Development a Mathematical Model of Acoustic Signals for the Implementation of a Universal Leak Detection Method

O. Monchenko, Yelyzaveta Kutniak, Hanna Martyniuk, Nadiia Marchenko
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Abstract

A universal mathematical model of a noise signal in pipeline systems from the point of its origin to the observation point was presented. Due to the indicator function introduced into it, the model makes it possible to use different types of components and perform appropriate actions depending on the task, and the indicator function in some cases will be zero. The developed model advantage consists in that it is universal for the leak detection methods which use two signal receivers regardless of their physical nature. This model was implemented in the study on an example of a method of acoustic leakage detection, which uses the inter-correlation function. A block diagram of an acoustic system for detecting leakage location, its main blocks, and their parameters were presented. To test the working capacity of the mathematical model, a computer measuring experiment was conducted in the MATLAB software system. The algorithm of the computer experiment with indicator function was presented and the results of detecting leakage location according to the corresponding sample were given. A universal formula for calculating coordinates of the fluid leakage location both along the axis of the pipeline and the pipeline circumference was presented. This formula features accounting of the distance from the transducer to the possible leakage location and the sample number. This formula serves a universal model of the noise signal and confirms the results of the computer experiment. As a result of the experiment, dependences of the values of the fluid leakage location on the sample number and the distance to the receiver of the acoustic noise signal were obtained. To test the model adequacy, a diagram of influential factors was constructed in a form of Ishikawa diagram. The diagram shows the cause-and-effect relationships that affect the computer experiment built on the proposed mathematical model of acoustic signals to implement the universal method of leak detection. Adequacy of the proposed universal model was verified and confirmed by statistical methods. The results obtained can be used in technical diagnostics of pipelines and for reducing costs of repair and restoration of technological systems by identifying breakdown sites.
为实现通用泄漏检测方法,建立声学信号的数学模型
提出了管道系统中噪声信号从源点到观测点的通用数学模型。由于在模型中引入了指示函数,因此可以根据任务使用不同类型的组件并执行相应的操作,并且在某些情况下指示函数将为零。所开发的模型的优点在于,它是通用的泄漏检测方法,使用两个信号接收器,而不管其物理性质。该模型以一种利用相关函数的声泄漏检测方法为例进行了研究。给出了泄漏位置声学检测系统的框图、主要模块及其参数。为了检验该数学模型的工作能力,在MATLAB软件系统中进行了计算机测量实验。提出了带指示函数的计算机实验算法,并给出了根据相应样品检测泄漏位置的结果。提出了沿管道轴线和管道周长计算流体泄漏位置坐标的通用公式。该公式的特点是计算了从传感器到可能泄漏位置的距离和样品数量。该公式可作为噪声信号的通用模型,并证实了计算机实验的结果。实验结果表明,流体泄漏位置值与采样数和到噪声信号接收端距离的关系。为了检验模型的充分性,我们以石川图的形式构建了影响因素图。该图显示了影响计算机实验的因果关系,该实验建立在声学信号数学模型上,以实现通用的泄漏检测方法。用统计方法验证了通用模型的充分性。所得结果可用于管道的技术诊断,并通过确定故障点来降低技术系统的维修和恢复成本。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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