一种可靠的管道泄漏检测方法,使用带有到达时间差异的声学发射和科尔莫戈罗夫-斯米尔诺夫测试
Duc-Thuan Nguyen1, Tuan-Khai Nguyen1, Zahoor Ahmad1
1Department of Electrical, Electronic and Computer Engineering, University of Ulsan, Ulsan 44610, Republic of Korea.
Sensors (Basel, Switzerland)
|December 9, 2023
概括
本研究引入了一种使用声辐射 (AE) 信号的新管道泄漏检测方法. 它可靠地通过分析两个传感器之间的到达时间差 (TDOA) 来识别泄漏,优于传统方法.
科学领域:
- 工程 工程师 工程师 工程师
- 信号处理 信号处理
- 材料科学 材料科学 材料科学
背景情况:
- 管道系统是关键基础设施,需要强大的完整性监控.
- 传统的泄漏检测方法往往在灵敏度和可靠性方面面临限制.
- 声辐射 (AE) 信号为非破坏性管道监控提供了一个有希望的途径.
研究的目的:
- 为管道系统开发和验证一种新且可靠的泄漏检测方法.
- 为了利用声辐射 (AE) 信号来精确地定位传感器之间的泄漏.
- 为泄漏检测技术引入一个新的性能评估标准",泄漏灵敏度".
主要方法:
- 使用经验模式分解对原始AE信号进行预处理.
- 提取到达时差 (TDOA) 作为一个关键的统计特征.
- 应用两个样本的科尔莫戈罗夫-斯米尔诺夫 (K-S) 测试来比较泄漏和正常状态的TDOA分布.
主要成果:
- K-S测试统计有效地表明存在泄漏.
- 拟议的方法在工业管道上的广泛实验中表现出色.
- 基于TDOA的方法显著超过了基于特征的传统泄漏检测指标.
结论:
- 新的AE信号分析方法为管道泄漏检测提供了可靠和高性能解决方案.
- 与K-S测试相结合的TDOA功能提供了一个强大的机制,用于区分泄漏和正常管道条件.
- 引入的"泄漏灵敏度"指标有助于评估和推进泄漏检测技术.
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