Smartphone Application for Structural Health Monitoring of Bridges

被引:11
|
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
相关论文
共 50 条
  • [1] Experimental Research on Quick Structural Health Monitoring Technique for Bridges Using Smartphone
    Zhao, Xuefeng
    Ri, Kwang
    Han, Ruicong
    Yu, Yan
    Li, Mingchu
    Ou, Jinping
    [J]. ADVANCES IN MATERIALS SCIENCE AND ENGINEERING, 2016, 2016
  • [2] Application of Smartphone and Model Updating Technique in Structural Health Monitoring
    Palash Dey
    V. Akhil
    A. I. Laskar
    [J]. Arabian Journal for Science and Engineering, 2019, 44 : 4819 - 4828
  • [3] Application of Smartphone and Model Updating Technique in Structural Health Monitoring
    Dey, Palash
    Akhil, V
    Laskar, A., I
    [J]. ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2019, 44 (05) : 4819 - 4828
  • [4] Application of operating vehicle load to structural health monitoring of bridges
    Rafiquzzaman, A. K. M.
    Yokoyama, Koichi
    [J]. SMART STRUCTURES AND SYSTEMS, 2006, 2 (03) : 275 - 293
  • [5] App4SHM-Smartphone Application for Structural Health Monitoring
    Figueiredo, Eloi
    Alves, Pedro
    Moldvan, Ionut
    Rebelo, Hugo
    Silva, Luis
    Souza, Laura
    Lopes, Romulo
    Oliveira, Paulo
    Penim, Nuno
    [J]. EUROPEAN WORKSHOP ON STRUCTURAL HEALTH MONITORING (EWSHM 2022), VOL 3, 2023, : 1034 - 1043
  • [6] Instrumentation of bridges for structural health monitoring
    Doo Kie Kim
    Jong-In Kim
    Maria Q. Feng
    [J]. KSCE Journal of Civil Engineering, 2001, 5 (3) : 231 - 242
  • [7] Remote Structural Health Monitoring for Bridges
    Uddin, Mohammed Misbah
    Devang, Nithin
    Azad, Abul K. M.
    Demir, Veysel
    [J]. SMART INDUSTRY & SMART EDUCATION, 2019, 47 : 363 - 377
  • [8] STRUCTURAL HEALTH MONITORING OF BRIDGES IN SWEDEN
    Enckell, M.
    [J]. PROCEEDINGS OF THE 3RD INTERNATIONAL CONFERENCE ON STRUCTURE HEALTH MONITORING & INTELLIGENT INFRASTRUCTURE: STRUCTURAL HEALTH MONITORING & INTELLIGENT INFRASTRUCTURE, 2007,
  • [9] Editorial: Structural Health Monitoring of Bridges
    Hoult, Neil A.
    Glisic, Branko
    [J]. FRONTIERS IN BUILT ENVIRONMENT, 2020, 6
  • [10] Structural health monitoring of concrete bridges
    Bergmeister, K
    Santa, U
    [J]. INTERFEROMETRY IN SPECKLE LIGHT: THEORY AND APPLICATIONS, 2000, : 633 - 640