硕士生导师
教师拼音名称:zhangfangkun
电子邮箱:
入职时间:2019-09-02
学历:博士研究生
性别:男
联系方式:18554911864
学位:工学博士
毕业院校:大连理工大学
学科:化学工程
控制理论与控制工程最后更新时间:..
关键字:POPULATION BALANCE MODEL; SIZE DISTRIBUTION; FINES REMOVAL; SEED RECIPE; SHAPE; AGGREGATION; MORPHOLOGY; EVOLUTION; BREAKAGE; CYCLES
摘要:Optimal control of batch crystallization systems is still a focus and hot topic in the field of industrial crystallization, which seriously affects the consistency of batch product quality. In this paper, a new method with a new objective function and improved optimization algorithm was proposed for optimization of crystal size distribution (CSD) in case of fine crystals occurrence. The new objective function was developed with better margin metric and weighting technique to minimize fine crystal mass, meanwhile, a newly constructed sinusoidal weight function was introduced to improve the particle swarm optimization (PSO) algorithm. A precise control of CSD with suppressed numerical discrepancy caused by fine crystals removal was developed by combining seed recipe and temperature-swing. In addition, the effects of temperature curve segments on CSD during process optimization were systematically investigated to achieve optimal results. Two typical batch cooling crystallization systems were used to verify the effectiveness of the proposed method in controlling product CSD while minimizing fine crystal mass. Results demonstrated that the desired product CSD can be achieved with minor errors while the fine crystals could be shrunk to be negligible, i.e., the fine crystal mass and number can be reduced by over 90%. This work has an important guiding significance for the removal of fine crystals in industrial crystallization processes, especially when only operational optimization rather than equipment updating is considered. (c) 2024 Chinese Society of Particuology and Institute of Process Engineering, Chinese Academy of Sciences. Published by Elsevier B.V. All rights are reserved, including those for text and data mining, AI training, and similar technologies.
卷号:96
期号:
是否译文:否