极值求算法在连续搅拌釜式反应器PID整定中的应用

Q1 Mathematics
Taha Tahir, Shibly A. Al-Samarraie
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引用次数: 3

摘要

过程控制中最常见的控制算法之一是比例-积分-微分(PID)控制器,如果调整得当,它可能会非常有效。本文的目的是讨论使用极值搜索(ES)的PID控制器的最优整定。两种ES算法,基于扰动的极值搜索算法(PBES)和基于滑模的极值搜索(SMBES),将通过搜索使某一性能指标最小化的最优参数来调整PID参数。连续搅拌槽反应器(CSTR)具有不可逆的一级反应,已被视为一个案例研究。这两种算法分别采用了性能指标(PI)、积分绝对误差(IAE)准则和IAE与控制信号绝对值积分的组合两种选择。随着后来PI的选择,与内模控制(IMC)调谐方法相比,这两种算法的性能都有所提高,具有良好的控制性能。PBES调整算法中的成本在比SMBES调整算法更低的迭代次数内已经收敛到围绕最优值的极限。然而,SMBES算法的速度可以提高,但缺点是增加了PID参数中产生的抖振效应。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Application of Extremum Seeking Algorithms in PID Tuning for Continuous Stirred Tank Reactor
One of the most common control algorithms in process control is the Proportional-Integral-Derivative (PID) controller, which could be very efficient if well tuned. The aim of this paper is to discuss the optimal tuning of the PID controller using extremum seeking (ES). Two ES algorithms, Perturbation Based Extremum Seeking (PBES) and Sliding Mode Based Extremum Seeking (SMBES), will be used to tune the PID parameters by searching for the optimal parameters that minimize a certain performance index. The Continuous Stirred Tank Reactor (CSTR), with irreversible first-order reaction, has been considered as a case study. The two algorithms have been implemented with two choices of Performance-Index (PI), Integral Absolute Error (IAE) criteria, and a combination of IAE with the integral of absolute of control signal. With the later choice of PI, both the algorithms show an improvement in the performance over the Internal Mode Control (IMC) tuning method, with good control behavior. The cost in the PBES tuning algorithm has converged to an ultimate bound around the optimal value within a lower number of iteration than the SMBES tuning algorithm. However, the speed of the SMBES algorithm can be increased but with the drawback of increasing the chattering effect produced in the PID parameters.
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来源期刊
International Review of Automatic Control
International Review of Automatic Control Engineering-Control and Systems Engineering
CiteScore
2.70
自引率
0.00%
发文量
17
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