scholarly journals Cognitive Sensor Technology for Structural Health Monitoring

2017 ◽  
Vol 5 ◽  
pp. 1160-1167 ◽  
Author(s):  
Alexander Serov
Author(s):  
Guowei Cai ◽  
Sankaran Mahadevan

This manuscript explores the application of big data analytics in online structural health monitoring. As smart sensor technology is making progress and low cost online monitoring is increasingly possible, large quantities of highly heterogeneous data can be acquired during the monitoring, thus exceeding the capacity of traditional data analytics techniques. This paper investigates big data techniques to handle the highvolume data obtained in structural health monitoring. In particular, we investigate the analysis of infrared thermal images for structural damage diagnosis. We explore the MapReduce technique to parallelize the data analytics and efficiently handle the high volume, high velocity and high variety of information. In our study, MapReduce is implemented with the Spark platform, and image processing functions such as uniform filter and Sobel filter are wrapped in the mappers. The methodology is illustrated with concrete slabs, using actual experimental data with induced damage


2012 ◽  
Vol 225 ◽  
pp. 344-349 ◽  
Author(s):  
Mohamad Zikri Zainol ◽  
Faizal Mustapha ◽  
Mohamed Thariq Hameed Sultan ◽  
N. Yidris

This paper presents the newly improved design of wireless sensor technology for Structural Health Monitoring (SHM) system or continuous monitoring for Non Destructive Testing (NDT). Numerous researches have indulged in designing wireless sensor networks where the reliability and the capability to do rapid assessment on the aeronautical, mechanical and civil structure are concerned. A lot of challenges associated with the design have been discussed including on power consumption by the device with regards the operation nature over period of times vs. energy sources. This research project explores the implementation of Nano Watt XLPTM technology microcontroller from Microchip and applicable smart PZT sensors or the newly refined technique in (NDT) that utilise ultrasonic guided waveform response to detect structural defects. The developed SHM system provide low power wireless nodes to perform automatic data collection and analysis with possibilities to integrate with green energy sources more effectively thus reducing the cost of maintenance and increase the reliability of the system.


Author(s):  
Ahmad Hamdan Ariffin ◽  
◽  
Zaleha Mohamad ◽  
Shahruddin Mahzan ◽  
◽  
...  

The Structural Health Monitoring (SHM) system is a method for evaluating and monitoring the integrity of the structure. It has been widely used in various engineering sectors, such as in aerospace, civil and energy sectors due to its ability to react to structural changes on an online basis or in real-time monitoring. The SHM system was able to evolve and work in a variety of structures or components due to the rapid development of sensor technology. It is believed that SHM will become an important tool in various industries for structural monitoring in future years. The paper presents a summary of the latest SHM technology in civil and aviation technology applications as well as the challenges in cost analysis and certification issues for the implementation of SHM.


2021 ◽  
Vol 2021 ◽  
pp. 1-11
Author(s):  
Janis Braunfelds ◽  
Ugis Senkans ◽  
Peteris Skels ◽  
Rims Janeliukstis ◽  
Toms Salgals ◽  
...  

Public road infrastructure is developed all around the world. To save resources, ensure public safety, and provide longer-lasting road infrastructure, structural health monitoring (SHM) applications for roads have to be researched and developed. Asphalt is one of the largest used surface materials for the road building industry. This material also provides relatively easy fiber optical sensor technology installment, which can be effectively used for SHM applications—road infrastructure monitoring as well as for resource optimization when road building or their repairs are planned. This article focuses on the research of the fiber Bragg grating (FBG) optical temperature and strain sensor applications in road SHM, which is part of the greater interdisciplinary research project started at the Riga Technical University in the year 2017. Experimental work described in this article was realized in one of the largest Latvian road sites where the FBG strain and temperature sensors were installed into asphalt pavement, and experiments were carried out in two main scenarios. Firstly, in a controlled environment with a calibrated falling weight deflectometer (FWD) to test the installed FBG sensors. Secondly, by evaluating the real-time traffic impact on the measured strain and temperature, where different types of vehicles passed the asphalt span in which the sensors were embedded. The findings in this research illustrate that by gathering and combining data from calibrated FWD measurements, measurements from embedded FBG optical sensors which were providing the essential information of how the pavement structure could sustain the load and information about the traffic intensity on the specific road section, and the structural life of the pavement can be evaluated and predicted. Thus, it enables the optimal pavement future design for necessary requirements and constraints as well as efficient use, maintenance, and timely repairs of the public roads, directly contributing to the overall safety of our transportation system.


2010 ◽  
Vol 6 (5_6) ◽  
pp. 439-459 ◽  
Author(s):  
Shinae Jang ◽  
Hongki Jo ◽  
Soojin Cho ◽  
Kirill Mechitov ◽  
Jennifer A. Rice ◽  
...  

2010 ◽  
Vol 6 (5_6) ◽  
pp. 461-480 ◽  
Author(s):  
Soojin Cho ◽  
Hongki Jo ◽  
Shinae Jang ◽  
Jongwoong Park ◽  
Hyung-Jo Jung ◽  
...  

Author(s):  
Ahmad Hamdan Ariffin ◽  
◽  
Zaleha Mohamad ◽  
Shahruddin Mahzan ◽  
◽  
...  

The Structural Health Monitoring (SHM) system is a method for evaluating and monitoring the integrity of the structure. It has been widely used in various engineering sectors, such as in aerospace, civil and energy sectors due to its ability to react to structural changes on an online basis or in real-time monitoring. The SHM system was able to evolve and work in a variety of structures or components due to the rapid development of sensor technology. It is believed that SHM will become an important tool in various industries for structural monitoring in future years. The paper presents a summary of the latest SHM technology in civil and aviation technology applications as well as the challenges in cost analysis and certification issues for the implementation of SHM.


Buildings ◽  
2021 ◽  
Vol 11 (6) ◽  
pp. 263
Author(s):  
Arvindan Sivasuriyan ◽  
D.S. Vijayan ◽  
Wojciech Górski ◽  
Łukasz Wodzyński ◽  
Magdalena Daria Vaverková ◽  
...  

This study investigated operational and structural health monitoring (SHM) as well as damage evaluations for building structures. The study involved damage detection and the assessment of buildings by placing sensors and by assuming weak areas, and considered situations of assessment and self-monitoring. From this perspective, advanced sensor technology and data acquisition techniques can systematically monitor a building in real time. Furthermore, the structure’s response and behavior were observed and recorded to predict the damage to the building. In this paper, we discuss the real-time monitoring and response of buildings, which includes both static and dynamic analyses along with numerical simulation studies such as finite element analysis (FEA), and recommendations for the future research and development of SHM are made.


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