首页 | 官方网站   微博 | 高级检索  
     

基于改进NSGA-Ⅱ算法的乙烯裂解炉操作优化
引用本文:耿志强,毕帅,王尊,朱群雄,韩永明.基于改进NSGA-Ⅱ算法的乙烯裂解炉操作优化[J].化工学报,2020,71(3):1088-1094.
作者姓名:耿志强  毕帅  王尊  朱群雄  韩永明
作者单位:1.北京化工大学信息科学与技术学院,北京 100029;2.智能过程系统工程教育部工程研究中心,北京 100029
基金项目:中央高校基本科研业务费专项资金;国家重点研发计划项目;国家自然科学基金项目
摘    要:现有的乙烯裂解炉优化通常只针对两个目标函数即产物乙烯和丙烯的收率,并且采用遗传算法的收敛效果一般,故提出一种基于改进NSGA-Ⅱ算法来研究一个多目标运行的解决方案,以此来解决乙烯裂解炉的固定周期操作优化问题,即在增大产物乙烯和丙烯收率的同时减少原料以及蒸汽流量来提高整体运行状况。把具体问题量化为数学模型,分析了原料气烃比、原料流量、出口温度对乙烯和丙烯收率的影响。实验结果表明,相较于原有操作条件,提出的优化方案具有良好的可行性。

关 键 词:优化  乙烯裂解炉  遗传算法  过程系统  
收稿时间:2019-12-12
修稿时间:2019-12-18

Operation optimization of ethylene cracking furnace based on improved NSGA-Ⅱ algorithm
GENG Zhiqiang,BI Shuai,WANG Zun,ZHU Qunxiong,HAN Yongming.Operation optimization of ethylene cracking furnace based on improved NSGA-Ⅱ algorithm[J].Journal of Chemical Industry and Engineering(China),2020,71(3):1088-1094.
Authors:GENG Zhiqiang  BI Shuai  WANG Zun  ZHU Qunxiong  HAN Yongming
Affiliation:1.College of Information Science and Technology, Beijing University of Chemical Technology, Beijing 100029, China;2.Engineering Research Center of Intelligent PSE, Ministry of Education of China, Beijing 100029, China
Abstract:The existing ethylene cracking furnace optimization usually only considers the two objective functions, namely the yield of ethylene and propylene; the convergence effect of genetic algorithm is not good enough. Therefore, an improved NSGA-Ⅱ algorithm is proposed to study a multi-objective operating solution for the fixed cycle operation optimization problem of the ethylene cracking furnace, which is to increase the ethylene and propylene yield while reducing the raw material and steam flow to improve the overall operation. We quantified the specific problem into a mathematical model and analyzed the effects of feed gas-to-hydrocarbon ratio, feedstock flow rate, and outlet temperature on the yield of ethylene and propylene. The experimental results show that compared with the original operating conditions, the proposed optimization scheme has good feasibility.
Keywords:optimization  ethylene cracking furnace  genetic algorithm  process system  
本文献已被 万方数据 等数据库收录!
点击此处可从《化工学报》浏览原始摘要信息
点击此处可从《化工学报》下载全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司    京ICP备09084417号-23

京公网安备 11010802026262号