首页> 外文期刊>International Journal of Multiphase Flow >Robust algorithms for quantifying noisy signals of optical fiber probes employed in industrial-scale practical bubbly flows
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Robust algorithms for quantifying noisy signals of optical fiber probes employed in industrial-scale practical bubbly flows

机译:用于工业规模实际气泡流中的光纤探头噪声信号量化的鲁棒算法

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Optical fiber probing is widely employed in bubble/droplet measurements of gas-liquid two-phase flows. We have developed several types of optical fiber probes with very high S/N ratios and high detection performances for the gas and liquid phases in order to measure the bubble/droplet properties. Recently, demand for more accurate and reliable measurement for the practical purposes of probing is growing in industry. Many previous researches on the optical fiber probes resulted in effectively processing raw signals obtained under a laboratory condition. However in industrial settings of the optical fiber probing, the raw signals include a lot of inevitable noise that is very difficult to be eliminated and depresses the measurement accuracy to applying the conventional signal processing algorithms. To eliminate the noise, either the probe hardware or software or both must be improved. We have endeavored to solve this challenge by new software algorithms. The main purpose of the present study was to develop robust algorithms to analyze the noisy signals even containing strong pre-signals and overshoots. We developed two new types of algorithms, based on a histogram analysis and a median-filtering analysis, respectively, which exhibited their best performance in combination with each other. First, the improved performance of the algorithms was verified in comparison with that of a conventional algorithm of the min-max method. The basic thresholds for determination of gas and liquid phases in noisy signals could not be derived using the min-max method but were consistently obtained using the two new algorithms. Second, they were used to analyze the signals of a four-tip optical-fiber probe employed in bubble measurements in a large-diameter, high-concentration and multi-dispersed bubbly column. The new algorithms demonstrated robustness, and the results of the processing showed satisfactory agreement with the results obtained from high-speed visualizations.
机译:光纤探测广泛用于气-液两相流的气泡/液滴测量中。我们已经开发了几种类型的光纤探头,它们具有很高的信噪比和对气相和液相的高检测性能,以便测量气泡/液滴特性。近来,在工业中对用于探测的实际目的的更准确和可靠的测量的需求在增长。先前对光纤探针的许多研究导致有效地处理在实验室条件下获得的原始信号。然而,在光纤探测的工业设置中,原始信号包含许多不可避免的噪声,这些噪声很难消除,并且降低了应用常规信号处理算法的测量精度。为了消除噪声,必须改进探针的硬件或软件,或同时改进两者。我们努力通过新的软件算法来解决这一挑战。本研究的主要目的是开发鲁棒的算法来分析甚至包含强预信号和过冲的噪声信号。我们分别基于直方图分析和中值滤波分析开发了两种新类型的算法,它们结合在一起表现出最佳性能。首先,与最小-最大方法的常规算法相比,验证了算法的改进性能。确定噪声信号中气相和液相的基本阈值无法使用最小-最大方法得出,但可以使用两种新算法一致地获得。其次,它们被用于分析大直径,高浓度和多分散气泡状气泡中用于气泡测量的四尖光纤探针的信号。新算法显示出鲁棒性,并且处理结果与从高速可视化获得的结果显示出令人满意的一致性。

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