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Empirical Model Estimation and Model Comparison on a Temperature Pilot Plant

机译:温度试验装置的经验模型估计和模型比较

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摘要

Model of a plant is used to get an insight of the physical system behavior and there always a scope exists to improve the model parameters by using proper estimation techniques. First principle model is more accurate if the physics of the plant is well known and less complex whereas empirical model estimation is used to estimate the model if the plant is complex and will give an accurate result over the operating region of estimation. In this work, first principle method is used to find the model of a temperature plant and a user interface is developed to provide flexibility to estimate the model for a range of physical parameter. The user interface provides an online view of the model and its response along with a future to simulate the model behavior. In the second half of the work, an empirical model is estimated using open loop experiment data. The models are compared and found to be closed matching. This work provides a simple user interface to estimate the model and to understand the model response with a wide variety of features like data storage, trend plot and with open loop and closed loop response analysis.
机译:使用工厂模型来了解物理系统的行为,并且始终存在通过使用适当的估算技术来改进模型参数的范围。如果工厂的物理学是众所周知的并且不太复杂,则第一原理模型会更准确;而如果工厂很复杂,则将使用经验模型估算来估算模型,并且在估算的操作范围内会给出准确的结果。在这项工作中,使用第一原理方法来查找温度设备的模型,并开发了用户界面以提供灵活性,以估计一系列物理参数的模型。用户界面提供了模型及其响应的在线视图,以及模拟模型行为的未来。在工作的后半部分,使用开环实验数据估算经验模型。对模型进行比较,发现它们是紧密匹配的。这项工作提供了一个简单的用户界面,用于估算模型并了解模型响应,并具有多种功能,例如数据存储,趋势图以及开环和闭环响应分析。

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