Structural Health Monitoring of Nuclear Site Facilities Using Optimal Sensor Placement for Damage Detection and Prediction of Failure

IF 2.6 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES
Asad Muhammad Butt
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Abstract

The structural components of nuclear power plants (NPPs) and their support systems are built to endure a variety of thermal, vibrational, and fatigue loads. These structures are vulnerable to damage from unanticipated events, even with rigorous design considerations. There is a real risk of nuclear radiation leaks, infrastructure destruction, and human casualties. Continuous structural health monitoring of such structures guarantees safety and effective maintenance procedures, preventing disastrous consequences. The use of finite element analysis (FEA) offers a useful perspective on the behavior of structures when they are in use. With fewer sensors, optimal sensor placement (OSP) offers crucial and economical structural insight. Using a reduced order FE model for complete field estimation of the structural behavior is possible when using the OSP approach via FEA. A System Equivalent Reduction Expansion Process (SEREP) and a D-Optimal approach have been employed in tandem for sensor placement and complete field estimation of the measured, respectively. Three test scenarios, where simple structural elements like plates and beams with different boundary conditions are subjected to impact and single point harmonic loads are employed. It has been demonstrated that when strain data is gathered at the optimal sensor locations, it can be used to recreate fairly accurately structural dynamic response when seen at various time instances. The complete field strain/displacement fields for the structures made it possible to pinpoint the location and magnitude of the load. Force prediction error was recorded as low as 11% for a cantilever beam and 13% in case of all sides clamped plate. The problem formulation through this work gives an advantage to utilize the FEA environment provided by COMSOL and using the solution file to extract data in the MATLAB LiveLink environment. Also, execution of D-Optimal function in MATLAB and custom sensor placement studies along with the detection of force through SEREP expansion was the ultimate goal. In order to provide a thorough and in-depth monitoring of NPP structures and to prevent damages and failures due to unidentified cause(s), it is suggested that the above technique be applied to structures like reactors, boilers, and pipes in nuclear facilities.

Abstract Image

核设施结构健康监测中最优传感器位置的损伤检测与失效预测
核电站的结构部件及其支撑系统能够承受各种热载荷、振动载荷和疲劳载荷。这些结构很容易受到意外事件的破坏,即使有严格的设计考虑。核辐射泄漏、基础设施破坏和人员伤亡的风险是真实存在的。对这类结构进行持续的结构健康监测,保证了安全和有效的维护程序,防止了灾难性的后果。有限元分析(FEA)的使用为结构在使用时的行为提供了一个有用的视角。通过更少的传感器,最优传感器放置(OSP)提供了关键和经济的结构洞察力。当通过有限元分析使用OSP方法时,使用降阶有限元模型来完成结构行为的现场估计是可能的。系统等效缩减扩展过程(SEREP)和d -最优方法分别用于传感器放置和被测物的完整现场估计。采用板、梁等简单结构构件在不同边界条件下受冲击和单点谐波荷载的三种试验场景。已经证明,当应变数据收集在最佳的传感器位置,它可以用来重建相当准确的结构动态响应,当看到在不同的时间实例。结构的完整场应变/位移场使得精确定位载荷的位置和大小成为可能。对于悬臂梁,力预测误差低至11%,对于四面夹持板,力预测误差低至13%。通过本工作提出的问题有利于利用COMSOL提供的有限元分析环境,并在MATLAB LiveLink环境中使用解决方案文件进行数据提取。此外,在MATLAB中执行D-Optimal函数和定制传感器放置研究以及通过SEREP扩展检测力是最终目标。为了对核电站结构进行彻底和深入的监测,并防止由于不明原因造成的损坏和故障,建议将上述技术应用于核设施中的反应堆、锅炉和管道等结构。
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来源期刊
Arabian Journal for Science and Engineering
Arabian Journal for Science and Engineering MULTIDISCIPLINARY SCIENCES-
CiteScore
5.70
自引率
3.40%
发文量
993
期刊介绍: King Fahd University of Petroleum & Minerals (KFUPM) partnered with Springer to publish the Arabian Journal for Science and Engineering (AJSE). AJSE, which has been published by KFUPM since 1975, is a recognized national, regional and international journal that provides a great opportunity for the dissemination of research advances from the Kingdom of Saudi Arabia, MENA and the world.
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