在线检测的未来:自由浮动的智能传感器

A. V. Pol, J. V. Pol, Richard Mcnealy, C. Goudy
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引用次数: 1

摘要

微电子技术和机器学习的进步为在线管道检测的新方法打开了大门:在流动中移动的小型自由浮动智能传感器,捕获关键数据,使操作人员能够优化管道性能,检测异常,并标记管道状态的变化。这些智能传感器的自由浮动特性允许在不中断操作的情况下检查全长管道。这使得频繁检查成为可能,并将其转变为具有成本效益的数据驱动解决方案。替代方案需要大量资金来修改管道系统以适应传统的ILI。此外,传统的ILI方法是一次性的、昂贵的、耗费大量劳动力的测量,每5到10年执行一次,而这些自由浮动的传感器可以实现高频、低成本的测量。频繁的检查可以早期发现管道状况的变化,如沉积物形成和金属损失,以及及时发现和定位泄漏或类似的危险情况。自由浮动的特性,结合检测管道元件(如法兰和焊缝)的能力,无需外部标记即可实现准确定位。作为自由浮动部署的替代方案,该传感器设备还可以连接到现成的清洁清管器上。该解决方案特别适用于天然气管道,在清洁管道的同时,允许对管道状况进行筛选,而操作人员的额外工作量有限。该论文将展示在2017年期间进行的十多个验证项目的结果,这些项目使用该技术在高尔夫球大小(直径1.5英寸),坚固且化学惰性的集成传感器系统Piper™中实施。Piper™配备了一套全面的传感器,包括一个3轴加速度计、陀螺仪和磁力计、一个压力和温度组合传感器,以及一个先进的声泄漏检测系统。将讨论的主题包括使用自由浮动集成设备的优势,重建定位的能力,定位和量化泄漏的能力,以及定位焊接和法兰等管道元件的能力,以及壁厚的变化。在Piper™清管器组合中,还将展示弯曲的可探测性,包括曲率的角度和半径。
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The Future of In-Line Inspection: Free-Floating Smart Sensors
Advances in micro-electronics and machine learning open the door to a new method of in-line pipe inspection: small free-floating smart sensors moving in the flow, capturing critical data and enabling operators to optimize pipeline performance, detect anomalies, and flag changes in pipeline condition. The free-floating nature of these smart sensors allows for full length pipeline inspection without interrupting the operation. This makes frequent inspection possible turning it into a cost-efficient data driven solution. The alternative requires significant capital to modify the pipeline system to accommodate traditional ILI. Furthermore, traditional ILI methods are a one off costly and labor extensive measurement executed once every 5 to 10 years, where these free-floating sensors allow for high frequency, low cost measurements. Frequent inspection allows for early detection of changes in the pipeline condition such as deposit formation and metal loss as well as timely detection and localization of leaks or similar hazardous conditions. The free-floating nature, combined with the capability to detect pipeline elements such as flanges and welds, permits accurate localization without the need for external markers. An alternative to the free-floating deployment, the sensor device can also be attached to an off-the-shelf cleaning pig. This solution is especially suited for gas lines and allows for screening of the pipeline condition while cleaning the pipeline with limited extra effort from the operator. The paper will demonstrate the outcome of over ten validation projects that have been conducted during the course of 2017 using an implementation of this technology in a golf ball-sized (1.5 inch diameter), robust and chemically inert integrated sensor system called Piper™. The Piper™ is equipped with a comprehensive set of sensors, consisting of a 3-axial accelerometer, gyroscope and magnetometer, a combined pressure and temperature sensor, and an advanced system for acoustic leak detection. Topics that will be addressed include the advantage of using a free-floating integrated device, the capability of reconstructing positioning, the ability to locate and quantify leaks, and the ability to locate pipeline elements such as welds and flanges, and changes in wall thickness. In the Piper™ pig combination, the detectability of bends including the angle and radius of curvature will also be demonstrated.
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