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Grey box fault detection of heat exchangers

机译:换热器灰箱故障检测

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A grey-box model-based method for fault diagnosis is proposed in this paper. The method is based on a first principle model of the process unit, i.e. a heat exchanger, and on a Grey-box model of the fault, i.. the deterioration of the heat transfer surface by aging. During normal operating conditions the heat transfer coefficient is constant or slowly decreasing due to material settling on the heat transfer surface. In old heat exchangers big pieces of settled material can break off causing damage. When this happens, the heat transfer coefficients will rise sharply. In the proposed method a recursive least-squares estimator with forgetting factor is used to track the heat transfer coefficients. The settled material breakage fault is detected via detection of abrupt positive jump in the estimated heat transfer coefficients sung a cumulative sum (CUSUM) test. The capability to detect faults in any industrial equipment is heavily dependent on the availability of suitable measurements. For heat exchangers the variables related to the in- and outflows of the equipment (flowerets and temperatures) are usually measured, but measurements along the equipment length are rarely available. Therefore, the possibilities of fault location in space are rather limited. However, simplified models can be used for fault detection in this case. Moreover, a fault detection method is processed with the possibility of spatial fault location when measurements along the cold side are available. The proposed method is illustrated on simulated examples with different measurement situations.
机译:提出了一种基于灰箱模型的故障诊断方法。该方法基于处理单元的第一原理模型即热交换器,并且基于故障的灰箱模型,即老化导致的传热表面的劣化。在正常工作条件下,由于材料沉积在传热表面上,传热系数恒定或缓慢降低。在旧式换热器中,大块的沉淀物可能会破裂而造成损坏。发生这种情况时,传热系数将急剧上升。在提出的方法中,使用具有遗忘因子的递归最小二乘估计器来跟踪传热系数。通过检测累积传热(CUSUM)测试中估计的传热系数中的突然正跳变,可以检测到已解决的材料破裂故障。检测任何工业设备中的故障的能力在很大程度上取决于适当测量的可用性。对于换热器,通常会测量与设备流入和流出有关的变量(花朵和温度),但沿设备长度的测量很少。因此,在空间中定位故障的可能性相当有限。但是,在这种情况下,可以将简化模型用于故障检测。此外,当沿冷侧的测量可用时,将处理故障检测方法,并可能进行空间故障定位。在具有不同测量情况的仿真示例上说明了该方法。

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