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PCA-DRBFN模型在精馏塔精苯干点估计中的应用 被引量:6
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作者 常玉清 王小刚 王福利 《东北大学学报(自然科学版)》 EI CAS CSCD 北大核心 2004年第2期103-105,共3页
针对PCA(PrincipalComponentsAnalysis)技术中,由于重叠信息会严重影响主成分的正确提取这一问题,提出了一种改进的数据降维处理方法·首先,利用标准化变量间的相关系数大小找到重叠信息·然后,将重叠信息进行加权综合·最... 针对PCA(PrincipalComponentsAnalysis)技术中,由于重叠信息会严重影响主成分的正确提取这一问题,提出了一种改进的数据降维处理方法·首先,利用标准化变量间的相关系数大小找到重叠信息·然后,将重叠信息进行加权综合·最后,利用改进的数据降维处理方法以及分布式网络技术,建立了基于PCA DRBFN(PrincipalComponentsAnalysis DistributedRadialBasisFunctionNetwork)的软测量模型,并将其应用到某钢厂的精苯精馏过程,对精苯干点进行估计·通过仿真证明,所建立的模型具有较好的泛化效果· 展开更多
关键词 软测量 主成分分析(PCA) 数据降维 重叠信息 精苯精馏 径向基网络
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Comparison of Two Types of Control Structures for Benzene Chlorine Reactive Distillation Systems 被引量:2
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作者 薄翠梅 张日东 +3 位作者 张程浩 汤吉海 乔旭 高福荣 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2014年第7期837-841,共5页
The "neat" operation of the two-reactant reactive distillation column has Oetter steady-state economics, while It presents a challenge for design, optimization, and control of the process. Based on the optimal econo... The "neat" operation of the two-reactant reactive distillation column has Oetter steady-state economics, while It presents a challenge for design, optimization, and control of the process. Based on the optimal economic design, the dual-composition control structure and dual-temperature control structure are designed respectively for the benzene chlorine consecutive reactive distillation process. The effectiveness and robustness are analyzed comparably for the disturbance resistance in terms of changes of production rate and feed composition. Results show that dual-temperature control with propose selection of tray temperatures and the optimal profile of the set point can provide better transient process performance than the composition control structure. 展开更多
关键词 Reactive distillation Decentralized control structures Optimal set point Benzene chloride production
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Optimization and Control of Extractive Distillation with Heat Integration for Separating Benzene/Cyclohexane Mixtures 被引量:3
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作者 Li Lumin Tu Yangqin +2 位作者 Guo Lianjie Sun Lanyi Tian Yuanyu 《China Petroleum Processing & Petrochemical Technology》 SCIE CAS 2016年第4期117-127,共11页
In this work, the extractive distillation with heat integration process is extended to separate the pressure-insensitive benzene-cyclohexane azeotrope by using furfural as the entrainer. The optimal design of extracti... In this work, the extractive distillation with heat integration process is extended to separate the pressure-insensitive benzene-cyclohexane azeotrope by using furfural as the entrainer. The optimal design of extractive distillation process is established to achieve minimum energy requirement using the multi-objective genetic algorithm, and the results show that energy saving for this heat integration process is 15.7%. Finally, the control design is performed to investigate the system's dynamic performance, and three control structures are studied. The pressure-compensated temperature control scheme is proposed based on the first two control structures, and the dynamic responses reveal that the feed disturbances in both flow rate and benzene composition can be mitigated well. 展开更多
关键词 extractive distillation heat integration optimization genetic algorithm dynamic simulation
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