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
相关论文
共 50 条
  • [21] Benchmark of uncertainties in structural health monitoring of bridges
    Lau, David T.
    Londono, N. A.
    STRUCTURAL CONDITION ASSESSMENT, MONITORING AND IMPROVEMENT, VOLS 1 AND 2, 2007, : 33 - 45
  • [22] Structural health monitoring of bridges in the State of Connecticut
    Chengyin Liu
    Joshua Olund
    Alan Cardini
    Paul D’Attilio
    Eric Feldblum
    John DeWolf
    Earthquake Engineering and Engineering Vibration, 2008, 7 : 427 - 437
  • [23] Implementation of Structural Health Monitoring for Movable Bridges
    Gokce, Hasan B.
    Gul, Mustafa
    Catbas, F. Necati
    TRANSPORTATION RESEARCH RECORD, 2012, (2313) : 124 - 133
  • [24] Overview of Structural Health Monitoring for Steel Bridges
    Modares, Mehdi
    Waksmanski, Natalie
    PRACTICE PERIODICAL ON STRUCTURAL DESIGN AND CONSTRUCTION, 2013, 18 (03) : 187 - 191
  • [25] Structural health monitoring of long span bridges
    Abe, M
    Siringoringo, DM
    STRUCTURAL HEALTH MONITORING AND INTELLIGENT INFRASTRUCTURE, VOLS 1 AND 2, 2003, : 171 - 179
  • [26] Monitoring of bridges to detect changes in structural health
    Caicedo, JM
    Marulanda, J
    Thomson, P
    Dyke, SJ
    PROCEEDINGS OF THE 2001 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 2001, : 453 - 458
  • [27] Structural Health Monitoring and Performance Evaluation of Bridges and Structural Elements
    Mehrabi, Armin
    Dolati, Seyed Saman Khedmatgozar
    INFRASTRUCTURES, 2024, 9 (10)
  • [28] Application of Edge Computing in Structural Health Monitoring of Simply Supported PCI Girder Bridges
    Lin, Yi-Ching
    Hsiao, Chin-Yu
    Tong, Jian-Hua
    Liao, Chih-Pin
    Song, Shin-Tai
    Tsai, Hsin-Chu
    Wang, Jui-Lin
    SENSORS, 2022, 22 (22)
  • [29] Application of global positioning system to structural health monitoring of cable-supported bridges
    Wong, KY
    Man, KL
    Chan, WY
    HEALTH MONITORING AND MANAGEMENT OF CIVIL INFRASTRUCTURE SYSTEMS, 2001, 4337 : 390 - 401
  • [30] Application of Analytical Hierarchy Process for Structural Health Monitoring and Prioritizing Concrete Bridges in Iran
    Darban, Saeid
    Tehrani, Hosein Ghasemzadeh
    Karballaeezadeh, Nader
    Mosavi, Amir
    APPLIED SCIENCES-BASEL, 2021, 11 (17):