基于共轭Polak-Polyak-Ribier梯度法的带约束PID控制器参数优化

Q4 Engineering
V. Kulikov, N. Kutsyi, E. A. Osipova
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引用次数: 0

摘要

在自动控制系统(ASR)中,对各种类型的具有过调量限制的延迟的工业过程,广泛采用具有实微分环节的PID控制器(以下简称PID控制器)。众所周知,调节对象存在较大延迟的标志是比值τob/Tob≥1,其中τob为延迟时间的值,Tob为控制对象的最大时间常数。由于ASR存在较大的延迟和局限性,使用已知的频率方法进行PID控制器的参数综合变得困难,这导致人们对基于使用灵敏度函数确定最优准则梯度的数值无搜索算法的发展感兴趣。本文形成了一种基于积分二次准则的最小值计算PID控制器在指定ASR内可调参数值的APO算法。为了确保不会对由此产生的暂态过程进行再调节,本文作者建议在优化阶段对自动系统的调节效果引入限制,进而通过在积分准则中添加惩罚函数来考虑这一点。该算法基于共轭Polak-Polyak-Ribier梯度法,具有其已知的优点。使用这样的灵敏度函数计算优化准则的梯度向量的分量,使您无需尝试搜索可配置参数的变化即可获得该向量的所有分量。为了计算优化步长值,作者利用ASR输出坐标对步长值的灵敏度函数实现了一种基于梯度过程的合适算法。基于优化准则记录值吸引区域的数值计算验证了生成的APO算法的收敛性,该区域由积分二次准则的正定Hesse矩阵根据平均瞬态与测试瞬态的差值确定。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Parametric Optimization of the PID Controller with Restriction Based on the Method of Conjugate Polak—Polyak—Ribier Gradients
In automatic control systems (ASR), industrial processes of various types with a delay with a limit on the amount of overregulation, a PID controller with a real differentiating link (hereinafter referred to as the PID controller) is widely used. As is known, a sign of the presence of a large delay in the object of regulation is the ratio τob/Tob ≥ 1, where τob is the value of the delay time and Tob is maximum time constant of the object of control. In the presence of a large delay and limitation in the ASR, the parametric synthesis of the PID controller by well-known frequency methods becomes difficult, which leads to interest in the development of numerical searchless algorithms for parametric optimization based on the use of sensitivity functions to determine the gradient of the optimality criterion. In this paper, an APO algorithm is formed that calculates, based on the minimum of the integral quadratic criterion, the values of the adjustable parameters of the PID controller in the specified ASR. In order to ensure that there is no re-regulation of the resulting transient process, the authors of this article propose to introduce a restriction on the regulatory effect into the automatic system at the optimization stage, which, in turn, is taken into account by adding a penalty function to the integral criterion. The proposed algorithm is based on the method of conjugate Polak—Polyak-Ribier gradients with its known advantages. The components of the gradient vector of the optimization criterion are calculated using such sensitivity functions that allow you to obtain all the components of this vector without trial search variations of the configurable parameters. To calculate the value of the optimization step, the authors implemented an appropriate algorithm based on a gradient procedure using the sensitivity function of the output coordinate of the ASR to the step value. The convergence of the generated APO algorithm was verified using a numerical procedure based on the zone of attraction of record values of the optimization criterion, which is determined by a positive-definite Hesse matrix of the integral quadratic criterion based on the difference between the averaged and the tested transients.
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来源期刊
Mekhatronika, Avtomatizatsiya, Upravlenie
Mekhatronika, Avtomatizatsiya, Upravlenie Engineering-Electrical and Electronic Engineering
CiteScore
0.90
自引率
0.00%
发文量
68
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