4.7 Article

Data-driven full-field vibration response estimation from limited measurements in real-time using dictionary learning and compressive sensing

Related references

Note: Only part of the references are listed.
Article Engineering, Mechanical

Spatiotemporal compressive sensing of full-field Lagrangian continuous displacement response from optical flow of edge: Identification of full-field dynamic modes

Sutanu Bhowmick et al.

Summary: This paper discusses a new method for monitoring the state of civil infrastructure, proposing a computational strategy for obtaining complete vibration displacement response from video to address the shortcomings of traditional sensors. Experimental validation demonstrates that the method can successfully reconstruct full-field displacement response and mode shapes.

MECHANICAL SYSTEMS AND SIGNAL PROCESSING (2022)

Article Engineering, Civil

Real-time cable tension estimation from acceleration measurements using wireless sensors with packet data losses: analytics with compressive sensing and sparse component analysis

Debasish Jana et al.

Summary: Stay-cables in cable-stayed bridges are vital components that require continuous real-time performance monitoring. Wireless sensors provide accurate measurement without wiring cost, but data loss during transmission may interrupt real-time monitoring, which can be addressed through data processing. Monitoring cable health using multiple sensors reduces estimation errors and a proposed framework utilizes compressive sensing algorithm and Blind Source Separation Technique to estimate real-time tension effectively.

JOURNAL OF CIVIL STRUCTURAL HEALTH MONITORING (2022)

Article Engineering, Mechanical

Measurement and identification of the nonlinear dynamics of a jointed structure using full-field data; Part II- Nonlinear system identification

Mengshi Jin et al.

Summary: This paper investigates the nonlinear characteristics of jointed beams using various identification methods to characterize their dynamic properties. Through a series of experiments and high-resolution data, the nonlinearities are identified and validated.

MECHANICAL SYSTEMS AND SIGNAL PROCESSING (2022)

Article Engineering, Mechanical

Measurement and identification of the nonlinear dynamics of a jointed structure using full-field data, Part I: Measurement of nonlinear dynamics

Wei Chen et al.

Summary: This research aims to extend traditional experimental methods for linear system identification to nonlinear jointed systems by augmenting them with full-field data collected by high-speed videography. The study uses Digital Image Correlation to analyze the spatial-temporal dynamic characteristics of the system, introducing new sources of experimental error.

MECHANICAL SYSTEMS AND SIGNAL PROCESSING (2022)

Article Engineering, Mechanical

CNN and Convolutional Autoencoder (CAE) based real-time sensor fault detection, localization, and correction

Debasish Jana et al.

Summary: This research introduces a novel deep learning framework for identifying faults in sensor data, locating the faulty sensors, and reconstructing the correct sensor data. The framework performs well in both single and multiple sensor faults and demonstrates high computational efficiency.

MECHANICAL SYSTEMS AND SIGNAL PROCESSING (2022)

Article Construction & Building Technology

Computer vision-based real-time cable tension estimation algorithm using complexity pursuit from video and its application in Fred-Hartman cable-stayed bridge

Debasish Jana et al.

Summary: This paper presents a framework that uses video-based measurement as multiple sensors to reduce the estimation error in determining the real-time cable tension. The proposed algorithm is validated on an actual cable-stayed bridge and compared with conventional methods, showing smaller estimation error and significant potential in the field of structural health monitoring.

STRUCTURAL CONTROL & HEALTH MONITORING (2022)

Article Construction & Building Technology

Computer vision-based real-time cable tension estimation in Dubrovnik cable-stayed bridge using moving handheld video camera

Debasish Jana et al.

Summary: This study proposes a video-based stay-cable tension measurement technique for monitoring the health of cables without contact, using image processing techniques to eliminate camera movements. The technology allows real-time tension measurement of stay-cables even in adverse weather conditions, showing promising potential for structural health monitoring.

STRUCTURAL CONTROL & HEALTH MONITORING (2021)

Article Acoustics

Extracting full-field subpixel structural displacements from videos via deep learning

Lele Luan et al.

Summary: This study developed a deep learning framework based on convolutional neural networks for real-time extraction of full-field subpixel structural displacements from videos, overcoming the limitations of traditional displacement sensing techniques. Results showed that the trained networks have generalizability to accurately extract full-field subpixel displacements for pixels with sufficient texture contrast.

JOURNAL OF SOUND AND VIBRATION (2021)

Article Engineering, Civil

Structural displacement monitoring using deep learning-based full field optical flow methods

Chuan-Zhi Dong et al.

STRUCTURE AND INFRASTRUCTURE ENGINEERING (2020)

Article Engineering, Multidisciplinary

Determining the number of measurements for compressive sensing of traffic-induced vibration data

Fereidoun Amini et al.

MEASUREMENT (2020)

Article Engineering, Mechanical

Measurement of full-field displacement time history of a vibrating continuous edge from video

Sutanu Bhowmick et al.

MECHANICAL SYSTEMS AND SIGNAL PROCESSING (2020)

Article Engineering, Mechanical

Sparsity-based approaches for damage detection in plates

Debarshi Sen et al.

MECHANICAL SYSTEMS AND SIGNAL PROCESSING (2019)

Article Acoustics

Fisher information-based optimal input locations for modal identification

Debasish Jana et al.

JOURNAL OF SOUND AND VIBRATION (2019)

Article Construction & Building Technology

Modeling and harnessing sparse and low-rank data structure: a new paradigm for structural dynamics, identification, damage detection, and health monitoring

Satish Nagarajaiah et al.

STRUCTURAL CONTROL & HEALTH MONITORING (2017)

Article Computer Science, Information Systems

Complete Dictionary Recovery Over the Sphere I: Overview and the Geometric Picture

Ju Sun et al.

IEEE TRANSACTIONS ON INFORMATION THEORY (2017)

Article Acoustics

Vibration-based monitoring and diagnostics using compressive sensing

Vaahini Ganesan et al.

JOURNAL OF SOUND AND VIBRATION (2017)

Article Engineering, Mechanical

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

Yongchao Yang et al.

MECHANICAL SYSTEMS AND SIGNAL PROCESSING (2017)

Article Engineering, Mechanical

Compressive sensing for efficient health monitoring and effective damage detection of structures

Madhuka Jayawardhana et al.

MECHANICAL SYSTEMS AND SIGNAL PROCESSING (2017)

Article Construction & Building Technology

Pixel-wise structural motion tracking from rectified repurposed videos

Ali Khaloo et al.

STRUCTURAL CONTROL & HEALTH MONITORING (2017)

Article Geochemistry & Geophysics

Cloud Removal Based on Sparse Representation via Multitemporal Dictionary Learning

Meng Xu et al.

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2016)

Article Construction & Building Technology

Dynamic Imaging: Real-Time Detection of Local Structural Damage with Blind Separation of Low-Rank Background and Sparse Innovation

Yongchao Yang et al.

JOURNAL OF STRUCTURAL ENGINEERING (2016)

Article Materials Science, Multidisciplinary

Toward Practical Non-Contact Optical Strain Sensing Using Single-Walled Carbon Nanotubes

Peng Sun et al.

ECS JOURNAL OF SOLID STATE SCIENCE AND TECHNOLOGY (2016)

Article Construction & Building Technology

Dynamic Imaging: Real-Time Detection of Local Structural Damage with Blind Separation of Low-Rank Background and Sparse Innovation

Yongchao Yang et al.

JOURNAL OF STRUCTURAL ENGINEERING (2016)

Article Acoustics

Modal identification of simple structures with high-speed video using motion magnification

Justin G. Chen et al.

JOURNAL OF SOUND AND VIBRATION (2015)

Article Engineering, Mechanical

Carbon nanotubes as non-contact optical strain sensors in smart skins

Peng Sun et al.

JOURNAL OF STRAIN ANALYSIS FOR ENGINEERING DESIGN (2015)

Article Engineering, Mechanical

Structural damage identification via a combination of blind feature extraction and sparse representation classification

Yongchao Yang et al.

MECHANICAL SYSTEMS AND SIGNAL PROCESSING (2014)

Article Construction & Building Technology

Wind load on irregular plan shaped tall building - a case study

Souvik Chakraborty et al.

WIND AND STRUCTURES (2014)

Article Automation & Control Systems

From Heuristic Optimization to Dictionary Learning: A Review and Comprehensive Comparison of Image Denoising Algorithms

Ling Shao et al.

IEEE TRANSACTIONS ON CYBERNETICS (2014)

Article Computer Science, Software Engineering

Compressive Light Field Photography using Overcomplete Dictionaries and Optimized Projections

Kshitij Marwah et al.

ACM TRANSACTIONS ON GRAPHICS (2013)

Article Computer Science, Artificial Intelligence

Accurate subpixel edge location based on partial area effect

Agustin Trujillo-Pino et al.

IMAGE AND VISION COMPUTING (2013)

Article Acoustics

Output-only modal identification with limited sensors using sparse component analysis

Yongchao Yang et al.

JOURNAL OF SOUND AND VIBRATION (2013)

Article Acoustics

Fundamental mode shape and its derivatives in structural damage localization

Koushik Roy et al.

JOURNAL OF SOUND AND VIBRATION (2013)

Article Engineering, Multidisciplinary

Compressed sensing techniques for detecting damage in structures

David Mascarenas et al.

STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL (2013)

Editorial Material Engineering, Mechanical

Introduction to Digital Image Correlation: Best Practices and Applications

Phillip Reu

EXPERIMENTAL TECHNIQUES (2012)

Article Chemistry, Multidisciplinary

Strain Paint: Noncontact Strain Measurement Using Single-Walled Carbon Nanotube Composite Coatings

Paul A. Withey et al.

NANO LETTERS (2012)

Article Computer Science, Interdisciplinary Applications

MR Image Reconstruction From Highly Undersampled k-Space Data by Dictionary Learning

Saiprasad Ravishankar et al.

IEEE TRANSACTIONS ON MEDICAL IMAGING (2011)

Article Materials Science, Characterization & Testing

Carbon Nanotube Sensing Skins for Spatial Strain and Impact Damage Identification

Kenneth J. Loh et al.

JOURNAL OF NONDESTRUCTIVE EVALUATION (2009)

Review Engineering, Multidisciplinary

Two-dimensional digital image correlation for in-plane displacement and strain measurement: a review

Bing Pan et al.

MEASUREMENT SCIENCE AND TECHNOLOGY (2009)

Article Geochemistry & Geophysics

Non-parametric seismic data recovery with curvelet frames

Felix J. Herrmann et al.

GEOPHYSICAL JOURNAL INTERNATIONAL (2008)

Article Engineering, Electrical & Electronic

Compressed sensing MRI

Michael Lustig et al.

IEEE SIGNAL PROCESSING MAGAZINE (2008)

Article Engineering, Electrical & Electronic

An introduction to compressive sampling

Emmanuel J. Candes et al.

IEEE SIGNAL PROCESSING MAGAZINE (2008)

Article Engineering, Electrical & Electronic

Single-pixel imaging via compressive sampling

Marco F. Duarte et al.

IEEE SIGNAL PROCESSING MAGAZINE (2008)

Article Computer Science, Artificial Intelligence

Sparse representation for color image restoration

Julien Mairal et al.

IEEE TRANSACTIONS ON IMAGE PROCESSING (2008)

Article Optics

The effect of out-of-plane motion on 2D and 3D digital image correlation measurements

M. A. Sutton et al.

OPTICS AND LASERS IN ENGINEERING (2008)

Article Computer Science, Information Systems

Signal recovery from random measurements via orthogonal matching pursuit

Joel A. Tropp et al.

IEEE TRANSACTIONS ON INFORMATION THEORY (2007)

Article Engineering, Electrical & Electronic

An Interior-Point Method for Large-Scale l1-Regularized Least Squares

Seung-Jean Kim et al.

IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING (2007)

Article Engineering, Electrical & Electronic

Compressive sensing

Richard G. Baraniuk

IEEE SIGNAL PROCESSING MAGAZINE (2007)

Article Computer Science, Artificial Intelligence

Image denoising via sparse and redundant representations over learned dictionaries

Michael Elad et al.

IEEE TRANSACTIONS ON IMAGE PROCESSING (2006)

Article Engineering, Electrical & Electronic

K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation

Michal Aharon et al.

IEEE TRANSACTIONS ON SIGNAL PROCESSING (2006)

Article Mechanics

Wavelet-based crack identification of bridge beam from operational deflection time history

XQ Zhu et al.

INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES (2006)

Article Computer Science, Information Systems

Compressed sensing

DL Donoho

IEEE TRANSACTIONS ON INFORMATION THEORY (2006)

Article Nanoscience & Nanotechnology

Nanotube film based on single-wall carbon nanotubes for strain sensing

P Dharap et al.

NANOTECHNOLOGY (2004)

Article Acoustics

Optimal sensor placement methodology for parametric identification of structural systems

C Papadimitriou

JOURNAL OF SOUND AND VIBRATION (2004)

Article Multidisciplinary Sciences

Optimally sparse representation in general (nonorthogonal) dictionaries via l1 minimization

DL Donoho et al.

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2003)

Article Acoustics

A state feedback electro-acoustic transducer for active control of acoustic impedance

T Samejima

JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA (2003)

Article Computer Science, Artificial Intelligence

Image denoising using scale mixtures of Gaussians in the wavelet domain

J Portilla et al.

IEEE TRANSACTIONS ON IMAGE PROCESSING (2003)

Article Computer Science, Artificial Intelligence

The curvelet transform for image denoising

JL Starck et al.

IEEE TRANSACTIONS ON IMAGE PROCESSING (2002)

Article Acoustics

Entropy-based optimal sensor location for structural model updating

C Papadimitriou et al.

JOURNAL OF VIBRATION AND CONTROL (2000)