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Title: Blind identification of full-field vibration modes of output-only structures from uniformly-sampled, possibly temporally-aliased (sub-Nyquist), video measurements

Journal Article · · Journal of Sound and Vibration
 [1];  [2];  [3];  [3];  [4];  [1];  [1];  [1]
  1. Los Alamos National Lab. (LANL), Los Alamos, NM (United States)
  2. California Inst. of Technology (CalTech), Pasadena, CA (United States)
  3. Missouri Univ. of Science and Technology, Rolla, MO (United States)
  4. Rice Univ., Houston, TX (United States)

Enhancing the spatial and temporal resolution of vibration measurements and modal analysis could significantly benefit dynamic modelling, analysis, and health monitoring of structures. For example, spatially high-density mode shapes are critical for accurate vibration-based damage localization. In experimental or operational modal analysis, higher (frequency) modes, which may be outside the frequency range of the measurement, contain local structural features that can improve damage localization as well as the construction and updating of the modal-based dynamic model of the structure. In general, the resolution of vibration measurements can be increased by enhanced hardware. Traditional vibration measurement sensors such as accelerometers have high-frequency sampling capacity; however, they are discrete point-wise sensors only providing sparse, low spatial sensing resolution measurements, while dense deployment to achieve high spatial resolution is expensive and results in the mass-loading effect and modification of structure's surface. Non-contact measurement methods such as scanning laser vibrometers provide high spatial and temporal resolution sensing capacity; however, they make measurements sequentially that requires considerable acquisition time. As an alternative non-contact method, digital video cameras are relatively low-cost, agile, and provide high spatial resolution, simultaneous, measurements. Combined with vision based algorithms (e.g., image correlation or template matching, optical flow, etc.), video camera based measurements have been successfully used for experimental and operational vibration measurement and subsequent modal analysis. However, the sampling frequency of most affordable digital cameras is limited to 30–60 Hz, while high-speed cameras for higher frequency vibration measurements are extremely costly. This work develops a computational algorithm capable of performing vibration measurement at a uniform sampling frequency lower than what is required by the Shannon-Nyquist sampling theorem for output-only modal analysis. In particular, the spatio-temporal uncoupling property of the modal expansion of structural vibration responses enables a direct modal decoupling of the temporally-aliased vibration measurements by existing output-only modal analysis methods, yielding (full-field) mode shapes estimation directly. Then the signal aliasing properties in modal analysis is exploited to estimate the modal frequencies and damping ratios. Furthermore, the proposed method is validated by laboratory experiments where output-only modal identification is conducted on temporally-aliased acceleration responses and particularly the temporally-aliased video measurements of bench-scale structures, including a three-story building structure and a cantilever beam.

Research Organization:
Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)
Sponsoring Organization:
USDOE Laboratory Directed Research and Development (LDRD) Program
Grant/Contract Number:
AC52-06NA25396
OSTI ID:
1335628
Report Number(s):
LA-UR-16-21151
Journal Information:
Journal of Sound and Vibration, Journal Name: Journal of Sound and Vibration; ISSN 0022-460X
Publisher:
ElsevierCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 79 works
Citation information provided by
Web of Science

References (42)

A Summary Review of Vibration-Based Damage Identification Methods journal March 1998
Vibration-based Damage Identification Methods: A Review and Comparative Study journal April 2010
Contact Versus Non-Contact Measurement of a Helicopter Main Rotor Composite Blade
  • Luczak, Marcin; Dziedziech, Kajetan; Vivolo, Marianna
  • 9TH INTERNATIONAL CONFERENCE ON VIBRATION MEASUREMENTS BY LASER AND NON-CONTACT TECHNIQUES AND SHORT COURSE, AIP Conference Proceedings https://doi.org/10.1063/1.3455477
conference January 2010
Modal Testing Using a Scanning Laser Doppler Vibrometer journal March 1999
Laser Doppler Vibrometry: Development of advanced solutions answering to technology's needs journal August 2006
Continuous Scan, a method for performing modal testing using meaningful measurement parameters; Part I journal November 2011
A systematic approach to TV holography journal December 1999
Digital recording and numerical reconstruction of holograms journal August 2002
High-speed digital holographic interferometry for vibration measurement journal January 2006
Determining optical flow journal August 1981
Full-Field Dynamic Displacement and Strain Measurement Using Advanced 3d Image Correlation Photogrammetry: part 1 journal May 2003
3D digital image correlation methods for full-field vibration measurement journal April 2011
Finite element model updating from full-field vibration measurement using digital image correlation journal April 2011
Comparison of FRF measurements and mode shapes determined using optically image based, laser, and accelerometer measurements journal August 2011
Frequency response functions of shape features from full-field vibration measurements using digital image correlation journal April 2012
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
Computation of component image velocity from local phase information journal August 1990
Phase-based video motion processing journal July 2013
A phase-based approach to the estimation of the optical flow field using spatial filtering journal September 2002
Modal identification of simple structures with high-speed video using motion magnification journal June 2015
Blind identification of full-field vibration modes from video measurements with phase-based video motion magnification journal February 2017
Communication In The Presence Of Noise journal February 1998
An eigensystem realization algorithm for modal parameter identification and model reduction journal September 1985
Single sample modal identification of a nonstationary stochastic process journal January 1985
Reference-Based Stochastic Subspace Identification for Output-Only Modal Analysis journal November 1999
Modal identification of output-only systems using frequency domain decomposition journal June 2001
Physical interpretation of independent component analysis in structural dynamics journal May 2007
Output-only modal analysis using blind source separation techniques journal August 2007
A framework for blind modal identification using joint approximate diagonalization journal October 2008
Blind source separation based vibration mode identification journal November 2007
Decentralized modal identification of structures using parallel factor decomposition and sparse blind source separation journal December 2013
Blind modal identification of output-only structures in time-domain based on complexity pursuit: BLIND IDENTIFICATION OF MODAL PARAMETERS BASED ON COMPLEXITY PURSUIT journal May 2013
A study and extension of second-order blind source separation to operational modal analysis journal February 2013
Response-only modal identification of structures using strong motion data: RESPONSE-ONLY MODAL IDENTIFICATION OF STRUCTURES USING STRONG MOTION DATA journal November 2012
Output-only modal identification with limited sensors using sparse component analysis journal September 2013
On the application of blind source separation for damping estimation of bridges under traffic loading journal December 2014
System identification through nonstationary data using Time–Frequency Blind Source Separation journal June 2016
Temporally Aliased Video Microscopy: An Undersampling Method for In-Plane Modal Analysis of Microelectromechanical Systems journal August 2012
Re-sampling of continuous scanning LDV data for ODS extraction journal May 2016
Output-only modal identification by compressed sensing: Non-uniform low-rate random sampling journal May 2015
Complex mode indication function and its applications to spatial domain parameter estimation journal October 1988
Blind separation of vibration components: Principles and demonstrations journal November 2005

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Reference-free detection of minute, non-visible, damage using full-field, high-resolution mode shapes output-only identified from digital videos of structures journal May 2017
Vibration Analysis and Dynamic Characterization of Structural Glass Elements with Different Restraints Based on Operational Modal Analysis journal January 2019
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