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首页> 外文期刊>IETE Journal of Research >Alternative Approach to Use RLS Algorithm in Multivariable Online Adaptive PID Controllers for MlMO Systems
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Alternative Approach to Use RLS Algorithm in Multivariable Online Adaptive PID Controllers for MlMO Systems

机译:MlMO系统的多变量在线自适应PID控制器中使用RLS算法的替代方法

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The proportional-integral-derivative (PID) is widely used in industrial control systems due to its simplicity. For multi-input multi-output (MIMO) systems, choosing the PID gain values is a difficult task especially that in most applications system parameter variations and changes in operating conditions occur. Thus, there is necessity to find parameters adjustment method in which PID gains should be adapted to handle such changes. This paper is concerned with the design of a multivariable adaptive PID (APID) controller in which recursive least square (RLS) algorithm is used as an adaptation mechanism. The RLS algorithm, on the contrary of its usual application as an identification method, is used in the proposed controller to update the PID gains online forcing the system to behave like a desired reference model. Unlike other techniques, the proposed multivariable APID controller has the advantage that it does not impose restrictions on the system structure such as being stable, square, minimum phase, nor almost restrict positive real. Since stability is a vital issue in the evaluation of control systems, therefore stability analysis of the proposed approach is developed using Lyapunov stability theory. Comparative simulation results demonstrate the superiority of the proposed multivariable APID controller over another two different controllers when applied to MIMO systems especially for unstable systems when the controlled systems suffer from parameter variations or uncertainties.
机译:比例积分微分(PID)由于其简单性而广泛用于工业控制系统。对于多输入多输出(MIMO)系统,选择PID增益值是一项艰巨的任务,尤其是在大多数应用中,系统参数会发生变化,运行条件​​也会发生变化。因此,有必要找到一种参数调整方法,在该方法中,应使PID增益适应于这种变化。本文涉及一种多变量自适应PID(APID)控制器的设计,其中采用递归最小二乘(RLS)算法作为自适应机制。与RLS算法通常用作识别方法相反,该算法在建议的控制器中用于在线更新PID增益,从而迫使系统表现为所需的参考模型。与其他技术不同,所提出的多变量APID控制器的优点是它不会对系统结构施加诸如稳定,方形,最小相位之类的限制,也不会几乎限制正实数。由于稳定性是控制系统评估中的关键问题,因此,使用Lyapunov稳定性理论对所提出的方法进行了稳定性分析。对比仿真结果表明,当应用于MIMO系统时,尤其是当受控系统遭受参数变化或不确定性影响的不稳定系统时,所提出的多变量APID控制器优于另两个不同的控制器。

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