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Multi loop robust H-infinity control design based on the dynamic PLS approach to chemical processes

机译:基于动态PLS方法的化学过程多回路鲁棒H无限控制设计

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In this paper, a multiloop robust control strategy is proposed based on H-infinity control and a partial least squares (PLS) model (H infinity-PLS) for multivariable chemical processes. It is developed especially for multivariable systems in ill-conditioned plants and non-square systems. The advantage of PLS is to extract the strongest relationship between the input and the output variables in the reduced space of the latent variable model rather than in the original space of the highly dimensional variables. Without conventional decouplers, the dynamic PLS framework automatically decomposes the MIMO process into multiple single-loop systems in the PLS subspace so that the controller design can be simplified. Since plant/model mismatch is almost inevitable in practical applications, to enhance the robustness Of this control system, the controllers based on the H-infinity mixed sensitivity problem are designed in the PLS latent subspace. The feasibility and the effectiveness of the proposed approach are illustrated by the simulation results of a distillation column and a mixing tank process. Comparisons between H infinity-PLS control and conventional individual control (either H-infinity control or PLS control only) are also made. (C) 2015 The Institution of Chemical Engineers. Published by Elsevier B.V. All rights reserved.
机译:本文提出了一种基于H-无穷大控制和多变量化学过程的偏最小二乘(PLS)模型(H infinity-PLS)的多环鲁棒控制策略。它是专门为病态植物和非方形系统中的多变量系统开发的。 PLS的优点是在潜变量模型的缩减空间中而不是在高维变量的原始空间中提取输入变量和输出变量之间最强的关系。如果没有传统的解耦器,动态PLS框架会自动将MIMO过程分解为PLS子空间中的多个单环系统,从而可以简化控制器设计。由于工厂/模型不匹配在实际应用中几乎是不可避免的,因此为了增强鲁棒性,在PLS潜在子空间中设计了基于H无限混合灵敏度问题的控制器。蒸馏塔和混合罐工艺的模拟结果说明了该方法的可行性和有效性。还进行了H infinity-PLS控制和常规单独控制(仅H-infinity控制或PLS控制)之间的比较。 (C)2015化学工程师学会。由Elsevier B.V.发布。保留所有权利。

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