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Open AccessJournal ArticleDOI

An overview on structural health monitoring: From the current state-of-the-art to new bio-inspired sensing paradigms

TLDR
A framework for new bio-inspired sensing paradigms aimed at guiding the identification of tailored attributes to transplant from nature to SHM is outlined.
Abstract
In the last decades, the field of structural health monitoring (SHM) has grown exponentially. Yet, several technical constraints persist, which are preventing full realisation of its potential. To upgrade current state-of-the-art technologies, researchers have started to look at nature's creations giving rise to a new field called 'biomimetics', which operates across the border between living and non-living systems. The highly optimised and time-tested performance of biological assemblies keeps on inspiring the development of bio-inspired artificial counterparts that can potentially outperform conventional systems. After a critical appraisal on the current status of SHM, this paper presents a review of selected works related to neural, cochlea and immune-inspired algorithms implemented in the field of SHM, including a brief survey of the advancements of bio-inspired sensor technology for the purpose of SHM. In parallel to this engineering progress, a more in-depth understanding of the most suitable biological patterns to be transferred into multimodal SHM systems is fundamental to foster new scientific breakthroughs. Hence, grounded in the dissection of three selected human biological systems, a framework for new bio-inspired sensing paradigms aimed at guiding the identification of tailored attributes to transplant from nature to SHM is outlined.

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Citations
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Journal ArticleDOI

Analysis of User Satisfaction with Online Education Platforms in China during the COVID-19 Pandemic

TL;DR: This paper uses a questionnaire survey and web crawler to collect experience data of online and offline users, constructs a customer satisfaction index system by analyzing emotion and the existing literature for quantitative analysis, and builds aback propagation (BP) neural network model to forecast user satisfaction.
Journal ArticleDOI

Intelligent robotic systems for structural health monitoring: Applications and future trends

TL;DR: In this article , a comprehensive literature review is intended to provide guidelines for choosing the appropriate robotic platform for defect inspection or vibration measurement of bridges and other types of civil infrastructure and also can give some insights into the development of versatile robots for structural health monitoring (SHM) applications.
Book ChapterDOI

A State-of-the-Art Review of Nature-Inspired Systems for Smart Structures

TL;DR: A state-of-the-art review of nature-inspired systems that exhibit potential to advance smart structures is presented, providing decision support on how to advantageously apply the benefits of nature -inspired systems to smart structures.
Journal ArticleDOI

An Approach for Time Synchronization of Wireless Accelerometer Sensors Using Frequency-Squeezing-Based Operational Modal Analysis

TL;DR: In this article , the authors proposed a time synchronization approach to detect and correct asynchronous dynamic responses based on frequency domain decomposition (FDD) with frequency-squeezing processing (FSP).
Journal ArticleDOI

Structural Health Monitoring and Management of Cultural Heritage Structures: A State-of-the-Art Review

TL;DR: In this paper , the authors present a state-of-the-art evaluation of the current traditional and innovative Structural Health Monitoring (SHM) techniques adopted for CHS and to identify future research trends.
References
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Genetic algorithms in search, optimization and machine learning

TL;DR: This book brings together the computer techniques, mathematical tools, and research results that will enable both students and practitioners to apply genetic algorithms to problems in many fields.
Journal ArticleDOI

Particle swarm optimization

TL;DR: A snapshot of particle swarming from the authors’ perspective, including variations in the algorithm, current and ongoing research, applications and open problems, is included.
Journal ArticleDOI

A logical calculus of the ideas immanent in nervous activity

TL;DR: In this article, it is shown that many particular choices among possible neurophysiological assumptions are equivalent, in the sense that for every net behaving under one assumption, there exists another net which behaves under another and gives the same results, although perhaps not in the same time.
Book

The organization of behavior

D. O. Hebb
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