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Design and implementation of simple adaptive control schemes on simulated model of CSTR process

机译:基于CSTR过程仿真模型的简单自适应控制方案的设计与实现

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摘要

In this paper, the authors have designed three control schemes for non-linear process. In the first scheme, scheduling variable which causes major shift in the process dynamics has been identified and used to extract PID controller parameters based on artificial intelligence. In the second scheme, model predictive controllers have been designed on the basis of linear state space models and the weighted sum of the output from local MPC controllers has been used to control the non-linear process. In the third scheme, multiple models have been developed at suitable operating points and fused global controller designed from selected operating points control the non-linear process. The proposed control schemes are nothing but an extension of the conventional PID control scheme and model predictive control scheme. The effectiveness of the proposed control schemes has been demonstrated on a CSTR process which exhibits dynamic non-linearity.
机译:在本文中,作者设计了三种非线性过程控制方案。在第一种方案中,已识别出导致过程动态发生重大变化的调度变量,并将其用于基于人工智能的PID控制器参数提取。在第二种方案中,已经在线性状态空间模型的基础上设计了模型预测控制器,并且使用了本地MPC控制器输出的加权总和来控制非线性过程。在第三种方案中,已在合适的工作点开发了多个模型,并根据选定的工作点设计了融合的全局控制器来控制非线性过程。所提出的控制方案不过是对传统PID控制方案和模型预测控制方案的扩展。所提出的控制方案的有效性已在CSTR过程中得到证明,该过程表现出动态非线性。

著录项

  • 来源
    《Computerworld Canada》 |2011年第10期|p.159-169|共11页
  • 作者单位

    Department of Electronics and Instrumentation Engineering,Annamalai University,Annamalai Nagar - 608002, Tamil Nadu, India;

    Department of Electronics and Instrumentation Engineering,Annamalai University,Annamalai Nagar - 608002, Tamil Nadu, India;

    Department of Instrumentation Engineering,Madras Institute of Technology, Anna University,Chromepet, Chennai - 44, Tamil Nadu, India;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    adaptive control schemes; PID controllers; model predictive control; integral square error; ise;

    机译:自适应控制方案PID控制器模型预测控制;积分平方误差伊势;
  • 入库时间 2022-08-17 13:24:30

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