Structural Health Monitoring Based On Data Science Techniques

Author : Alexandre Cury,Diogo Ribeiro,Filippo Ubertini,Michael D. Todd
Publisher : Springer Nature
Page : 490 pages
File Size : 53,8 Mb
Release : 2021-10-23
Category : Computers
ISBN : 9783030817169

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Structural Health Monitoring Based on Data Science Techniques by Alexandre Cury,Diogo Ribeiro,Filippo Ubertini,Michael D. Todd Pdf

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.

Author : Mohammad Noori,Carlo Rainieri,Marco Domaneschi,Vasilis Sarhosis
Publisher : CRC Press
Page : 0 pages
File Size : 44,7 Mb
Release : 2023-10
Category : Electronic
ISBN : 1032308370

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Data Driven Methods for Civil Structural Health Monitoring and Resilience by Mohammad Noori,Carlo Rainieri,Marco Domaneschi,Vasilis Sarhosis Pdf

Data Driven Methods for Civil Structural Health Monitoring and Resilience: Latest Developments and Applications provides a comprehensive overview of data-driven methods for structural health monitoring (SHM) and resilience of civil engineering structures, mostly based on artificial intelligence or other advanced data science techniques. This allows existing structures to be turned into smart structures, thereby allowing them to provide intelligible information about their state of health and performance on a continuous, relatively real-time basis. Artificial-intelligence-based methodologies are becoming increasingly more attractive for civil engineering and SHM applications; machine learning and deep learning methods can be applied and further developed to transform the available data into valuable information for engineers and decision makers.

Author : Mohammad Noori,Carlo Rainieri,Marco Domaneschi,Vasilis Sarhosis
Publisher : CRC Press
Page : 459 pages
File Size : 44,9 Mb
Release : 2023-10-26
Category : Technology & Engineering
ISBN : 9781000965582

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Data Driven Methods for Civil Structural Health Monitoring and Resilience by Mohammad Noori,Carlo Rainieri,Marco Domaneschi,Vasilis Sarhosis Pdf

Data Driven Methods for Civil Structural Health Monitoring and Resilience: Latest Developments and Applications provides a comprehensive overview of data-driven methods for structural health monitoring (SHM) and resilience of civil engineering structures, mostly based on artificial intelligence or other advanced data science techniques. This allows existing structures to be turned into smart structures, thereby allowing them to provide intelligible information about their state of health and performance on a continuous, relatively real-time basis. Artificial-intelligence-based methodologies are becoming increasingly more attractive for civil engineering and SHM applications; machine learning and deep learning methods can be applied and further developed to transform the available data into valuable information for engineers and decision makers.

Author : Mohammad Noori,Fuh-Gwo Yuan,Ehsan Noroozinejad Farsangi
Publisher : Walter de Gruyter GmbH & Co KG
Page : 274 pages
File Size : 45,5 Mb
Release : 2023-09-04
Category : Technology & Engineering
ISBN : 9783110791426

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Data-Centric Structural Health Monitoring by Mohammad Noori,Fuh-Gwo Yuan,Ehsan Noroozinejad Farsangi Pdf

Author : Piervincenzo Rizzo,Alberto Milazzo
Publisher : Springer Nature
Page : 1129 pages
File Size : 44,6 Mb
Release : 2022-06-15
Category : Technology & Engineering
ISBN : 9783031072581

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European Workshop on Structural Health Monitoring by Piervincenzo Rizzo,Alberto Milazzo Pdf

This volume gathers the latest advances, innovations, and applications in the field of structural health monitoring (SHM) and more broadly in the fields of smart materials and intelligent systems, as presented by leading international researchers and engineers at the 10th European Workshop on Structural Health Monitoring (EWSHM), held in Palermo, Italy on July 4-7, 2022. The volume covers highly diverse topics, including signal processing, smart sensors, autonomous systems, remote sensing and support, UAV platforms for SHM, Internet of Things, Industry 4.0, and SHM for civil structures and infrastructures. The contributions, which are published after a rigorous international peer-review process, highlight numerous exciting ideas that will spur novel research directions and foster multidisciplinary collaboration among different specialists.

Author : Plevris, Vagelis,Ahmad, Afaq,Lagaros, Nikos D.
Publisher : IGI Global
Page : 404 pages
File Size : 42,5 Mb
Release : 2023-06-05
Category : Technology & Engineering
ISBN : 9781668456446

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Artificial Intelligence and Machine Learning Techniques for Civil Engineering by Plevris, Vagelis,Ahmad, Afaq,Lagaros, Nikos D. Pdf

In recent years, artificial intelligence (AI) has drawn significant attention with respect to its applications in several scientific fields, varying from big data handling to medical diagnosis. A tremendous transformation has taken place with the emerging application of AI. AI can provide a wide range of solutions to address many challenges in civil engineering. Artificial Intelligence and Machine Learning Techniques for Civil Engineering highlights the latest technologies and applications of AI in structural engineering, transportation engineering, geotechnical engineering, and more. It features a collection of innovative research on the methods and implementation of AI and machine learning in multiple facets of civil engineering. Covering topics such as damage inspection, safety risk management, and information modeling, this premier reference source is an essential resource for engineers, government officials, business leaders and executives, construction managers, students and faculty of higher education, librarians, researchers, and academicians.

Author : Charles R. Farrar,Keith Worden
Publisher : John Wiley & Sons
Page : 735 pages
File Size : 40,7 Mb
Release : 2012-11-19
Category : Technology & Engineering
ISBN : 9781118443217

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Structural Health Monitoring by Charles R. Farrar,Keith Worden Pdf

Written by global leaders and pioneers in the field, this book is a must-have read for researchers, practicing engineers and university faculty working in SHM. Structural Health Monitoring: A Machine Learning Perspective is the first comprehensive book on the general problem of structural health monitoring. The authors, renowned experts in the field, consider structural health monitoring in a new manner by casting the problem in the context of a machine learning/statistical pattern recognition paradigm, first explaining the paradigm in general terms then explaining the process in detail with further insight provided via numerical and experimental studies of laboratory test specimens and in-situ structures. This paradigm provides a comprehensive framework for developing SHM solutions. Structural Health Monitoring: A Machine Learning Perspective makes extensive use of the authors’ detailed surveys of the technical literature, the experience they have gained from teaching numerous courses on this subject, and the results of performing numerous analytical and experimental structural health monitoring studies. Considers structural health monitoring in a new manner by casting the problem in the context of a machine learning/statistical pattern recognition paradigm Emphasises an integrated approach to the development of structural health monitoring solutions by coupling the measurement hardware portion of the problem directly with the data interrogation algorithms Benefits from extensive use of the authors’ detailed surveys of 800 papers in the technical literature and the experience they have gained from teaching numerous short courses on this subject.

Author : Joan Ramon Casas,Dan M. Frangopol,Jose Turmo
Publisher : CRC Press
Page : 5491 pages
File Size : 47,6 Mb
Release : 2022-06-26
Category : Technology & Engineering
ISBN : 9781000798777

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Bridge Safety, Maintenance, Management, Life-Cycle, Resilience and Sustainability by Joan Ramon Casas,Dan M. Frangopol,Jose Turmo Pdf

Bridge Safety, Maintenance, Management, Life-Cycle, Resilience and Sustainability contains lectures and papers presented at the Eleventh International Conference on Bridge Maintenance, Safety and Management (IABMAS 2022, Barcelona, Spain, 11–15 July, 2022). This e-book contains the full papers of 322 contributions presented at IABMAS 2022, including the T.Y. Lin Lecture, 4 Keynote Lectures, and 317 technical papers from 36 countries all around the world. The contributions deal with the state-of-the-art as well as emerging concepts and innovative applications related to the main aspects of safety, maintenance, management, life-cycle, resilience, sustainability and technological innovations of bridges. Major topics include: advanced bridge design, construction and maintenance approaches, safety, reliability and risk evaluation, life-cycle management, life-cycle, resilience, sustainability, standardization, analytical models, bridge management systems, service life prediction, structural health monitoring, non-destructive testing and field testing, robustness and redundancy, durability enhancement, repair and rehabilitation, fatigue and corrosion, extreme loads, needs of bridge owners, whole life costing and investment for the future, financial planning and application of information and computer technology, big data analysis and artificial intelligence for bridges, among others. This volume provides both an up-to-date overview of the field of bridge engineering and significant contributions to the process of making more rational decisions on bridge safety, maintenance, management, life-cycle, resilience and sustainability of bridges for the purpose of enhancing the welfare of society. The volume serves as a valuable reference to all concerned with and/or involved in bridge structure and infrastructure systems, including students, researchers and practitioners from all areas of bridge engineering.

Author : Alper Ilki,Derya Çavunt,Yavuz Selim Çavunt
Publisher : Springer Nature
Page : 1969 pages
File Size : 42,8 Mb
Release : 2023-05-31
Category : Technology & Engineering
ISBN : 9783031325199

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Building for the Future: Durable, Sustainable, Resilient by Alper Ilki,Derya Çavunt,Yavuz Selim Çavunt Pdf

This book presents the proceedings of the fib Symposium “Building for the future: Durable, Sustainable, Resilient”, held in Istanbul, Turkey, on 5–7 June 2023. The book covers topics such as concrete and innovative materials, structural performance and design, construction methods and management, and outstanding structures. fib (The International Federation for Structural Concrete) is a not-for-profit association whose mission is to develop at an international level the study of scientific and practical matters capable of advancing the technical, economic, aesthetic, and environmental performance of concrete construction.

Author : Hae Young Noh,Matthew Whelan,P. Scott Harvey
Publisher : Springer Nature
Page : 111 pages
File Size : 46,6 Mb
Release : 2022-07-23
Category : Technology & Engineering
ISBN : 9783031054495

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Dynamics of Civil Structures, Volume 2 by Hae Young Noh,Matthew Whelan,P. Scott Harvey Pdf

Dynamics of Civil Structures, Volume 2: Proceedings of the 40th IMAC, A Conference and Exposition on Structural Dynamics, 2022, the second volume of nine from the Conference brings together contributions to this important area of research and engineering. The collection presents early findings and case studies on fundamental and applied aspects of the Dynamics of Civil Structures, including papers on: Structural Vibration Humans & Structures Innovative Measurement for Structural Applications Smart Structures and Automation Modal Identification of Structural Systems Bridges and Novel Vibration Analysis Sensors and Control

Author : Rui Calcada,Sakdirat Kaewunruen
Publisher : Woodhead Publishing
Page : 496 pages
File Size : 52,7 Mb
Release : 2022-06-28
Category : Technology & Engineering
ISBN : 9780128210437

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Rail Infrastructure Resilience by Rui Calcada,Sakdirat Kaewunruen Pdf

Economic growth, security and sustainability across Europe are at risk due to ageing railway infrastructure systems. At present, the majority of such systems are aging and some have even reached their initial design lives. These issues align with a major challenge in civil engineering: how to restore and improve urban infrastructure and built environments. Policy, environmental and physical barriers must be addressed and overcome. The complex and interconnected nature of the problem means that there is a need for academia, industry, communities and governments to work collaboratively. The challenges posed by extreme events from natural and man-made disasters are urgent. Rail Infrastructure Resilience: A Best-Practices Handbook presents developed improvement methods for rail infrastructure systems, toward resilience to extreme conditions. It shows how best to use new information in the engineering design, maintenance, construction and renewal of rail infrastructure resilience, through knowledge exchange and capability development. The book presents the outcome of a major European research project, known as the RISEN project. RISEN aimed to enhance knowledge creation and transfer using both international and intersectoral secondment mechanisms among European Advanced Rail Research Universities and SMEs, and Non-EU, leading rail universities, providing methodological approaches and practical tools for restoring and improving railway infrastructure systems for extreme events. Edited and written by members of this project, this book will be essential reading for researchers and practitioners hoping to find practical solutions to the challenges of rail infrastructure resilience. Offers a best-practices handbook for rail infrastructure resilience from the leaders in the field Paints a holistic picture of the rail transport system, showing that infrastructure maintenance intervention can be enhanced through advanced monitoring systems and resilience design Presents rail infrastructure resilience and advanced condition monitoring, allowing a better understanding of the critical maintenance, renewal and retrofit needs of railways Considers how academia, industry, communities and governments can work collaboratively in order to tackle aggregated problems in rail infrastructure resilience Presents the findings from the RISEN project, the leading European project on enhancing knowledge creation and transfer of expertise on rail infrastructure resilience

Author : Ramin Madarshahian,François Hemez
Publisher : Springer Nature
Page : 185 pages
File Size : 55,8 Mb
Release : 2023-12-07
Category : Computers
ISBN : 9783031349461

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Data Science in Engineering, Volume 10 by Ramin Madarshahian,François Hemez Pdf

Data Science in Engineering, Volume 10: Proceedings of the 41st IMAC, A Conference and Exposition on Structural Dynamics, 2023, the tenth volume of ten from the Conference brings together contributions to this important area of research and engineering. The collection presents early findings and case studies on fundamental and applied aspects of Data Science in Engineering, including papers on: Novel Data-driven Analysis Methods Deep Learning Gaussian Process Analysis Real-time Video-based Analysis Applications to Nonlinear Dynamics and Damage Detection High-rate Structural Monitoring and Prognostics

Author : Daniel Balageas,Claus-Peter Fritzen,Alfredo Güemes
Publisher : John Wiley & Sons
Page : 496 pages
File Size : 45,8 Mb
Release : 2010-01-05
Category : Technology & Engineering
ISBN : 9780470394403

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Structural Health Monitoring by Daniel Balageas,Claus-Peter Fritzen,Alfredo Güemes Pdf

This book is organized around the various sensing techniques used to achieve structural health monitoring. Its main focus is on sensors, signal and data reduction methods and inverse techniques, which enable the identification of the physical parameters, affected by the presence of the damage, on which a diagnostic is established. Structural Health Monitoring is not oriented by the type of applications or linked to special classes of problems, but rather presents broader families of techniques: vibration and modal analysis; optical fibre sensing; acousto-ultrasonics, using piezoelectric transducers; and electric and electromagnetic techniques. Each chapter has been written by specialists in the subject area who possess a broad range of practical experience. The book will be accessible to students and those new to the field, but the exhaustive overview of present research and development, as well as the numerous references provided, also make it required reading for experienced researchers and engineers.

Author : Mohammad Noori,Carlo Rainieri,Marco Domaneschi,Vasilis Sarhosis
Publisher : CRC Press
Page : 358 pages
File Size : 44,7 Mb
Release : 2023-10-26
Category : Technology & Engineering
ISBN : 9781000965551

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Data Driven Methods for Civil Structural Health Monitoring and Resilience by Mohammad Noori,Carlo Rainieri,Marco Domaneschi,Vasilis Sarhosis Pdf

Data Driven Methods for Civil Structural Health Monitoring and Resilience: Latest Developments and Applications provides a comprehensive overview of data-driven methods for structural health monitoring (SHM) and resilience of civil engineering structures, mostly based on artificial intelligence or other advanced data science techniques. This allows existing structures to be turned into smart structures, thereby allowing them to provide intelligible information about their state of health and performance on a continuous, relatively real-time basis. Artificial-intelligence-based methodologies are becoming increasingly more attractive for civil engineering and SHM applications; machine learning and deep learning methods can be applied and further developed to transform the available data into valuable information for engineers and decision makers.

Author : Alphose Zingoni
Publisher : CRC Press
Page : 4438 pages
File Size : 46,9 Mb
Release : 2022-09-02
Category : Technology & Engineering
ISBN : 9781000824360

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Current Perspectives and New Directions in Mechanics, Modelling and Design of Structural Systems by Alphose Zingoni Pdf

Current Perspectives and New Directions in Mechanics, Modelling and Design of Structural Systems comprises 330 papers that were presented at the Eighth International Conference on Structural Engineering, Mechanics and Computation (SEMC 2022, Cape Town, South Africa, 5-7 September 2022). The topics featured may be clustered into six broad categories that span the themes of mechanics, modelling and engineering design: (i) mechanics of materials (elasticity, plasticity, porous media, fracture, fatigue, damage, delamination, viscosity, creep, shrinkage, etc); (ii) mechanics of structures (dynamics, vibration, seismic response, soil-structure interaction, fluid-structure interaction, response to blast and impact, response to fire, structural stability, buckling, collapse behaviour); (iii) numerical modelling and experimental testing (numerical methods, simulation techniques, multi-scale modelling, computational modelling, laboratory testing, field testing, experimental measurements); (iv) design in traditional engineering materials (steel, concrete, steel-concrete composite, aluminium, masonry, timber); (v) innovative concepts, sustainable engineering and special structures (nanostructures, adaptive structures, smart structures, composite structures, glass structures, bio-inspired structures, shells, membranes, space structures, lightweight structures, etc); (vi) the engineering process and life-cycle considerations (conceptualisation, planning, analysis, design, optimization, construction, assembly, manufacture, maintenance, monitoring, assessment, repair, strengthening, retrofitting, decommissioning). Two versions of the papers are available: full papers of length 6 pages are included in the e-book, while short papers of length 2 pages, intended to be concise but self-contained summaries of the full papers, are in the printed book. This work will be of interest to civil, structural, mechanical, marine and aerospace engineers, as well as planners and architects.