Design and Validation of Structural Health Monitoring System Based on Bio-inspired Algorithms

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Release : 2016
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Design and Validation of Structural Health Monitoring System Based on Bio-inspired Algorithms - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Design and Validation of Structural Health Monitoring System Based on Bio-inspired Algorithms write by Maribel Anaya Vejar. This book was released on 2016. Design and Validation of Structural Health Monitoring System Based on Bio-inspired Algorithms available in PDF, EPUB and Kindle. The need of ensure the proper performance of the structures in service has made of structural health monitoring (SHM) a priority research area. Researchers all around the world have focused efforts on the development of new ways to continuous monitoring the structures and analyze the data collected from the inspection process in order to provide information about the current state and avoid possible catastrophes. To perform an effective analysis of the data, the development of methodologies is crucial in order to assess the structures with a low computational cost and with a high reliability. These desirable features can be found in biological systems, and these can be emulated by means of computational systems. The use of bio-inspired algorithms is a recent approach that has demonstrated its effectiveness in data analysis in different areas. Since these algorithms are based in the emulation of biological systems that have demonstrated its effectiveness for several generations, it is possible to mimic the evolution process and its adaptability characteristics by using computational algorithms. Specially in pattern recognition, several algorithms have shown good performance. Some widely used examples are the neural networks, the fuzzy systems and the genetic algorithms. This thesis is concerned about the development of bio-inspired methodologies for structural damage detection and classification. This document is organized in five chapters. First, an overview of the problem statement, the objectives, general results, a brief theoretical background and the description of the different experimental setups are included in Chapter 1 (Introduction). Chapters 2 to 4 include the journal papers published by the author of this thesis. The discussion of the results, some conclusions and the future work can be found on Chapter 5. Finally, Appendix A includes other contributions such as a book chapter and some conference papers.

Structural Health Monitoring Based on Data Science Techniques

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Release : 2021-10-23
Genre : Computers
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Book Rating : 164/5 ( reviews)

Structural Health Monitoring Based on Data Science Techniques - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Structural Health Monitoring Based on Data Science Techniques write by Alexandre Cury. This book was released on 2021-10-23. Structural Health Monitoring Based on Data Science Techniques available in PDF, EPUB and Kindle. The modern structural health monitoring (SHM) paradigm of transforming in situ, real-time data acquisition into actionable decisions regarding structural performance, health state, maintenance, or life cycle assessment has been accelerated by the rapid growth of “big data” availability and advanced data science. Such data availability coupled with a wide variety of machine learning and data analytics techniques have led to rapid advancement of how SHM is executed, enabling increased transformation from research to practice. This book intends to present a representative collection of such data science advancements used for SHM applications, providing an important contribution for civil engineers, researchers, and practitioners around the world.

Structural Health Monitoring

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Release : 2020-05-14
Genre : Technology & Engineering
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Book Rating : 885/5 ( reviews)

Structural Health Monitoring - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Structural Health Monitoring write by Ranjan Ganguli. This book was released on 2020-05-14. Structural Health Monitoring available in PDF, EPUB and Kindle. This book discusses systems of damage detection and structural health monitoring in mechanical, civil, and aerospace structures. It utilizes principles of fuzzy logic, probability theory, and signal processing to develop systems and approaches that are robust in the presence of both noise in the data and variations in properties of materials which are intrinsic to the process of mass production. This volume will be useful to graduate students, researchers, and engineers working in this area, especially those looking to understand and address model uncertainty in their algorithms.

Emerging Design Solutions in Structural Health Monitoring Systems

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Release : 2015-10-07
Genre : Technology & Engineering
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Book Rating : 917/5 ( reviews)

Emerging Design Solutions in Structural Health Monitoring Systems - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Emerging Design Solutions in Structural Health Monitoring Systems write by Diego Alexander Tibaduiza Burgos. This book was released on 2015-10-07. Emerging Design Solutions in Structural Health Monitoring Systems available in PDF, EPUB and Kindle. "This book seeks to advance cutting-edge research in the field, with a special focus on cross-disciplinary work involving recent advances in IT, enabling structural-health experts to wield groundbreaking new models of artificial intelligence as a diagnostic tool capable of identifying future problems before they even appear"--Provided by publisher.

Structural Health Monitoring 2011

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Release : 2011
Genre : Technology & Engineering
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Book Rating : 53X/5 ( reviews)

Structural Health Monitoring 2011 - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Structural Health Monitoring 2011 write by Fu-Kuo Chang. This book was released on 2011. Structural Health Monitoring 2011 available in PDF, EPUB and Kindle. This 2-volume set of books, comprising over 2,700 total pages, presents 325 fully original presentations on recent advances in structural health monitoring, as applied to commercial and military aircraft (manned and unmanned), high-rise buildings, wind turbines, civil infrastructure, power plants and ships. One general theme of the books is how SHM can be used for condition-based maintenance, with the goal of developing prediction-based systems, designed to save money over the life of vehicles and structures. A second theme centers on technologies for developing systems comprising sensors, diagnostic data and decision-making, with a focus on intelligent materials able to respond to damage and in some cases repair it. Finally the books discuss the relation among data, data interpretation and decision-making in managing a wide variety of complex structures and vehicles. More recent technologies discussed in the books include SHM and environmental effects, energy harvesting, non-contact sensing, and intelligent networks.Material in these books was first presented in September, 2011 at a conference held at Stanford University and sponsored by the Air Force Office of Scientific Research, the Army Research Office, the Office of Naval Research and the National Science Foundation. Some of the highlights of the books include: SHM technologies for condition-based maintenance (CBM) and predictive maintenance Verification, validation, qualification, data mining, prognostics systems for decision-making Structural health, sensing and materials in closed-loop intelligent networks Military and aerospace, bioinspired sensors, wind turbines, monitoring with MEMS, damage sensing, hot spot monitoring, SHM and ships, high-rise structures Includes a fully-searchable CD-ROM displaying many figures and charts in full color