提高催化裂化装置轻产物收率的柔性模型预测控制新策略

IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL
Bin Wei , Zhuoxuan Wang , Yihua Ye , Liming Che , Hua Zhou
{"title":"提高催化裂化装置轻产物收率的柔性模型预测控制新策略","authors":"Bin Wei ,&nbsp;Zhuoxuan Wang ,&nbsp;Yihua Ye ,&nbsp;Liming Che ,&nbsp;Hua Zhou","doi":"10.1016/j.cherd.2025.04.007","DOIUrl":null,"url":null,"abstract":"<div><div>Due to the dynamic characteristics of the fluid catalytic cracking (FCC) reactor-regenerator system, the yield of light products would decrease with the conventional reaction temperature control strategy when the regenerator temperature increases. To mitigate this issue, a novel flexible model predictive control (MPC) strategy is proposed. Precisely, this MPC strategy integrates innovative reaction heat control, reaction temperature control, and a decision-making switch to ensure safe operation. In addition, the Conv_Transformer algorithm is employed to capture the dynamic behavior of the reactor-regenerator system in a noisy environment, facilitating the construction of a predictive model for MPC. The effectiveness of proposed MPC strategy is validated through simulations based on a dynamic model of the FCC reactor-regenerator system. Simulation results indicate that this approach achieves a higher yield of light products compared to conventional temperature control strategy when perturbations occur, demonstrating its potential to enhance the unit’s profit.</div></div>","PeriodicalId":10019,"journal":{"name":"Chemical Engineering Research & Design","volume":"217 ","pages":"Pages 467-482"},"PeriodicalIF":3.7000,"publicationDate":"2025-04-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Novel flexible model predictive control strategy to improve the yield of light products in fluid catalytic cracking unit\",\"authors\":\"Bin Wei ,&nbsp;Zhuoxuan Wang ,&nbsp;Yihua Ye ,&nbsp;Liming Che ,&nbsp;Hua Zhou\",\"doi\":\"10.1016/j.cherd.2025.04.007\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Due to the dynamic characteristics of the fluid catalytic cracking (FCC) reactor-regenerator system, the yield of light products would decrease with the conventional reaction temperature control strategy when the regenerator temperature increases. To mitigate this issue, a novel flexible model predictive control (MPC) strategy is proposed. Precisely, this MPC strategy integrates innovative reaction heat control, reaction temperature control, and a decision-making switch to ensure safe operation. In addition, the Conv_Transformer algorithm is employed to capture the dynamic behavior of the reactor-regenerator system in a noisy environment, facilitating the construction of a predictive model for MPC. The effectiveness of proposed MPC strategy is validated through simulations based on a dynamic model of the FCC reactor-regenerator system. Simulation results indicate that this approach achieves a higher yield of light products compared to conventional temperature control strategy when perturbations occur, demonstrating its potential to enhance the unit’s profit.</div></div>\",\"PeriodicalId\":10019,\"journal\":{\"name\":\"Chemical Engineering Research & Design\",\"volume\":\"217 \",\"pages\":\"Pages 467-482\"},\"PeriodicalIF\":3.7000,\"publicationDate\":\"2025-04-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Chemical Engineering Research & Design\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0263876225001807\",\"RegionNum\":3,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"ENGINEERING, CHEMICAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Chemical Engineering Research & Design","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0263876225001807","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, CHEMICAL","Score":null,"Total":0}
引用次数: 0

摘要

由于催化裂化反应器-蓄热器系统的动态特性,当蓄热器温度升高时,采用常规的反应温度控制策略会降低轻产物的产率。为了解决这一问题,提出了一种新的柔性模型预测控制策略。准确地说,这种MPC策略集成了创新的反应热控制、反应温度控制和决策开关,以确保安全运行。此外,采用Conv_Transformer算法捕捉了电抗器-蓄热器系统在噪声环境下的动态行为,便于MPC预测模型的构建。基于催化裂化反应器-再生器系统动态模型的仿真验证了MPC策略的有效性。仿真结果表明,与传统的温度控制策略相比,该方法在发生扰动时实现了更高的轻产品收率,证明了其提高装置利润的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Novel flexible model predictive control strategy to improve the yield of light products in fluid catalytic cracking unit
Due to the dynamic characteristics of the fluid catalytic cracking (FCC) reactor-regenerator system, the yield of light products would decrease with the conventional reaction temperature control strategy when the regenerator temperature increases. To mitigate this issue, a novel flexible model predictive control (MPC) strategy is proposed. Precisely, this MPC strategy integrates innovative reaction heat control, reaction temperature control, and a decision-making switch to ensure safe operation. In addition, the Conv_Transformer algorithm is employed to capture the dynamic behavior of the reactor-regenerator system in a noisy environment, facilitating the construction of a predictive model for MPC. The effectiveness of proposed MPC strategy is validated through simulations based on a dynamic model of the FCC reactor-regenerator system. Simulation results indicate that this approach achieves a higher yield of light products compared to conventional temperature control strategy when perturbations occur, demonstrating its potential to enhance the unit’s profit.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Chemical Engineering Research & Design
Chemical Engineering Research & Design 工程技术-工程:化工
CiteScore
6.10
自引率
7.70%
发文量
623
审稿时长
42 days
期刊介绍: ChERD aims to be the principal international journal for publication of high quality, original papers in chemical engineering. Papers showing how research results can be used in chemical engineering design, and accounts of experimental or theoretical research work bringing new perspectives to established principles, highlighting unsolved problems or indicating directions for future research, are particularly welcome. Contributions that deal with new developments in plant or processes and that can be given quantitative expression are encouraged. The journal is especially interested in papers that extend the boundaries of traditional chemical engineering.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信