故障物理传感器更换中的虚拟传感器设计方法

A. N. Zhirabok, A. V. Zuev, E. Yu. Bobko
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引用次数: 0

摘要

本文研究了用连续时间模型描述非光滑非线性的非线性动态系统的虚拟传感器设计问题,用于故障物理传感器的更换。虚拟传感器的主要目的是产生被考虑系统的未测量组件的估计,为有效控制和故障诊断提供额外的信息。此外,虚拟传感器还可以用于故障物理传感器的更换。解决这一问题的虚拟传感器设计方法与标准程序不同,因为来自故障物理传感器的信息不用于设计取代该传感器的虚拟传感器。假设为了解决这一问题,系统配备了能够检测故障传感器的诊断系统。针对每一个传感器,设计了虚拟传感器生成估计来代替故障传感器。为了解决这一问题,使用了所谓的逻辑-动态方法,这种方法不保证最优解,而只使用线性代数方法来解决具有非光滑非线性的系统的问题。这种方法包含三个步骤。首先,从系统中去除非线性项,设计线性模型。然后,对故障传感器进行估计,并将变换后的非线性项插入到模型中进行检验。最后给出了传感器的稳定性。虚拟传感器可设计为识别规范型或约当规范型。第一种形式的优点是虚拟传感器设计的标准程序,而约旦形式允许获得更简单的解决方案。推导了虚拟传感器的识别规范与乔丹规范的关系。
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Method of Virtual Sensor Design for Faulty Physical Sensor Replacement
The paper considers the problem of virtual sensor design for nonlinear dynamic systems with non-smooth nonlinearities described by continuous-time models for faulty physical sensor replacement. The main purpose of virtual sensors is generating the estimates of the unmeasured components of the considered system to provide additional information for effective control and fault diagnosis. Besides, virtual sensors can be used for faulty physical sensor replacement. The methods of virtual sensor design for solving this problem differ from standard procedure since information from faulty physical sensor does not use to design the virtual sensor replacing this sensor. It is assumed that to solve the problem, the system is equipped by diagnostic system allowing detecting faulty sensor. For every such a sensor, the virtual sensor generating estimate replacing the faulty sensor is designed. To solve the problem, so-called logic-dynamic approach is used which does not guarantee optimal solution but uses only methods of linear algebra to solve the problem for systems with non-smooth nonlinearities. This approach contains three steps. Initially, the nonlinear term is removed from system and linear model is designed. Then, a possibility to estimate the faulty sensor and to insert in the model the transformed nonlinear term is checked. Finally, stability of sensor is provided. The virtual sensor can be designed in identification canonical form or Jordan canonical form. The advantage of the first form is a standard procedure of the virtual sensor design while Jordan form allows obtaining simpler solution. The relations allowing designing the virtual sensor as in identification canonical as Jordan canonical form are derived.
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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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