neural network model of particle size distribution in the crystallization process

[0030] Obtain the historical experimental data of particle size distribution in the crystallization process, process the historical experimental data to refine and determine the input layer and output layer...

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Abstract

The invention discloses a crystallization process particle size distribution modeling and control method. A crystallization process granularity distribution model is explained by constructing a neuralnetwork model in the field of artificial intelligence; the constructed neural network model is trained through historical experimental data to construct a model capable of effectively explaining crystallization process particle size distribution, influence variables of crystallization process particle size distribution are simulated through a hidden layer of the neural network model, and variousinfluence variables and influence weights thereof are determined; based on a constructed crystallization process particle size distribution model, output data is detected by changing variables which are represented by each hidden layer and influence particle size distributio; the average particle size of the crystal at the crystallization endpoint moment in the output data is determined, the optimal control strategy is obtained for the optimal control model of the crystallization process particle size distribution model when the average particle size is maximum, the obtaining mode of the control curve of the crystallization process is improved, and the crystallization efficiency and the average particle size of the crystal are improved.

Description

technical field [0001] The invention relates to the technical field of crystallization process modeling and control, in particular to a crystallization process particle size distribution modeling and control method. Background technique [0002] The construction of the particle size distribution model and the research on the control of the crystallization process can be widely used in the fields of food processing, pharmaceutical production, metallurgy and chemical industry, and is an indispensable link in industrial production. At the same time, the crystal particle size distribution is an important index to measure the quality of crystals. Modeling and controlling the particle size distribution in the crystallization process is of great significance for improving the quality of crystal products and crystallization efficiency. The crystallization process is a complex process of heat and mass transfer, and the particle size distribution of crystals is not only affected by a ...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F30/27G06N3/04
CPCG06N3/045
Inventor 李颖晖徐浩军禹志龙徐文丰董泽洪左仁伟张银君
Owner AIR FORCE UNIV PLA
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