论文标题

数据集:塑料薄板的结构健康监测的影响事件

Dataset: Impact Events for Structural Health Monitoring of a Plastic Thin Plate

论文作者

Katsidimas, Ioannis, Kotzakolios, Thanasis, Nikoletseas, Sotiris, Panagiotou, Stefanos H., Timpilis, Konstantinos, Tsakonas, Constantinos

论文摘要

如今,越来越多的数据集发表了针对系统和模型的研究和开发,可以直接比较,解决方案的持续改进以及研究人员参与实验,现实生活数据。但是,尤其是在结构健康监测(SHM)域中,在许多情况下,新的研究项目具有结构设计和实施,传感器选择和技术推动因素的独特组合,这些组合与文献中相关个人研究的配置不符。因此,我们将来自案例研究的数据与研究界共享,因为我们没有找到任何相关存储库。更具体地说,在本文中,我们提出了一个新颖的时间序列数据集,以使用连接到物联网(IoT)设备的陶瓷压电传感器(PZTS),用于塑料薄板上的塑料薄板,朝向结构健康监测应用。数据集是从低速,低能冲击事件的实验过程中收集的,该过程包括每个独特的实验至少3个重复,而输入测量值来自位于板的角落的4个PZT传感器。对于每个重复和传感器,以100 kHz的采样率存储5000个值。该系统用钢球激动,释放的高度从10厘米到20厘米不等。该数据集可在GitHub(https://github.com/smart-objects/impact-events-dataset)中获得。

Nowadays, more and more datasets are published towards research and development of systems and models, enabling direct comparisons, continuous improvement of solutions, and researchers engagement with experimental, real life data. However, especially in the Structural Health Monitoring (SHM) domain, there are plenty of cases where new research projects have a unique combination of structure design and implementation, sensor selection and technological enablers that does not fit with the configuration of relevant individual studies in the literature. Thus, we share the data from our case study to the research community as we did not find any relevant repository available. More specifically, in this paper, we present a novel time-series dataset for impact detection and localization on a plastic thin-plate, towards Structural Health Monitoring applications, using ceramic piezoelectric transducers (PZTs) connected to an Internet of Things (IoT) device. The dataset was collected from an experimental procedure of low-velocity, low-energy impact events that includes at least 3 repetitions for each unique experiment, while the input measurements come from 4 PZT sensors placed at the corners of the plate. For each repetition and sensor, 5000 values are stored with 100 KHz sampling rate. The system is excited with a steel ball, and the height from which it is released varies from 10 cm to 20 cm. The dataset is available in GitHub (https://github.com/Smart-Objects/Impact-Events-Dataset).

扫码加入交流群

加入微信交流群

微信交流群二维码

扫码加入学术交流群,获取更多资源