Structural Health Monitoring Data Quality

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Review of data quality indicators and metrics, and suggestions for

(9 days ago) People also askWhat is structural health monitoring (SHM)?Structural Health Monitoring (SHM) systems have been extensively implemented to deliver data support and safeguard structural safety in structural integrity management context. SHM relies on data that can be noisy in large amounts or scarce. Little work has been done on SHM data quality (DQ).Review of data quality indicators and metrics, and suggestions for aben.springeropen.comWhat are the benefits of structural health monitoring?The benefits of tracking, identifying, measuring features of interest from structure responses have endless applications for saving cost, time and improving safety. To date, structural health monitoring (SHM) has been extensively applied in several fields, such as aerospace, automotive, and mechanical engineering.A Critical Review on Structural Health Monitoring: Definitions link.springer.comDo structural health monitoring systems have a value of information?Structural health monitoring systems can be damaged and provide altered data. The value of information framework is here extended to account for sensor faults. The uncertainty in assessing the state of the monitoring systems is accounted for. Knowing the state of the monitoring system increases the value of information.The value of monitoring a structural health monitoring systemsciencedirect.comCan structural health monitoring be used in civil engineering structures?To date, structural health monitoring (SHM) has been extensively applied in several fields, such as aerospace, automotive, and mechanical engineering. However, the focus of this paper is to provide a comprehensive up-to-date review of civil engineering structures such as buildings, bridges, and other infrastructures.A Critical Review on Structural Health Monitoring: Definitions link.springer.comFeedbackSAGE Journalshttps://journals.sagepub.com/doi/10.1177/14759217221138724Data quality evaluation for bridge structural health …WebAs a result, structural performance may be incorrectly evaluated because pseudo normal data are not recognized and eliminated from the monitoring data. This study developed a novel quality evaluation framework for monitoring data of bridge …

https://aben.springeropen.com/articles/10.1186/s43251-022-00068-9#:~:text=Data%20quality%20%28DQ%29%20assurance%20plays%20a%20crucial%20role,Data%20and%20information%20are%20the%20pillars%20of%20SHM.

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Bayesian Decision-Making Process Including Structural …

(9 days ago) WebThe article introduces a decision-making framework and process for including the data quality (DQ) of structural health monitoring (SHM) for bridge management. …

https://link.springer.com/article/10.1007/s12205-024-0030-y

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From data to insight, enhancing structural health …

(9 days ago) WebStructural Health Monitoring (SHM) and non-destructive testing and evaluation (NDT&E) have now been acknowledged as essential for evaluating the …

https://iopscience.iop.org/article/10.1088/2631-8695/acefae

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Structural Health Monitoring - Volume 22, Number 5, Sep …

(1 days ago) WebData quality evaluation for bridge structural health monitoring based on deep learning and frequency-domain information. The structural health monitoring (SHM) data of …

https://journals.sagepub.com/toc/shm/22/5

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Structural Health Monitoring: Sage Journals

(7 days ago) WebStructural Health Monitoring publishes peer-reviewed papers on technical investigations of structural health monitoring methods and technologies with an …

https://journals.sagepub.com/home/shm

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A Critical Review on Structural Health Monitoring

(Just Now) WebThe benefits of tracking, identifying, measuring features of interest from structure responses have endless applications for saving cost, time and improving safety. To date, …

https://link.springer.com/article/10.1007/s11831-021-09665-9

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Structural Health Monitoring Based on Data Science …

(6 days ago) WebAbout this book. The modern structural health monitoring (SHM) paradigm of transforming in situ, real-time data acquisition into actionable decisions regarding structural performance, health state, maintenance, …

https://link.springer.com/book/10.1007/978-3-030-81716-9

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Structural Health Monitoring: Latest Applications and …

(1 days ago) WebIn conclusion, topics presented in the Special Issue titled “Structural Health Monitoring: Latest Applications and Data Analysis” cover a wide range of areas not only …

https://www.mdpi.com/2076-3417/13/13/7617

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A Critical Review for Trustworthy and Explainable …

(Just Now) WebTrustworthy and explainable structural health monitoring (SHM) of bridges is crucial for ensuring the safe maintenance and operation of deficient structures. Unfortunately, existing SHM methods pose …

https://www.mdpi.com/2071-1050/15/8/6389

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Concrete and steel bridge Structural Health Monitoring—Insight …

(7 days ago) WebStructural Health Monitoring (SHM) systems have been installed on bridges across the world at an increasing rate in recent years, providing vital data for …

https://www.sciencedirect.com/science/article/pii/S0950061823023127

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Structural monitoring data repair based on a long short-term …

(Just Now) WebWan et al. 22 introduced a novel approach for structural health monitoring data recovery based on multi-dimensional Gaussian processes and prior Bayesian …

https://www.nature.com/articles/s41598-024-60196-2

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Deep learning-based structural health monitoring - ScienceDirect

(7 days ago) WebThis article provides a comprehensive review of deep learning-based structural health monitoring (DL-based SHM). It encompasses a broad spectrum of DL …

https://www.sciencedirect.com/science/article/pii/S0926580524000645

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Abnormal data detection for structural health monitoring: State-of …

(7 days ago) WebStructural health monitoring (SHM) is widely used to monitor and assess the condition and performance of engineering structures such as, buildings, bridges, …

https://www.sciencedirect.com/science/article/pii/S2666165924000188

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A review on structural health monitoring: past to present

(Just Now) WebThe field of structural health monitoring (SHM) has gained significant attention from academia and industry, particularly in the realm of damage detection. This …

https://link.springer.com/article/10.1007/s41062-023-01217-3

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A Systematic Review of Structural Health Monitoring Systems to

(3 days ago) WebStructural health monitoring systems have also significantly increased interest in monitoring cultural heritage structures [21,22,23,24,25,26]. For instance, the …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9736237/

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Structural Health Monitoring - Volume 21, Number 6, Nov 01, 2022

(1 days ago) WebThree decades of statistical pattern recognition paradigm for SHM of bridges. Eloi Figueiredo. James Brownjohn. Preview abstract. xml GET ACCESS. Table of contents …

https://journals.sagepub.com/toc/shm/21/6

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Data quality evaluation for bridge structural health monitoring …

(8 days ago) WebA novel quality evaluation framework for monitoring data of bridge dynamic response that can better recognize pseudo normal data from the monitoring data and …

https://www.semanticscholar.org/paper/Data-quality-evaluation-for-bridge-structural-based-Deng-Ju/189331683b3971d7f2c3e80f0ad99222fc26ea9b

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Machine learning and structural health monitoring overview with

(3 days ago) WebNear real-time and online damage assessment in structural health monitoring (SHM) systems is a promising transition toward bridging the gaps between …

https://journals.sagepub.com/doi/full/10.1177/14759217211036880

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The value of monitoring a structural health monitoring system

(7 days ago) WebStructural Health Monitoring (SHM) systems are adopted to acquire timely and continuous data on the state of civil structures, aerospace vehicles, and industrial …

https://www.sciencedirect.com/science/article/pii/S016747302200087X

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Data quality evaluation for bridge structural health monitoring …

(4 days ago) WebArticle on Data quality evaluation for bridge structural health monitoring based on deep learning and frequency-domain information, published in Structural …

https://discovery.researcher.life/article/data-quality-evaluation-for-bridge-structural-health-monitoring-based-on-deep-learning-and-frequency-domain-information/a230d776162f30b899a6274edb765252

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Data Quality Monitoring: A Guide to Ensure Data Integrity

(9 days ago) WebData quality monitoring (DQM) plays a critical role in safeguarding the integrity of these datasets. It is a set of processes designed to assess, measure, and …

https://hevodata.com/learn/what-is-data-quality-monitoring/

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Machine Learning Applications in Optical Fiber Sensing: A …

(2 days ago) WebThe constant monitoring and control of various health, infrastructure, and natural factors have led to the design and development of technological devices in a wide range of …

https://ui.adsabs.harvard.edu/abs/2024Senso..24.2200R/abstract

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Structural Health Monitoring - Volume 23, Number 3, May 01, 2024

(4 days ago) WebIn structural health monitoring (SHM), there is an increasing demand for real-time image-based damage detection. Thermal integrity testing has been …

https://journals.sagepub.com/toc/shm/current

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