Sensor Based Human Activity Recognition For Assistive Health Technologies

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Sensor-Based Human Activity Recognition for Assistive Health Technologies

Author : Muhammad Adeel Nisar
Publisher : Logos Verlag Berlin GmbH
ISBN 13 : 3832555714
Total Pages : 161 pages
Book Rating : 4.8/5 (325 download)

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Book Synopsis Sensor-Based Human Activity Recognition for Assistive Health Technologies by : Muhammad Adeel Nisar

Download or read book Sensor-Based Human Activity Recognition for Assistive Health Technologies written by Muhammad Adeel Nisar and published by Logos Verlag Berlin GmbH. This book was released on 2023-02-20 with total page 161 pages. Available in PDF, EPUB and Kindle. Book excerpt: The average age of people has increased due to advances in health sciences, which has led to an increase in the elderly population. This is positive news, but it also raises questions about the quality of independent living for older people. Clinicians use Activities of Daily Living (ADLs) to assess older people's ability to live independently. In recent years, portable computing devices have become more present in our daily lives. Therefore, a software system that can detect ADLs based on sensor data collected from wearable devices is beneficial for detecting health problems and supporting health care. In this context, this book presents several machine learning-based approaches for human activity recognition (HAR) using time-series data collected by wearable sensors in the home environment. In the first part of the book, machine learning-based approaches for atomic activity recognition are presented, which are relatively simple and short-term activities. In the second part, the algorithms for detecting long-term and complex ADLs are presented. In this part, a two-stage recognition framework is also presented, as well as an online recognition system for continuous monitoring of HAR. In the third and final part, a novel approach is proposed that not only solves the problem of data scarcity but also improves the performance of HAR by implementing multitask learning-based methods. The proposed approach simultaneously trains the models of short- and long-term activities, regardless of their temporal scale. The results show that the proposed approach improves classification performance compared to single-task learning.

IoT Sensor-Based Activity Recognition

Author : Md Atiqur Rahman Ahad
Publisher : Springer Nature
ISBN 13 : 3030513793
Total Pages : 214 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis IoT Sensor-Based Activity Recognition by : Md Atiqur Rahman Ahad

Download or read book IoT Sensor-Based Activity Recognition written by Md Atiqur Rahman Ahad and published by Springer Nature. This book was released on 2020-07-30 with total page 214 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offer clear descriptions of the basic structure for the recognition and classification of human activities using different types of sensor module and smart devices in e.g. healthcare, education, monitoring the elderly, daily human behavior, and fitness monitoring. In addition, the complexities, challenges, and design issues involved in data collection, processing, and other fundamental stages along with datasets, methods, etc., are discussed in detail. The book offers a valuable resource for readers in the fields of pattern recognition, human–computer interaction, and the Internet of Things.

Human Activity Recognition and Behaviour Analysis

Author : Liming Chen
Publisher : Springer
ISBN 13 : 3030194086
Total Pages : 255 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Human Activity Recognition and Behaviour Analysis by : Liming Chen

Download or read book Human Activity Recognition and Behaviour Analysis written by Liming Chen and published by Springer. This book was released on 2019-06-11 with total page 255 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book first defines the problems, various concepts and notions related to activity recognition, and introduces the fundamental rationale and state-of-the-art methodologies and approaches. It then describes the use of artificial intelligence techniques and advanced knowledge technologies for the modelling and lifecycle analysis of human activities and behaviours based on real-time sensing observations from sensor networks and the Internet of Things. It also covers inference and decision-support methods and mechanisms, as well as personalization and adaptation techniques, which are required for emerging smart human-machine pervasive systems, such as self-management and assistive technologies in smart healthcare. Each chapter includes theoretical background, technological underpinnings and practical implementation, and step-by-step information on how to address and solve specific problems in topical areas. This monograph can be used as a textbook for postgraduate and PhD students on courses such as computer systems, pervasive computing, data analytics and digital health. It is also a valuable research reference resource for postdoctoral candidates and academics in relevant research and application domains, such as data analytics, smart cities, smart energy, and smart healthcare, to name but a few. Moreover, it offers smart technology and application developers practical insights into the use of activity recognition and behaviour analysis in state-of-the-art cyber-physical systems. Lastly, it provides healthcare solution developers and providers with information about the opportunities and possible innovative solutions for personalized healthcare and stratified medicine.

Human Activity Recognition Using Wearable Sensors

Author : Jamie O'Halloran
Publisher : Eliva Press
ISBN 13 : 9789975307178
Total Pages : 174 pages
Book Rating : 4.3/5 (71 download)

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Book Synopsis Human Activity Recognition Using Wearable Sensors by : Jamie O'Halloran

Download or read book Human Activity Recognition Using Wearable Sensors written by Jamie O'Halloran and published by Eliva Press. This book was released on 2020-04-04 with total page 174 pages. Available in PDF, EPUB and Kindle. Book excerpt: Technological advancements in healthcare can contribute unquestionably in reducing healthcare strains by ensuring clinicians, doctors and other medical staff operate and conduct their daily activities more efficiently in the hospital vicinity. Since the turn of the 21st century, Human Activity Recognition (HAR) has undergone significant research in the healthcare domain. HAR utilised with powerful technologies can benefit remote patient monitoring, the elderly, patients suffering from chronic illness and ambient assisted living. Human activity recognition has shown to be effective in benefiting clinicians in the treatment and remote monitoring of patients. This field is not only vital for diagnosis and treatment, but also an assessment of how likely a medical patient will fall ill or die from certain diseases or health problems. To show the great importance of activity recognition in the health sector, analytically driving an improvement in accuracy in classifying patients' activities improves the relationship of patients and clinicians as well as reducing the possibility of a fatality. With Artificial Intelligence at the forefront of its revolutionary capabilities, a bright future is in store if we can implement it beneficially into our healthcare service. This book reveals how.

Smartphone-Based Human Activity Recognition

Author : Jorge Luis Reyes Ortiz
Publisher : Springer
ISBN 13 : 3319142747
Total Pages : 133 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Smartphone-Based Human Activity Recognition by : Jorge Luis Reyes Ortiz

Download or read book Smartphone-Based Human Activity Recognition written by Jorge Luis Reyes Ortiz and published by Springer. This book was released on 2015-01-14 with total page 133 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book reports on the author’s original work to address the use of today’s state-of-the-art smartphones for human physical activity recognition. By exploiting the sensing, computing and communication capabilities currently available in these devices, the author developed a novel smartphone-based activity-recognition system, which takes into consideration all aspects of online human activity recognition, from experimental data collection, to machine learning algorithms and hardware implementation. The book also discusses and describes solutions to some of the challenges that arose during the development of this approach, such as real-time operation, high accuracy, low battery consumption and unobtrusiveness. It clearly shows that it is possible to perform real-time recognition of activities with high accuracy using current smartphone technologies. As well as a detailed description of the methods, this book also provides readers with a comprehensive review of the fundamental concepts in human activity recognition. It also gives an accurate analysis of the most influential works in the field and discusses them in detail. This thesis was supervised by both the Universitat Politècnica de Catalunya (primary institution) and University of Genoa (secondary institution) as part of the Erasmus Mundus Joint Doctorate in Interactive and Cognitive Environments.

Data Analytics and Applications of the Wearable Sensors in Healthcare

Author : Shabbir Syed-Abdul
Publisher : MDPI
ISBN 13 : 3039363506
Total Pages : 498 pages
Book Rating : 4.0/5 (393 download)

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Book Synopsis Data Analytics and Applications of the Wearable Sensors in Healthcare by : Shabbir Syed-Abdul

Download or read book Data Analytics and Applications of the Wearable Sensors in Healthcare written by Shabbir Syed-Abdul and published by MDPI. This book was released on 2020-06-17 with total page 498 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a collection of comprehensive research articles on data analytics and applications of wearable devices in healthcare. This Special Issue presents 28 research studies from 137 authors representing 37 institutions from 19 countries. To facilitate the understanding of the research articles, we have organized the book to show various aspects covered in this field, such as eHealth, technology-integrated research, prediction models, rehabilitation studies, prototype systems, community health studies, ergonomics design systems, technology acceptance model evaluation studies, telemonitoring systems, warning systems, application of sensors in sports studies, clinical systems, feasibility studies, geographical location based systems, tracking systems, observational studies, risk assessment studies, human activity recognition systems, impact measurement systems, and a systematic review. We would like to take this opportunity to invite high quality research articles for our next Special Issue entitled “Digital Health and Smart Sensors for Better Management of Cancer and Chronic Diseases” as a part of Sensors journal.

Human Activity Recognition

Author : Miguel A. Labrador
Publisher : CRC Press
ISBN 13 : 1466588276
Total Pages : 209 pages
Book Rating : 4.4/5 (665 download)

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Book Synopsis Human Activity Recognition by : Miguel A. Labrador

Download or read book Human Activity Recognition written by Miguel A. Labrador and published by CRC Press. This book was released on 2013-12-05 with total page 209 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn How to Design and Implement HAR Systems The pervasiveness and range of capabilities of today’s mobile devices have enabled a wide spectrum of mobile applications that are transforming our daily lives, from smartphones equipped with GPS to integrated mobile sensors that acquire physiological data. Human Activity Recognition: Using Wearable Sensors and Smartphones focuses on the automatic identification of human activities from pervasive wearable sensors—a crucial component for health monitoring and also applicable to other areas, such as entertainment and tactical operations. Developed from the authors’ nearly four years of rigorous research in the field, the book covers the theory, fundamentals, and applications of human activity recognition (HAR). The authors examine how machine learning and pattern recognition tools help determine a user’s activity during a certain period of time. They propose two systems for performing HAR: Centinela, an offline server-oriented HAR system, and Vigilante, a completely mobile real-time activity recognition system. The book also provides a practical guide to the development of activity recognition applications in the Android framework.

Assistive Technology: Shaping a Sustainable and Inclusive World

Author : D. Archambault
Publisher : IOS Press
ISBN 13 : 164368423X
Total Pages : 618 pages
Book Rating : 4.6/5 (436 download)

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Book Synopsis Assistive Technology: Shaping a Sustainable and Inclusive World by : D. Archambault

Download or read book Assistive Technology: Shaping a Sustainable and Inclusive World written by D. Archambault and published by IOS Press. This book was released on 2023-11-09 with total page 618 pages. Available in PDF, EPUB and Kindle. Book excerpt: Caring about others and the future is part of what makes us human, and it can be argued that improving the lives of people with disabilities improves the lives of all human beings. Most of what we do as a society for people with disabilities also improves life for others, and if we consider a person’s entire life, a disability of some kind will affect almost everybody at some point. This book, Assistive Technology: Shaping a Sustainable and Inclusive World, presents the proceedings of AAATE 2023, the 17th International Conference of the Association for the Advancement of Assistive Technology in Europe, held in Aubervilliers, France, from 30 August to 1 September 2023. For over 30 years, the biennial AAATE conference has focused on research aimed at improving the lives of people with a disability, and has become one of the main platforms for all stakeholders in the field. A total of 123 papers were submitted in the category intended for publication in these conference proceedings, and after a rigorous process involving review by at least three international reviewers, 74 were selected for inclusion here. Topics covered include service delivery of AT; AT for various groups such as older adults, children, and those with cognitive disabilities; mobility; privacy and security issues; and AT to promote inclusion and facilitate participation in education, culture, and work. Providing a comprehensive and current overview, the book will be of interest to researchers, practitioners, manufacturers, decision-makers and providers, users of AT, and anyone else working in the field.

Ubiquitous Computing and Ambient Intelligence. Sensing, Processing, and Using Environmental Information

Author : Juan M. García-Chamizo
Publisher : Springer
ISBN 13 : 331926401X
Total Pages : 507 pages
Book Rating : 4.3/5 (192 download)

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Book Synopsis Ubiquitous Computing and Ambient Intelligence. Sensing, Processing, and Using Environmental Information by : Juan M. García-Chamizo

Download or read book Ubiquitous Computing and Ambient Intelligence. Sensing, Processing, and Using Environmental Information written by Juan M. García-Chamizo and published by Springer. This book was released on 2015-12-12 with total page 507 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 9th International Conference on Ubiquitous Computing and Ambient Intelligence, UCAmI 2015, held in Puerto Varas, Chile, in December 2015. The 36 full papers presented together with 11 short papers were carefully reviewed and selected from 62 submissions. The papers are grouped in topical sections on adding intelligence for environment adaption; ambient intelligence for transport; human interaction and ambient intelligence; and ambient intelligence for urban areas.

Smartphone-Based Human Activity Recognition

Author : Jorge Luis Reyes Ortiz
Publisher : Springer
ISBN 13 : 9783319367705
Total Pages : 0 pages
Book Rating : 4.3/5 (677 download)

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Book Synopsis Smartphone-Based Human Activity Recognition by : Jorge Luis Reyes Ortiz

Download or read book Smartphone-Based Human Activity Recognition written by Jorge Luis Reyes Ortiz and published by Springer. This book was released on 2016-09-24 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book reports on the author’s original work to address the use of today’s state-of-the-art smartphones for human physical activity recognition. By exploiting the sensing, computing and communication capabilities currently available in these devices, the author developed a novel smartphone-based activity-recognition system, which takes into consideration all aspects of online human activity recognition, from experimental data collection, to machine learning algorithms and hardware implementation. The book also discusses and describes solutions to some of the challenges that arose during the development of this approach, such as real-time operation, high accuracy, low battery consumption and unobtrusiveness. It clearly shows that it is possible to perform real-time recognition of activities with high accuracy using current smartphone technologies. As well as a detailed description of the methods, this book also provides readers with a comprehensive review of the fundamental concepts in human activity recognition. It also gives an accurate analysis of the most influential works in the field and discusses them in detail. This thesis was supervised by both the Universitat Politècnica de Catalunya (primary institution) and University of Genoa (secondary institution) as part of the Erasmus Mundus Joint Doctorate in Interactive and Cognitive Environments.

Internet of Things Based Smart Healthcare

Author : Suparna Biswas
Publisher : Springer Nature
ISBN 13 : 9811914087
Total Pages : 394 pages
Book Rating : 4.8/5 (119 download)

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Book Synopsis Internet of Things Based Smart Healthcare by : Suparna Biswas

Download or read book Internet of Things Based Smart Healthcare written by Suparna Biswas and published by Springer Nature. This book was released on 2022-07-18 with total page 394 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides both the developers and the users with an awareness of the challenges and opportunities of advancements in healthcare paradigm with the application and availability of advanced hardware, software, tools, technique or algorithm development stemming the Internet of Things. The book helps readers to bridge the gap in their three understanding of three major domains and their interconnections: Hardware tested and software APP development for data collection, intelligent protocols for analysis and knowledge extraction. Medical expertise to interpret extracted knowledge towards disease prediction or diagnosis and support. Security experts to ensure data correctness for precise advice. The book provides state-of-the-art overviews by active researchers, technically elaborating healthcare architectures/frameworks, protocols, algorithms, methodologies followed by experimental results and evaluation. Future direction and scope will be precisely documented for interested readers.

Maritime Technology and Engineering 5 Volume 1

Author : Carlos Guedes Soares
Publisher : CRC Press
ISBN 13 : 1000459004
Total Pages : 1616 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Maritime Technology and Engineering 5 Volume 1 by : Carlos Guedes Soares

Download or read book Maritime Technology and Engineering 5 Volume 1 written by Carlos Guedes Soares and published by CRC Press. This book was released on 2021-07-08 with total page 1616 pages. Available in PDF, EPUB and Kindle. Book excerpt: This set of two volumes comprises the collection of the papers presented at the 5th International Conference on Maritime Technology and Engineering (MARTECH 2020) that was held in Lisbon, Portugal, from 16 to 19 November 2020. The Conference has evolved from the series of biennial national conferences in Portugal, which have become an international event, and which reflect the internationalization of the maritime sector and its activities. MARTECH 2020 is the fifth of this new series of biennial conferences. The set comprises 180 contributions that were reviewed by an International Scientific Committee. Volume 1 is dedicated to maritime transportation, ports and maritime traffic, as well as maritime safety and reliability. It further comprises sections dedicated to ship design, cruise ship design, and to the structural aspects of ship design, such as ultimate strength and composites, subsea structures as pipelines, and to ship building and ship repair.

Digital Human Modeling and Applications in Health, Safety, Ergonomics and Risk Management. Human Body and Motion

Author : Vincent G. Duffy
Publisher : Springer
ISBN 13 : 3030222160
Total Pages : 528 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Digital Human Modeling and Applications in Health, Safety, Ergonomics and Risk Management. Human Body and Motion by : Vincent G. Duffy

Download or read book Digital Human Modeling and Applications in Health, Safety, Ergonomics and Risk Management. Human Body and Motion written by Vincent G. Duffy and published by Springer. This book was released on 2019-07-10 with total page 528 pages. Available in PDF, EPUB and Kindle. Book excerpt: This two-volume set LNCS 11581 and 11582 constitutes the thoroughly refereed proceedings of the 10th International Conference on Digital Human Modeling and Applications in Health, Safety, Ergonomics and Risk Management, DHM 2019, which was held as part of the 21st HCI International Conference, HCII 2019, in Orlando, FL, USA, in July 2019. The total of 1275 papers and 209 posters included in the 35 HCII 2019 proceedings volumes were carefully reviewed and selected from 5029 submissions. DHM 2019 includes a total of 77 papers; they were organized in topical sections named: Part I, Human Body and Motion: Anthropometry and computer aided ergonomics; motion prediction and motion capture; work modelling and industrial applications; risk assessment and safety. Part II, Healthcare Applications: Models in healthcare; quality of life technologies; health dialogues; health games and social communities.

Applications of Advanced Computing in Systems

Author : Rajesh Kumar
Publisher : Springer Nature
ISBN 13 : 9813348623
Total Pages : 334 pages
Book Rating : 4.8/5 (133 download)

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Book Synopsis Applications of Advanced Computing in Systems by : Rajesh Kumar

Download or read book Applications of Advanced Computing in Systems written by Rajesh Kumar and published by Springer Nature. This book was released on 2021-04-24 with total page 334 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers advances in system, control and computing. This book gathers selected high-quality research papers presented at the International Conference on Advances in Systems, Control and Computing (AISCC 2020), held at MNIT Jaipur during February 27–28, 2020. The first part is advances in systems and it is dedicated to applications of the artificial neural networks, evolutionary computation, swarm intelligence, artificial immune systems, fuzzy system, autonomous and multi-agent systems, machine learning, other intelligent systems and related areas. In the second part, machine learning and other intelligent algorithms for design of control/control analysis are covered. The last part covers advancements, modifications, improvements and applications of intelligent algorithms.

Contactless Human Activity Analysis

Author : Md Atiqur Rahman Ahad
Publisher : Springer Nature
ISBN 13 : 303068590X
Total Pages : 364 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Contactless Human Activity Analysis by : Md Atiqur Rahman Ahad

Download or read book Contactless Human Activity Analysis written by Md Atiqur Rahman Ahad and published by Springer Nature. This book was released on 2021-03-23 with total page 364 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a truly comprehensive, timely, and very much needed treatise on the conceptualization of analysis, and design of contactless & multimodal sensor-based human activities, behavior understanding & intervention. From an interaction design perspective, the book provides views and methods that allow for more safe, trustworthy, efficient, and more natural interaction with technology that will be embedded in our daily living environments. The chapters in this book cover sufficient grounds and depth in related challenges and advances in sensing, signal processing, computer vision, and mathematical modeling. It covers multi-domain applications, including surveillance and elderly care that will be an asset to entry-level and practicing engineers and scientists.(See inside for the reviews from top experts)

Mobile Technology for Adaptive Aging

Author : National Academies of Sciences, Engineering, and Medicine
Publisher : National Academies Press
ISBN 13 : 0309680867
Total Pages : 147 pages
Book Rating : 4.3/5 (96 download)

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Book Synopsis Mobile Technology for Adaptive Aging by : National Academies of Sciences, Engineering, and Medicine

Download or read book Mobile Technology for Adaptive Aging written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2020-10-25 with total page 147 pages. Available in PDF, EPUB and Kindle. Book excerpt: To explore how mobile technology can be employed to enhance the lives of older adults, the Board on Behavioral, Cognitive, and Sensory Sciences of the National Academies of Sciences, Engineering, and Medicine commissioned 6 papers, which were presented at a workshop held on December 11 and 12, 2019. These papers review research on mobile technologies and aging, and highlight promising avenues for further research.

Assistive Technologies for Physical and Cognitive Disabilities

Author : Theng, Lau Bee
Publisher : IGI Global
ISBN 13 : 1466673745
Total Pages : 321 pages
Book Rating : 4.4/5 (666 download)

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Book Synopsis Assistive Technologies for Physical and Cognitive Disabilities by : Theng, Lau Bee

Download or read book Assistive Technologies for Physical and Cognitive Disabilities written by Theng, Lau Bee and published by IGI Global. This book was released on 2014-12-31 with total page 321 pages. Available in PDF, EPUB and Kindle. Book excerpt: Research on assistive technologies is undergoing many developments in its effectiveness in helping those with varying impairments. New technologies are constantly being created, researched, and implemented for those who need these technological aides in daily life. Assistive Technologies for Physical and Cognitive Disabilities combines worldwide cases on people with physical and cognitive disabilities with the latest applications in assistive technologies. This reference work brings different researchers together under one title to discuss current findings, developments, and ongoing research in the area of rehabilitative technology. This reference book is of critical use to professionals, researchers, healthcare practitioners, caretakers, academicians, and students.