Driven by data or derived through physics? a review of hybrid physics guided machine learning techniques with cyber-physical system (cps) focus

R Rai, CK Sahu - IEEe Access, 2020 - ieeexplore.ieee.org
A multitude of cyber-physical system (CPS) applications, including design, control,
diagnosis, prognostics, and a host of other problems, are predicated on the assumption of …

Motion magnification for video-based vibration measurement of civil structures: A review

K Luo, X Kong, J Li, J Hu, L Deng - Mechanical Systems and Signal …, 2024 - Elsevier
Vibration measurement plays an important role in the inspection and monitoring of civil
structures. In recent years, the computer vision (CV)-based method has gained significant …

Machine learning paradigm for structural health monitoring

Y Bao, H Li - Structural health monitoring, 2021 - journals.sagepub.com
Structural health diagnosis and prognosis is the goal of structural health monitoring.
Vibration-based structural health monitoring methodology has been extensively …

Cable vibration measurement based on broad-band phase-based motion magnification and line tracking algorithm

K Luo, X Kong, X Wang, T Jiang, GT Frøseth… - … Systems and Signal …, 2023 - Elsevier
Cables are important components of cable-supported bridges and the measurement of
cable vibration is very useful for the condition assessment of bridges. The recently …

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

D Jana, S Nagarajaiah - Structural Control and Health …, 2021 - Wiley Online Library
Cables are essential components of the cable‐stayed bridges as they serve as the main
load‐bearing component. Hence, continuous monitoring of such cables becomes necessary …

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

D Jana, S Nagarajaiah, Y Yang - Structural Control and Health …, 2022 - Wiley Online Library
Real‐time health monitoring of stay cables in cable‐stayed bridges is necessary for timely
maintenance and to avoid unforeseen fatigue damage due to vortex‐induced vibration …

Physics-informed machine learning in prognostics and health management: State of the art and challenges

D Weikun, KTP Nguyen, K Medjaher, G Christian… - Applied Mathematical …, 2023 - Elsevier
Prognostics and health management (PHM) plays a constructive role in the equipment's
entire life health service. It has long benefited from intensive research into physics modeling …

Noncontact cable tension force estimation using an integrated vision and inertial measurement system

Z Ma, J Choi, H Sohn - Measurement, 2022 - Elsevier
In this study, a noncontact cable tension force estimation technique was developed using an
integrated vision and inertial measurement system (VIS) installed at a reference point, and …

Modal analysis and tension estimation of stay cables using noncontact vision‐based motion magnification method

S Wangchuk, DM Siringoringo… - Structural Control and …, 2022 - Wiley Online Library
This paper describes a study on modal analysis and tension estimation of stay cables by
vision‐based measurement under ambient condition. Microvibration of stay cable is …

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

D Jana, S Nagarajaiah, Y Yang, S Li - Journal of Civil Structural Health …, 2022 - Springer
Stay-cables in the cable-stayed bridge are the most vital components as they carry the
bridge deck's load and transmit the force to the bridge pylons. However, dynamics loads due …