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An Approach to Observability and Controllability Analysis of Nonlinear Plants on the Basis of TSK Models

机译:基于TSK模型的非线性植物的可观测性和可控性分析方法

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Most industrial plants are nonlinear, multivariable, inertial and with model uncertainty. They are difficult to model using classical approaches and thus their observability and controllability necessary for the design of the controller are hard to analyze. The aim of the present research is to derive conditions for the analysis of the observability and the controllability of nonlinear plants, represented by state space Takagi-Sugeno-Kang (TSK) models. The main results are a simple and general approach to observability and controllability study of nonlinear plants, which is based on equivalent linear systems and illustrated on a two-variable nonlinear plant - a laboratory two-tank system. The TSK plant model needed can be derived from an existing nonlinear plant model or applying a suggested procedure for development of modified transfer-functions-based TSK models from expert and experimentation data.
机译:大多数工业工厂都是非线性的,多变量的,惯性的并且具有模型不确定性。它们很难使用经典方法进行建模,因此难以分析控制器设计所需的可观察性和可控制性。本研究的目的是导出以状态空间Takagi-Sugeno-Kang(TSK)模型为代表的非线性植物的可观测性和可控性分析的条件。主要结果是对非线性植物的可观测性和可控性进行研究的简单通用方法,该方法基于等效线性系统并在两变量非线性植物(实验室两缸系统)上进行了说明。所需的TSK工厂模型可以从现有的非线性工厂模型中导出,也可以应用建议的过程从专家和实验数据中开发基于改进的基于传递函数的TSK模型。

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