Smartphone Application for Structural Health Monitoring of Bridges

被引:13
|
作者
Figueiredo, Eloi [1 ,2 ]
Moldovan, Ionut [1 ,2 ]
Alves, Pedro [1 ,3 ]
Rebelo, Hugo [1 ,2 ]
Souza, Laura [1 ,4 ]
机构
[1] Lusofona Univ, Fac Engn, Campo Grande 376, P-1749024 Lisbon, Portugal
[2] Univ Lisbon, Inst Super Tecn, CERIS, Campo Grande 376, P-1049001 Lisbon, Portugal
[3] Lusofona Univ, Comp Engn Dept, COPELABS, Campo Grande 376, P-1749024 Lisbon, Portugal
[4] Univ Fed Para, Appl Electromagnetism Lab, R Augusto Correa,Guama 01, BR-66053260 Belem, Para, Brazil
关键词
structural health monitoring; smartphone application; damage identification; machine learning; structural dynamics; CITIZEN-SENSORS; SHM;
D O I
10.3390/s22218483
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The broad availability and low cost of smartphones have justified their use for structural health monitoring (SHM) of bridges. This paper presents a smartphone application called App4SHM, as a customized SHM process for damage detection. App4SHM interrogates the phone's internal accelerometer to measure accelerations, estimates the natural frequencies, and compares them with a reference data set through a machine learning algorithm properly trained to detect damage in almost real time. The application is tested on data sets from a laboratory beam structure and two twin post-tensioned concrete bridges. The results show that App4SHM retrieves the natural frequencies with reliable precision and performs accurate damage detection, promising to be a low-cost solution for long-term SHM. It can also be used in the context of scheduled bridge inspections or to assess bridges' condition after catastrophic events.
引用
收藏
页数:24
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