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基于模型的气力输送系统电容式流量计量分析:基于校准方法与层析成像方法的比较

A Model-Based Analysis of Capacitive Flow Metering for Pneumatic Conveying Systems: A Comparison between Calibration-Based and Tomographic Approaches.

作者信息

Suppan Thomas, Neumayer Markus, Bretterklieber Thomas, Puttinger Stefan, Wegleiter Hannes

机构信息

Christian Doppler Laboratory for Measurement Systems for Harsh Operating Conditions, Institute of Electrical Measurement and Sensor Systems, Graz University of Technology, 8010 Graz, Austria.

Department of Particulate Flow Modeling, Johannes Kepler University Linz, 4040 Linz, Austria.

出版信息

Sensors (Basel). 2022 Jan 23;22(3):856. doi: 10.3390/s22030856.

Abstract

Pneumatic conveying is a standard transportation technique for bulk materials in various industrial fields. Flow metering is crucial for the efficient and reliable operation of such systems and for process control. Capacitive measurement systems are often proposed for this application. In this method, electrodes are placed on the conveyor systems transport line and capacitive signals are sensed. The design of the sensor with regard to the arrangement and the number of electrodes as well as the evaluation of the capacitive sensor signals can be divided into two categories. Calibration-based flow meters use regression methods for signal processing, which are parametrized from calibration measurements on test rigs. Their performance is limited by the extend of the calibration measurements. Electrical capacitance tomography based flow meters use model-based signal processing techniques to obtain estimates about the spatial material distribution within the sensor. In contrast to their calibration-based counterparts, this approach requires more effort with respect to modeling and instrumentation, as typically a larger number of measurement signals has to be acquired. In this work we present a comparative analysis of the two approaches, which is based on measurement experiments and a holistic system model for flow metering. For the model-based analysis Monte Carlo simulations are conducted, where randomly generated pneumatic conveying flow patterns are simulated to analyze the sensor and algorithm behavior. The results demonstrate the potential benefit of electrical capacitance tomography based flow meters over a calibration-based instrument design.

摘要

气力输送是各工业领域中散装物料的一种标准输送技术。流量计量对于此类系统的高效可靠运行以及过程控制至关重要。电容式测量系统常被用于此应用。在这种方法中,电极放置在输送系统的输送线上,并感应电容信号。关于电极的布置和数量的传感器设计以及电容式传感器信号的评估可分为两类。基于校准的流量计使用回归方法进行信号处理,这些方法是根据试验台上的校准测量进行参数化的。它们的性能受到校准测量范围的限制。基于电容层析成像的流量计使用基于模型的信号处理技术来获取关于传感器内物料空间分布的估计值。与基于校准的同类产品相比,这种方法在建模和仪器仪表方面需要更多的努力,因为通常必须采集大量的测量信号。在这项工作中,我们基于测量实验和用于流量计量的整体系统模型,对这两种方法进行了比较分析。对于基于模型的分析,进行了蒙特卡罗模拟,其中模拟随机生成的气力输送流型以分析传感器和算法行为。结果表明,基于电容层析成像的流量计相对于基于校准的仪器设计具有潜在优势。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a6c9/8840157/be24a191c02c/sensors-22-00856-g0A1.jpg

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