Jiang Ke, Liang Lei, Hu Chenghui, Liu Xiaobin
Appl Opt. 2020 Dec 1;59(34):10680-10687. doi: 10.1364/AO.408548.
We aim to develop a nonintrusive, reliable, convenient flow rate measurement and leak detection method. The flow rate is known to be related to the vibration excited by the turbulent internal flow, but there exists some scatter in the vibration data at low flow speeds (<2/) due to the resolution limits of the sensor. A customized fiber Bragg grating acceleration sensor is designed and applied to measure the low flow rate and detect leakage in the pipeline. Experimental tests show the relationship between the standard deviation of vibration data and flow rate at low velocity is quadratic; the of quadratic curve fitting is 0.990. Moreover, for leak detection, selected features are used as the input of support vector machine classifiers to identify the leak in the pipeline. The results demonstrate that the proposed method achieves a high accuracy of 99.00% to determine the leak state and nonleak state.
我们旨在开发一种非侵入式、可靠且便捷的流量测量和泄漏检测方法。已知流速与内部紊流激发的振动相关,但由于传感器分辨率限制,在低流速(<2/)时振动数据存在一些离散性。设计并应用了一种定制的光纤布拉格光栅加速度传感器来测量低流速并检测管道泄漏。实验测试表明,低速下振动数据的标准差与流速之间的关系是二次的;二次曲线拟合度为0.990。此外,对于泄漏检测,所选特征被用作支持向量机分类器的输入,以识别管道中的泄漏。结果表明,所提出的方法在确定泄漏状态和非泄漏状态方面达到了99.00%的高精度。