用最小二乘法基于珀尔帖元素的器件识别

V. Grinkevich
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引用次数: 1

摘要

研究了一类具有传输延迟的非线性目标的数学模型参数的估计问题。本文将基于珀尔帖元件的温控阶段作为识别对象。几个输入信号实现应用于识别对象的输入。采用最小二乘法计算描述识别目标的非线性微分方程参数。由于最小二乘法的简单性和识别非线性目标的可能性,本文采用了最小二乘法。给出了辨识过程中得到的参数值。根据辨识得到的控制对象的数学模型,设计了控制器,给出了温度控制系统的温度变化图。结果表明,在辨识过程中得到的数学模型可以应用于非线性系统的控制器设计,特别是基于Peltier元素的温度阶段和自整定控制器的设计。然而,本文提出的最小二乘法无法估计传输延迟时间。因此,需要用温度瞬态过程来评估时间延迟。当需要通过输入输出控制对象信号获得数学模型结构并对参数求值时,应用动态对象识别。并将辨识应用于控制器的自整定。为了保证控制系统的精度和稳定性,需要建立控制对象的数学模型来设计控制器。采用珀耳帖元件设计低功耗、小尺寸的温度台。基于珀尔帖元件的热工作台可以提供高于或低于环境温度的所需温度。
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The identification of a device based on a Peltier element by the least squares method
The evaluation of the mathematical model parameters of a non-linear object with a transport delay is considered in this paper. A temperature controlled stage based on a Peltier element is an identification object in the paper. Several input signal implementations are applied to the input of the identification object. The least squares method is applied for the calculation of the non-linear differential equitation parameters which describe the identification object. The least squares method is used due to its simplicity and the possibility of identification non-linear objects. The parameters values obtained in the process of identification are provided. The plots of temperature changes in the temperature control system with a controller designed based on the mathematical model of the control object obtained as a result of identification are shown. It is found that the mathematical model obtained in the process of identification may be applied to design controllers for non-linear systems, in particular for a temperature stage based on a Peltier element, and for self-tuning controllers. However, the least square method proposed in the paper cannot estimate the transport delay time. Therefore it is required to evaluate the time delay by temperature transient processes. Dynamic object identification is applied when it is required to obtain a mathematical model structure and evaluate the parameters by an input and output control object signal. Also, identification is applied for auto tuning of controllers. A mathematical model of a control object is required to design the controller which is used to provide the required accuracy and stability of control systems. Peltier elements are applied to design low-power and small- size temperature stage . Hot benches based on a Peltier element can provide the desired temperature above and below ambient temperature.
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