基于数据驱动模型的液位监测估计器设计

Vighnesh Shenoy, K. Santhosh
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引用次数: 1

摘要

状态观测器根据可观测系统在一段时间内输出的测量值来估计状态变量。当传感器产生最小噪声时,可以使用Luenberger观测器。而对于具有测量噪声和过程噪声的随机系统,卡尔曼滤波则更为适用。本文采用Luenberger和Kalman两种方法建立了一个液位监测系统的状态观测器模型。采用CFD模拟方法,研究了层流型水流在确定管径的孔板流量计中的流动情况,从而计算了压差,从而估算了液位。
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Design Of Estimator For Level Monitoring Using Data Driven Model
A state observer estimates the state variables depending on the measurements of the output over a period for an observable system. Luenberger observers can be used when the sensor produces minimal noise. Whereas, for stochastic systems having measurement and process noise Kalman filters are more suitable. This paper reports a state observer model for a liquid level monitoring system using both Luenberger and Kalman methods. A CFD simulation is carried out to investigate the laminar type of water flow through an orifice meter with a definite pipe diameter, which aids in the calculation of pressure difference resulting in liquid level estimation.
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