skip to main content
DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Estimation of full‐field, full‐order experimental modal model of cable vibration from digital video measurements with physics‐guided unsupervised machine learning and computer vision

Authors:
ORCiD logo [1];  [2];  [3];  [4];  [5];  [5];  [6];  [6]
  1. Energy and Global SecurityArgonne National Laboratory Lemont IL USA, Engineering InstituteLos Alamos National Lab Los Alamos NM USA
  2. Department of Mechanical EngineeringBrown University Providence RI USA
  3. Department of Applied MathColumbia University New York NY USA
  4. Department of Mechanical EngineeringGeorgia Institute of Technology Atlanta GA USA
  5. Physical Chemistry and Applied SpectroscopyLos Alamos National Lab Los Alamos NM USA
  6. Engineering InstituteLos Alamos National Lab Los Alamos NM USA
Publication Date:
Sponsoring Org.:
USDOE
OSTI Identifier:
1504296
Grant/Contract Number:  
20150708PRD2
Resource Type:
Publisher's Accepted Manuscript
Journal Name:
Structural Control and Health Monitoring
Additional Journal Information:
Journal Name: Structural Control and Health Monitoring Journal Volume: 26 Journal Issue: 6; Journal ID: ISSN 1545-2255
Publisher:
Wiley Blackwell (John Wiley & Sons)
Country of Publication:
United Kingdom
Language:
English

Citation Formats

Yang, Yongchao, Sanchez, Lorenzo, Zhang, Huiying, Roeder, Alexander, Bowlan, John, Crochet, Jared, Farrar, Charles, and Mascareñas, David. Estimation of full‐field, full‐order experimental modal model of cable vibration from digital video measurements with physics‐guided unsupervised machine learning and computer vision. United Kingdom: N. p., 2019. Web. doi:10.1002/stc.2358.
Yang, Yongchao, Sanchez, Lorenzo, Zhang, Huiying, Roeder, Alexander, Bowlan, John, Crochet, Jared, Farrar, Charles, & Mascareñas, David. Estimation of full‐field, full‐order experimental modal model of cable vibration from digital video measurements with physics‐guided unsupervised machine learning and computer vision. United Kingdom. doi:10.1002/stc.2358.
Yang, Yongchao, Sanchez, Lorenzo, Zhang, Huiying, Roeder, Alexander, Bowlan, John, Crochet, Jared, Farrar, Charles, and Mascareñas, David. Tue . "Estimation of full‐field, full‐order experimental modal model of cable vibration from digital video measurements with physics‐guided unsupervised machine learning and computer vision". United Kingdom. doi:10.1002/stc.2358.
@article{osti_1504296,
title = {Estimation of full‐field, full‐order experimental modal model of cable vibration from digital video measurements with physics‐guided unsupervised machine learning and computer vision},
author = {Yang, Yongchao and Sanchez, Lorenzo and Zhang, Huiying and Roeder, Alexander and Bowlan, John and Crochet, Jared and Farrar, Charles and Mascareñas, David},
abstractNote = {},
doi = {10.1002/stc.2358},
journal = {Structural Control and Health Monitoring},
number = 6,
volume = 26,
place = {United Kingdom},
year = {2019},
month = {4}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record
DOI: 10.1002/stc.2358

Citation Metrics:
Cited by: 1 work
Citation information provided by
Web of Science

Save / Share:

Works referenced in this record:

Vibration-based Damage Identification Methods: A Review and Comparative Study
journal, April 2010


Dynamic characteristics of suspension bridge hanger cables using digital image processing
journal, October 2013


Nondestructive Bridge Cable Tension Assessment Using Laser Vibrometry
journal, March 2005


Experimental Determination of Frequencies and Tension for Elastic Cables
journal, October 1998


Frequency response functions of shape features from full-field vibration measurements using digital image correlation
journal, April 2012

  • Wang, Weizhuo; Mottershead, John E.; Siebert, Thorsten
  • Mechanical Systems and Signal Processing, Vol. 28
  • DOI: 10.1016/j.ymssp.2011.11.023

Application of magnetoelastic stress sensors in large steel cables
journal, April 2006


High speed image correlation for vibration analysis
journal, August 2009


Vision-based monitoring system for evaluating cable tensile forces on a cable-stayed bridge
journal, September 2013

  • Kim, Sung-Wan; Jeon, Bub-Gyu; Kim, Nam-Sik
  • Structural Health Monitoring: An International Journal, Vol. 12, Issue 5-6
  • DOI: 10.1177/1475921713500513

3D digital image correlation methods for full-field vibration measurement
journal, April 2011

  • Helfrick, Mark N.; Niezrecki, Christopher; Avitabile, Peter
  • Mechanical Systems and Signal Processing, Vol. 25, Issue 3
  • DOI: 10.1016/j.ymssp.2010.08.013

Identification of time-varying cable tension forces based on adaptive sparse time-frequency analysis of cable vibrations: Identification of Time-varying Cable Tension Forces
journal, May 2016

  • Bao, Yuequan; Shi, Zuoqiang; Beck, James L.
  • Structural Control and Health Monitoring, Vol. 24, Issue 3
  • DOI: 10.1002/stc.1889

Finite element model updating from full-field vibration measurement using digital image correlation
journal, April 2011

  • Wang, Weizhuo; Mottershead, John E.; Ihle, Alexander
  • Journal of Sound and Vibration, Vol. 330, Issue 8
  • DOI: 10.1016/j.jsv.2010.10.036

In-Service Evaluation of Cable-Stayed Bridges, Overview of Available Methods and Findings
journal, November 2006


Output-only computer vision based damage detection using phase-based optical flow and unscented Kalman filters
journal, February 2017


Practical Formulas for Estimation of Cable Tension by Vibration Method
journal, June 1996


Extracting full-field dynamic strain on a wind turbine rotor subjected to arbitrary excitations using 3D point tracking and a modal expansion technique
journal, September 2015

  • Baqersad, Javad; Niezrecki, Christopher; Avitabile, Peter
  • Journal of Sound and Vibration, Vol. 352
  • DOI: 10.1016/j.jsv.2015.04.026

A Non-Linear Dynamic Model for Cables and its Application to a Cable-Structure System
journal, November 1995

  • Warnitchai, P.; Fujino, Y.; Susumpow, T.
  • Journal of Sound and Vibration, Vol. 187, Issue 4
  • DOI: 10.1006/jsvi.1995.0553

Comparison of laser Doppler vibrometer with contact sensors for monitoring bridge deflection and vibration
journal, April 2005


Real-time identification of time-varying tension in stay cables by monitoring cable transversal acceleration: REAL-TIME IDENTIFICATION OF TIME-VARYING TENSION IN STAY CABLES
journal, December 2013

  • Li, Hui; Zhang, Fujian; Jin, Yizhou
  • Structural Control and Health Monitoring, Vol. 21, Issue 7
  • DOI: 10.1002/stc.1634

Development of an Automated Wireless Tension Force Estimation System for Cable-stayed Bridges
journal, October 2009

  • Cho, Soojin; Lynch, Jerome P.; Lee, Jong-Jae
  • Journal of Intelligent Material Systems and Structures, Vol. 21, Issue 3
  • DOI: 10.1177/1045389X09350719

Continuous Scan, a method for performing modal testing using meaningful measurement parameters; Part I
journal, November 2011


A vision-based approach for the direct measurement of displacements in vibrating systems
journal, September 2003

  • Wahbeh, A. Mazen; Caffrey, John P.; Masri, Sami F.
  • Smart Materials and Structures, Vol. 12, Issue 5
  • DOI: 10.1088/0964-1726/12/5/016

Feasibility of extracting operating shapes using phase-based motion magnification technique and stereo-photogrammetry
journal, October 2017


Nontarget Stereo Vision Technique for Spatiotemporal Response Measurement of Line-Like Structures
journal, June 2008


Phase-based video motion processing
journal, July 2013

  • Wadhwa, Neal; Rubinstein, Michael; Durand, Frédo
  • ACM Transactions on Graphics, Vol. 32, Issue 4
  • DOI: 10.1145/2461912.2461966

Extracting modal parameters of a cable on shaky motion pictures
journal, December 2014


Applications of optical fibre Bragg gratings sensing technology-based smart stay cables
journal, October 2009


A phase-based approach to the estimation of the optical flow field using spatial filtering
journal, September 2002


A Summary Review of Vibration-Based Damage Identification Methods
journal, March 1998


A vision-based system for remote sensing of bridge displacement
journal, July 2006


Deflection measurement on vibrating stay cables by non-contact microwave interferometer
journal, April 2010


Nontarget Image-Based Technique for Small Cable Vibration Measurement
journal, January 2008


Full-Field Dynamic Displacement and Strain Measurement Using Advanced 3d Image Correlation Photogrammetry: part 1
journal, May 2003


Full-field Structural Dynamics by Video Motion Manipulation
conference, January 2017

  • Yang, Yongchao; Farrar, Charles; Mascarenas, David
  • 58th AIAA/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference
  • DOI: 10.2514/6.2017-1826

Modal Testing Using a Scanning Laser Doppler Vibrometer
journal, March 1999

  • Stanbridge, A. B.; Ewins, D. J.
  • Mechanical Systems and Signal Processing, Vol. 13, Issue 2
  • DOI: 10.1006/mssp.1998.1209

Condition assessment of cables by pattern recognition of vehicle-induced cable tension ratio
journal, January 2018


Laser Doppler Vibrometry: Development of advanced solutions answering to technology's needs
journal, August 2006

  • Castellini, P.; Martarelli, M.; Tomasini, E. P.
  • Mechanical Systems and Signal Processing, Vol. 20, Issue 6
  • DOI: 10.1016/j.ymssp.2005.11.015

Damage Detection Using Optical Measurements and Wavelets
journal, July 2002

  • Patsias, S.; Staszewskiy, W. J.
  • Structural Health Monitoring: An International Journal, Vol. 1, Issue 1
  • DOI: 10.1177/147592170200100102

Computation of component image velocity from local phase information
journal, August 1990

  • Fleet, David J.; Jepson, Allan D.
  • International Journal of Computer Vision, Vol. 5, Issue 1
  • DOI: 10.1007/BF00056772

The subpixel resolution of optical-flow-based modal analysis
journal, May 2017


Modal identification of simple structures with high-speed video using motion magnification
journal, June 2015


Comparison of FRF measurements and mode shapes determined using optically image based, laser, and accelerometer measurements
journal, August 2011

  • Warren, Christopher; Niezrecki, Christopher; Avitabile, Peter
  • Mechanical Systems and Signal Processing, Vol. 25, Issue 6
  • DOI: 10.1016/j.ymssp.2011.01.018

Blind identification of full-field vibration modes from video measurements with phase-based video motion magnification
journal, February 2017


Real-Time Output-Only Identification of Time-Varying Cable Tension from Accelerations via Complexity Pursuit
journal, January 2016


Target-free approach for vision-based structural system identification using consumer-grade cameras: Target-Free Vision-based Structural System Identification
journal, February 2016

  • Yoon, Hyungchul; Elanwar, Hazem; Choi, Hajin
  • Structural Control and Health Monitoring, Vol. 23, Issue 12
  • DOI: 10.1002/stc.1850

Completely contactless structural health monitoring of real-life structures using cameras and computer vision: Structural Health Monitoring Using Computer Vision
journal, February 2016

  • Khuc, Tung; Catbas, F. Necati
  • Structural Control and Health Monitoring, Vol. 24, Issue 1
  • DOI: 10.1002/stc.1852