Health Monitoring Systems

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Optimizing Health Monitoring Systems With Wireless Technology

Author : Wickramasinghe, Nilmini
Publisher : IGI Global
ISBN 13 : 1522560688
Total Pages : 338 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Optimizing Health Monitoring Systems With Wireless Technology by : Wickramasinghe, Nilmini

Download or read book Optimizing Health Monitoring Systems With Wireless Technology written by Wickramasinghe, Nilmini and published by IGI Global. This book was released on 2020-12-11 with total page 338 pages. Available in PDF, EPUB and Kindle. Book excerpt: The digital transformation of healthcare delivery is in full swing. Health monitoring is increasingly becoming more effective, efficient, and timely through mobile devices that are now widely available. This, as well as wireless technology, is essential to assessing, diagnosing, and treating medical ailments. However, systems and applications that boost wellness must be properly designed and regulated in order to protect the patient and provide the best care. Optimizing Health Monitoring Systems With Wireless Technology is an essential publication that focuses on critical issues related to the design, development, and deployment of wireless technology solutions for healthcare and wellness. Highlighting a broad range of topics including solution evaluation, privacy and security, and policy and regulation, this book is ideally designed for clinicians, hospital directors, hospital managers, consultants, health IT developers, healthcare providers, engineers, software developers, policymakers, researchers, academicians, and students.

U-Healthcare Monitoring Systems

Author : Nilanjan Dey
Publisher : Academic Press
ISBN 13 : 0128156384
Total Pages : 427 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis U-Healthcare Monitoring Systems by : Nilanjan Dey

Download or read book U-Healthcare Monitoring Systems written by Nilanjan Dey and published by Academic Press. This book was released on 2018-09-17 with total page 427 pages. Available in PDF, EPUB and Kindle. Book excerpt: U-Healthcare Monitoring Systems: Volume One: Design and Applications focuses on designing efficient U-healthcare systems which require the integration and development of information technology service/facilities, wireless sensors technology, wireless communication tools, and localization techniques, along with health management monitoring, including increased commercialized service or trial services. These u-healthcare systems allow users to check and remotely manage the health conditions of their parents. Furthermore, context-aware service in u-healthcare systems includes a computer which provides an intelligent service based on the user’s different conditions by outlining appropriate information relevant to the user’s situation. This volume will help engineers design sensors, wireless systems and wireless communication embedded systems to provide an integrated u-healthcare monitoring system. This volume provides readers with a solid basis in the design and applications of u-healthcare monitoring systems. Provides a solid basis in the design and applications of the u-healthcare monitoring systems Illustrates the concept of the u-healthcare monitoring system and its requirements, with a specific focus on the medical sensors and wireless sensors communication Presents a multidisciplinary volume that includes different applications of the monitoring system which highlight the main features for biomedical sensor devices

Health Monitoring Systems

Author : Rajarshi Gupta
Publisher : CRC Press
ISBN 13 : 1498775837
Total Pages : 337 pages
Book Rating : 4.4/5 (987 download)

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Book Synopsis Health Monitoring Systems by : Rajarshi Gupta

Download or read book Health Monitoring Systems written by Rajarshi Gupta and published by CRC Press. This book was released on 2019-11-21 with total page 337 pages. Available in PDF, EPUB and Kindle. Book excerpt: Remote health monitoring using wearable sensors is an important research area involving several key steps: physiological parameter sensing and data acquisition, data analysis, data security, data transmission to caregivers, and clinical intervention, all of which play a significant role to form a closed loop system. Subject-specific behavioral and clinical traits, coupled with individual physiological differences, necessitate a personalized healthcare delivery model for around-the-clock monitoring within the home environment. Cardiovascular disease monitoring is an illustrative application domain where research has been instrumental in enabling a personalized closed-loop monitoring system, which has been showcased in this book. Health Monitoring Systems: An Enabling Technology for Patient Care provides a holistic overview of state-of-the-art monitoring systems facilitated by Internet of Things (IoT) technology. The book lists out the details on biomedical signal acquisition, processing, and data security, the fundamental building blocks towards an ambulatory health monitoring infrastructure. The fundamentals have been complimented with other relevant topics including applications which provide an in-depth view on remote health monitoring systems. Key Features: Presents examples of state-of-the-art health monitoring systems using IoT infrastructure Covers the full spectrum of physiological sensing, data acquisition, processing, and data security Provides relevant example applications demonstrating the benefits of technological advancements aiding disease prognosis This book serves as a beginner’s guide for engineering students of electrical and computer science, practicing engineers, researchers, and scientists who are interested in having an overview of pervasive health monitoring systems using body-worn sensors operating outside the hospital environment. It could also be recommended as a reference for a graduate or master’s level course on biomedical instrumentation and signal processing.

Sensors for Health Monitoring

Author : Nilanjan Dey
Publisher : Academic Press
ISBN 13 : 012819362X
Total Pages : 322 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Sensors for Health Monitoring by : Nilanjan Dey

Download or read book Sensors for Health Monitoring written by Nilanjan Dey and published by Academic Press. This book was released on 2019-09-09 with total page 322 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sensors for Health Monitoring discusses the characteristics of U-Healthcare systems in different domains, providing a foundation for working professionals and undergraduate and postgraduate students. The book provides information and advice on how to choose the best sensors for a U-Healthcare system, advises and guides readers on how to overcome challenges relating to data acquisition and signal processing, and presents comprehensive coverage of up-to-date requirements in hardware, communication and calculation for next-generation uHealth systems. It then compares new technological and technical trends and discusses how they address expected u-Health requirements. In addition, detailed information on system operations is presented and challenges in ubiquitous computing are highlighted. The book not only helps beginners with a holistic approach toward understanding u-Health systems, but also presents researchers with the technological trends and design challenges they may face when designing such systems. Presents an outstanding update on the use of U-Health data analysis and management tools in different applications, highlighting sensor systems Highlights Internet of Things enabled U-Healthcare Covers different data transmission techniques, applications and challenges with extensive case studies for U-Healthcare systems

Structural Health Monitoring Damage Detection Systems for Aerospace

Author : Markus G. R. Sause
Publisher : Springer Nature
ISBN 13 : 3030721922
Total Pages : 292 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Structural Health Monitoring Damage Detection Systems for Aerospace by : Markus G. R. Sause

Download or read book Structural Health Monitoring Damage Detection Systems for Aerospace written by Markus G. R. Sause and published by Springer Nature. This book was released on 2021 with total page 292 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book presents established methods of structural health monitoring (SHM) and discusses their technological merit in the current aerospace environment. While the aerospace industry aims for weight reduction to improve fuel efficiency, reduce environmental impact, and to decrease maintenance time and operating costs, aircraft structures are often designed and built heavier than required in order to accommodate unpredictable failure. A way to overcome this approach is the use of SHM systems to detect the presence of defects. This book covers all major contemporary aerospace-relevant SHM methods, from the basics of each method to the various defect types that SHM is required to detect to discussion of signal processing developments alongside considerations of aerospace safety requirements. It will be of interest to professionals in industry and academic researchers alike, as well as engineering students. This article/publication is based upon work from COST Action CA18203 (ODIN - http://odin-cost.com/), supported by COST (European Cooperation in Science and Technology). COST (European Cooperation in Science and Technology) is a funding agency for research and innovation networks. Our Actions help connect research initiatives across Europe and enable scientists to grow their ideas by sharing them with their peers. This boosts their research, career and innovation.

Structural Health Monitoring of Civil Infrastructure Systems

Author : Vistasp M. Karbhari
Publisher : Elsevier
ISBN 13 : 1845696824
Total Pages : 552 pages
Book Rating : 4.8/5 (456 download)

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Book Synopsis Structural Health Monitoring of Civil Infrastructure Systems by : Vistasp M. Karbhari

Download or read book Structural Health Monitoring of Civil Infrastructure Systems written by Vistasp M. Karbhari and published by Elsevier. This book was released on 2009-08-25 with total page 552 pages. Available in PDF, EPUB and Kindle. Book excerpt: Structural health monitoring is an extremely important methodology in evaluating the ‘health’ of a structure by assessing the level of deterioration and remaining service life of civil infrastructure systems. This book reviews key developments in research, technologies and applications in this area of civil engineering. It discusses ways of obtaining and analysing data, sensor technologies and methods of sensing changes in structural performance characteristics. It also discusses data transmission and the application of both individual technologies and entire systems to bridges and buildings. With its distinguished editors and international team of contributors, Structural health monitoring of civil infrastructure systems is a valuable reference for students in civil and structural engineering programs as well as those studying sensors, data analysis and transmission at universities. It will also be an important source for practicing civil engineers and designers, engineers and researchers developing sensors, network systems and methods of data transmission and analysis, policy makers, inspectors and those responsible for the safety and service life of civil infrastructure. Reviews key developments in research, technologies and applications Discusses systems used to obtain and analyse data and sensor technologies Assesses methods of sensing changes in structural performance

Occupational Health and Workplace Monitoring at Chemical Agent Disposal Facilities

Author : National Research Council
Publisher : National Academies Press
ISBN 13 : 0309183340
Total Pages : 56 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Occupational Health and Workplace Monitoring at Chemical Agent Disposal Facilities by : National Research Council

Download or read book Occupational Health and Workplace Monitoring at Chemical Agent Disposal Facilities written by National Research Council and published by National Academies Press. This book was released on 2001-01-01 with total page 56 pages. Available in PDF, EPUB and Kindle. Book excerpt: In keeping with a congressional mandate (Public Law 104-484) and the Chemical Weapons Convention, the United States is currently destroying its chemical weapons stockpile. The Army must ensure that the chemical demilitarization workforce is protected from the risks of exposure to hazardous chemicals during disposal operations and during and after facility closure. Good industrial practices developed in the chemical and nuclear energy industries and other operations that involve the processing of hazardous materials include workplace monitoring of hazardous species and a systematic occupational health program for monitoring workers' activities and health. In this report, the National Research Council Committee on Review and Evaluation of the Army Chemical Stockpile Disposal Program examines the methods and systems used at JACADS and TOCDF, the two operational facilities, to monitor the concentrations of airborne and condensed-phase chemical agents, agent breakdown products, and other substances of concern. The committee also reviews the occupational health programs at these sites, including their industrial hygiene and occupational medicine components. Finally, it evaluates the nature, quality, and utility of records of workplace chemical monitoring and occupational health programs.

Intelligent Systems for Science and Information

Author : Liming Chen
Publisher : Springer
ISBN 13 : 3319047027
Total Pages : 439 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Intelligent Systems for Science and Information by : Liming Chen

Download or read book Intelligent Systems for Science and Information written by Liming Chen and published by Springer. This book was released on 2014-01-25 with total page 439 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book Intelligent Systems for Science and Information is the remarkable collection of extended chapters from the selected papers that were published in the proceedings of Science and Information (SAI) Conference 2013. It contains twenty-four chapters in the field of Intelligent Systems, which received highly recommended feedback during SAI Conference 2013 review process. All chapters have gone through substantial extension and consolidation and were subject to another round of rigorous review and additional modification. These chapters represent the state of the art of the cutting-edge research and technologies in related areas, and can help inform relevant research communities and individuals of the future development in Science and Information.

AI and Machine Learning Paradigms for Health Monitoring System

Author : Hasmat Malik
Publisher : Springer Nature
ISBN 13 : 9813344121
Total Pages : 513 pages
Book Rating : 4.8/5 (133 download)

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Book Synopsis AI and Machine Learning Paradigms for Health Monitoring System by : Hasmat Malik

Download or read book AI and Machine Learning Paradigms for Health Monitoring System written by Hasmat Malik and published by Springer Nature. This book was released on 2021-02-14 with total page 513 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book embodies principles and applications of advanced soft computing approaches in engineering, healthcare and allied domains directed toward the researchers aspiring to learn and apply intelligent data analytics techniques. The first part covers AI, machine learning and data analytics tools and techniques and their applications to the class of several hospital and health real-life problems. In the later part, the applications of AI, ML and data analytics shall be covered over the wide variety of applications in hospital, health, engineering and/or applied sciences such as the clinical services, medical image analysis, management support, quality analysis, bioinformatics, device analysis and operations. The book presents knowledge of experts in the form of chapters with the objective to introduce the theme of intelligent data analytics and discusses associated theoretical applications. At last, it presents simulation codes for the problems included in the book for better understanding for beginners.

Model-based Health Monitoring of Hybrid Systems

Author : Danwei Wang
Publisher : Springer Science & Business Media
ISBN 13 : 1461473691
Total Pages : 306 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Model-based Health Monitoring of Hybrid Systems by : Danwei Wang

Download or read book Model-based Health Monitoring of Hybrid Systems written by Danwei Wang and published by Springer Science & Business Media. This book was released on 2013-05-23 with total page 306 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book systematically presents a comprehensive framework and effective techniques for in-depth analysis, clear design procedure, and efficient implementation of diagnosis and prognosis algorithms for hybrid systems. It offers an overview of the fundamentals of diagnosis\prognosis and hybrid bond graph modeling. This book also describes hybrid bond graph-based quantitative fault detection, isolation and estimation. Moreover, it also presents strategies to track the system mode and predict the remaining useful life under multiple fault condition. A real world complex hybrid system—a vehicle steering control system—is studied using the developed fault diagnosis methods to show practical significance. Readers of this book will benefit from easy-to-understand fundamentals of bond graph models, concepts of health monitoring, fault diagnosis and failure prognosis, as well as hybrid systems. The reader will gain knowledge of fault detection and isolation in complex systems including those with hybrid nature, and will learn state-of-the-art developments in theory and technologies of fault diagnosis and failure prognosis for complex systems.

Advances in Structural Health Monitoring

Author : Maguid H.M. Hassan
Publisher : BoD – Books on Demand
ISBN 13 : 1839628723
Total Pages : 125 pages
Book Rating : 4.8/5 (396 download)

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Book Synopsis Advances in Structural Health Monitoring by : Maguid H.M. Hassan

Download or read book Advances in Structural Health Monitoring written by Maguid H.M. Hassan and published by BoD – Books on Demand. This book was released on 2019-11-20 with total page 125 pages. Available in PDF, EPUB and Kindle. Book excerpt: The concepts presented in this book are some of the new advancements in the design of structural health monitoring systems. It is envisaged that such advancements will lead to smart structural health monitoring that will result in sustainable engineering systems. Sustainability is considered an important objective in today's engineering design due to the current state of climate change and global warming, both of which are hugely aggravated by industrial and construction activities. This book presents demonstrations of and applications for new advancements such as infrared thermography, ultrasonic guided waves, and strain sensors, among others. The information presented will encourage further research and implementation of these advanced techniques and technologies in structural health monitoring.

Seamless Healthcare Monitoring

Author : Toshiyo Tamura
Publisher : Springer
ISBN 13 : 331969362X
Total Pages : 469 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Seamless Healthcare Monitoring by : Toshiyo Tamura

Download or read book Seamless Healthcare Monitoring written by Toshiyo Tamura and published by Springer. This book was released on 2017-11-24 with total page 469 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book shares the knowledge of active and prestigious worldwide researchers and scholars in the field of healthcare monitoring as authors investigate historical developments, summarize latest advancements, and envision future prospects on wearable, attachable, and invisible devices that monitor diverse physiological information. The coverage of the book spans multiple disciplines, from biomechanics, to bioelectricity, biochemistry, biophysics and biomaterials. There is also wide coverage of various physical and chemical quantities such as electricity, pressure, flow, motion, force, temperature, gases, and biomarkers. Each chapter explores the background of a specific monitoring device, as well as its physical and chemical principles and instrumentation, signal processing and data analysis, achieved outcomes and application scenarios, and future research topics. There are chapters on: Electrocardiograms, electroencephalograms, and electromyograms Measurement of flow phenomenon Latest wearable technologies for the quantification of human motion Various forms of wearable thermometers Monitoring of gases and chemical substances produced during metabolism...and more! This book is appropriate and accessible for students and scientists, as well as researchers in biomedical engineering, computer engineers, healthcare entrepreneurs, administrative officers, policy makers, market vendors, and healthcare personnel. It helps to provide us with insights into future endeavors, formulate innovative businesses and services, and will help improve people’s health and quality of life.

Incorporating the Internet of Things in Healthcare Applications and Wearable Devices

Author : Pankajavalli, P. B.
Publisher : IGI Global
ISBN 13 : 1799810917
Total Pages : 288 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Incorporating the Internet of Things in Healthcare Applications and Wearable Devices by : Pankajavalli, P. B.

Download or read book Incorporating the Internet of Things in Healthcare Applications and Wearable Devices written by Pankajavalli, P. B. and published by IGI Global. This book was released on 2019-10-11 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt: The internet of things (IoT) has had a major impact on academic and industrial fields. Applying these technologies to healthcare systems reduces medical costs while enriching the patient-centric approach to medicine, allowing for better overall healthcare proficiency. However, usage of IoT in healthcare is still suffering from significant challenges with respect to the cost and accuracy of medical sensors, non-standard IoT system architectures, assorted wearable devices, the huge volume of generated data, and interoperability issues. Incorporating the Internet of Things in Healthcare Applications and Wearable Devices is an essential publication that examines existing challenges and provides solutions for building smart healthcare systems with the latest IoT-enabled technology and addresses how IoT improves the proficiency of healthcare with respect to wireless sensor networks. While highlighting topics including mobility management, sensor integration, and data analytics, this book is ideally designed for computer scientists, bioinformatics analysts, doctors, nurses, hospital executives, medical students, IT specialists, software developers, computer engineers, industry professionals, academicians, researchers, and students seeking current research on how these emerging wireless technologies improve efficiency within the healthcare domain.

Structural Health Monitoring Based on Data Science Techniques

Author : Alexandre Cury
Publisher : Springer Nature
ISBN 13 : 3030817164
Total Pages : 490 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Structural Health Monitoring Based on Data Science Techniques by : Alexandre Cury

Download or read book Structural Health Monitoring Based on Data Science Techniques written by Alexandre Cury and published by Springer Nature. This book was released on 2021-10-23 with total page 490 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Health Monitoring Systems

Author : Rajarshi Gupta
Publisher : CRC Press
ISBN 13 : 9780429113390
Total Pages : 0 pages
Book Rating : 4.1/5 (133 download)

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Book Synopsis Health Monitoring Systems by : Rajarshi Gupta

Download or read book Health Monitoring Systems written by Rajarshi Gupta and published by CRC Press. This book was released on 2019-11-21 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Remote health monitoring using wearable sensors is an important research area involving several key steps: physiological parameter sensing and data acquisition, data analysis, data security, data transmission to caregivers, and clinical intervention, all of which play a significant role to form a closed loop system. Subject-specific behavioral and clinical traits, coupled with individual physiological differences, necessitate a personalized healthcare delivery model for around-the-clock monitoring within the home environment. Cardiovascular disease monitoring is an illustrative application domain where research has been instrumental in enabling a personalized closed-loop monitoring system, which has been showcased in this book. Health Monitoring Systems: An Enabling Technology for Patient Care provides a holistic overview of state-of-the-art monitoring systems facilitated by Internet of Things (IoT) technology. The book lists out the details on biomedical signal acquisition, processing, and data security, the fundamental building blocks towards an ambulatory health monitoring infrastructure. The fundamentals have been complimented with other relevant topics including applications which provide an in-depth view on remote health monitoring systems. Key Features: Presents examples of state-of-the-art health monitoring systems using IoT infrastructure Covers the full spectrum of physiological sensing, data acquisition, processing, and data security Provides relevant example applications demonstrating the benefits of technological advancements aiding disease prognosis This book serves as a beginner's guide for engineering students of electrical and computer science, practicing engineers, researchers, and scientists who are interested in having an overview of pervasive health monitoring systems using body-worn sensors operating outside the hospital environment. It could also be recommended as a reference for a graduate or master's level course on biomedical instrumentation and signal processing.

Wearable Monitoring Systems

Author : Annalisa Bonfiglio
Publisher : Springer Science & Business Media
ISBN 13 : 1441973842
Total Pages : 301 pages
Book Rating : 4.4/5 (419 download)

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Book Synopsis Wearable Monitoring Systems by : Annalisa Bonfiglio

Download or read book Wearable Monitoring Systems written by Annalisa Bonfiglio and published by Springer Science & Business Media. This book was released on 2010-12-17 with total page 301 pages. Available in PDF, EPUB and Kindle. Book excerpt: As diverse as tomorrow’s society constituent groups may be, they will share the common requirements that their life should become safer and healthier, offering higher levels of effectiveness, communication and personal freedom. The key common part to all potential solutions fulfilling these requirements is wearable embedded systems, with longer periods of autonomy, offering wider functionality, more communication possibilities and increased computational power. As electronic and information systems on the human body, their role is to collect relevant physiological information, and to interface between humans and local and/or global information systems. Within this context, there is an increasing need for applications in diverse fields, from health to rescue to sport and even remote activities in space, to have real-time access to vital signs and other behavioral parameters for personalized healthcare, rescue operation planning, etc. This book’s coverage will span all scientific and technological areas that define wearable monitoring systems, including sensors, signal processing, energy, system integration, communications, and user interfaces. Six case studies will be used to illustrate the principles and practices introduced.

Structural Health Monitoring with Piezoelectric Wafer Active Sensors

Author : Victor Giurgiutiu
Publisher : Academic Press
ISBN 13 : 0124201024
Total Pages : 1025 pages
Book Rating : 4.1/5 (242 download)

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Book Synopsis Structural Health Monitoring with Piezoelectric Wafer Active Sensors by : Victor Giurgiutiu

Download or read book Structural Health Monitoring with Piezoelectric Wafer Active Sensors written by Victor Giurgiutiu and published by Academic Press. This book was released on 2014-06-20 with total page 1025 pages. Available in PDF, EPUB and Kindle. Book excerpt: Structural Health Monitoring with Piezoelectric Wafer Active Sensors, Second Edition provides an authoritative theoretical and experimental guide to this fast-paced, interdisciplinary area with exciting applications across a range of industries. The book begins with a detailed yet digestible consolidation of the fundamental theory relating to structural health monitoring (SHM). Coverage of fracture and failure basics, relevant piezoelectric material properties, vibration modes in different structures, and different wave types provide all the background needed to understand SHM and apply it to real-world structural challenges. Moving from theory to experimental practice, the book then provides the most comprehensive coverage available on using piezoelectric wafer active sensors (PWAS) to detect and quantify damage in structures. Updates to this edition include circular and straight-crested Lamb waves from first principle, and the interaction between PWAS and Lamb waves in 1-D and 2-D geometries. Effective shear stress is described, and tuning expressions between PWAS and Lamb waves has been extended to cover axisymmetric geometries with a complete Hankel-transform-based derivation. New chapters have been added including hands-on SHM case studies of PWAS stress, strain, vibration, and wave sensing applications, along with new sections covering essential aspects of vibration and wave propagation in axisymmetric geometries. Comprehensive coverage of underlying theory such as piezoelectricity, vibration, and wave propagation alongside experimental techniques Includes step-by-step guidance on the use of piezoelectric wafer active sensors (PWAS) to detect and quantify damage in structures, including clear information on how to interpret sensor signal patterns Updates to this edition include a new chapter on composites and new sections on advances in vibration and wave theory, bringing this established reference in line with the cutting edge in this emerging area