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首页> 外文期刊>The Canadian Journal of Chemical Engineering >An improved economic-based nonlinear model predictive control strategy for the crude oil distillation process
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An improved economic-based nonlinear model predictive control strategy for the crude oil distillation process

机译:原油蒸馏工艺的一种改进的经济基础非线性模型预测控制策略

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摘要

Improving performance and increasing process profitability represent a priority for the long-term operation of the crude oil distillation process. To increase process profitability and maintain control performance, in this paper, an improved economic-based nonlinear model predictive control (NMPC) strategy is used to optimize the crude oil distillation (CDU) process. Considering the strong coupling and nonlinear dynamics of the CDU process, we make some modifications for the existing NMPC strategy. To reduce the complexity of the nonlinear prediction model, a support vector regression (SVR) based model is employed to describe the dynamical behaviour of the CDU process. Considering the coupling of the CDU process, we propose the concept of the coupling weighting factor to modify the objective function of the NMPC optimization problem. The simulation results demonstrate the effectiveness of the proposed improved NMPC algorithm for the CDU process.
机译:提高性能和增加的过程盈利能力代表了原油蒸馏过程的长期运行的优先事项。 为了提高工艺盈利能力和维持控制性能,本文采用了改进的经济基础非线性模型预测控制(NMPC)策略来优化原油蒸馏(CDU)工艺。 考虑到CDU流程的强耦合和非线性动态,我们对现有的NMPC策略进行了一些修改。 为了降低非线性预测模型的复杂性,采用基于支持向量的模型(SVR)模型来描述CDU过程的动态行为。 考虑到CDU过程的耦合,我们提出了耦合加权因子的概念来修改NMPC优化问题的目标函数。 仿真结果证明了提出改进的CDU过程的提高NMPC算法的有效性。

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  • 作者单位

    Beijing Univ Chem Technol Inst Automat Beisanhuan East Rd 15 Beijing 100029 Peoples R China;

    Beijing Univ Chem Technol Inst Automat Beisanhuan East Rd 15 Beijing 100029 Peoples R China;

    Beijing Univ Chem Technol Inst Automat Beisanhuan East Rd 15 Beijing 100029 Peoples R China;

    Beijing Univ Chem Technol Inst Automat Beisanhuan East Rd 15 Beijing 100029 Peoples R China;

    Beijing Univ Chem Technol Inst Automat Beisanhuan East Rd 15 Beijing 100029 Peoples R China;

    Beijing Univ Chem Technol Inst Automat Beisanhuan East Rd 15 Beijing 100029 Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 化学工业 ;
  • 关键词

    CDU process; economic NMPC; coupling weighting factor; SVR model;

    机译:CDU过程;经济NMPC;耦合加权因子;SVR模型;

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