Sensor Based Human Activity Recognition For Assistive Health Technologies
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Sensor Based Human Activity Recognition For Assistive Health Technologies
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Author : Muhammad Adeel Nisar
language : en
Publisher: Logos Verlag Berlin GmbH
Release Date : 2023-02-20
Sensor Based Human Activity Recognition For Assistive Health Technologies written by Muhammad Adeel Nisar and has been published by Logos Verlag Berlin GmbH this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-02-20 with Computers categories.
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.
Enabling Person Centric Healthcare Using Ambient Assistive Technology Volume 2
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Author : Paolo Barsocchi
language : en
Publisher: Springer Nature
Release Date : 2025-02-26
Enabling Person Centric Healthcare Using Ambient Assistive Technology Volume 2 written by Paolo Barsocchi and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-02-26 with Computers categories.
This book focuses more on the transformative impact of person-centric health care, where it explores cutting-edge advancements in integrating artificial intelligence and machine learning to deliver personalized and efficient care. Key topics include the application of predictive models for critical health conditions such as brain stroke, lung cancer, diabetes, and Alzheimer's, as well as the integration of secure frameworks to protect sensitive patient data. The book also covers advanced techniques for recognizing human activities in ambient environments, optimizing patient data clustering, and evaluating deep learning methods for unique use cases like yoga pose classification and resource optimization in smart healthcare. Designed for healthcare professionals, researchers, data scientists, and technologists, this book presents a harmonious blend of technical insights and practical applications, emphasizing person-centric approaches. By focusing on multi-disease prediction, assistive technologies, and enhanced emergency management, this book serves as a vital resource for innovating healthcare delivery in smart environments.
Iot Sensor Based Activity Recognition
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Author : Md Atiqur Rahman Ahad
language : en
Publisher: Springer Nature
Release Date : 2020-07-30
Iot Sensor Based Activity Recognition written by Md Atiqur Rahman Ahad and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-07-30 with Computers categories.
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.
Internet Of Things Based Smart Healthcare
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Author : Suparna Biswas
language : en
Publisher: Springer Nature
Release Date : 2022-07-18
Internet Of Things Based Smart Healthcare written by Suparna Biswas and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-07-18 with Computers categories.
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
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Author : Carlos Guedes Soares
language : en
Publisher: CRC Press
Release Date : 2021-07-08
Maritime Technology And Engineering 5 Volume 1 written by Carlos Guedes Soares and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-07-08 with Technology & Engineering categories.
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.
Ubiquitous Computing And Ambient Intelligence Sensing Processing And Using Environmental Information
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Author : Juan M. García-Chamizo
language : en
Publisher: Springer
Release Date : 2015-12-12
Ubiquitous Computing And Ambient Intelligence Sensing Processing And Using Environmental Information written by Juan M. García-Chamizo and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-12-12 with Computers categories.
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.
Assistive Technology Shaping A Sustainable And Inclusive World
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Author : D. Archambault
language : en
Publisher: IOS Press
Release Date : 2023-11-09
Assistive Technology Shaping A Sustainable And Inclusive World written by D. Archambault and has been published by IOS Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-11-09 with Medical categories.
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.
Digital Human Modeling And Applications In Health Safety Ergonomics And Risk Management Human Body And Motion
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Author : Vincent G. Duffy
language : en
Publisher: Springer
Release Date : 2019-07-10
Digital Human Modeling And Applications In Health Safety Ergonomics And Risk Management Human Body And Motion written by Vincent G. Duffy and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-07-10 with Computers categories.
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.
Machine Learning Techniques For Assistive Robotics
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Author : Miguel Angel Cazorla Quevedo
language : en
Publisher: MDPI
Release Date : 2020-12-10
Machine Learning Techniques For Assistive Robotics written by Miguel Angel Cazorla Quevedo and has been published by MDPI this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-12-10 with Technology & Engineering categories.
Assistive robots are categorized as robots that share their area of work and interact with humans. Their main goals are to help, assist, and monitor humans, especially people with disabilities. To achieve these goals, it is necessary that these robots possess a series of characteristics, namely the abilities to perceive their environment from their sensors and act consequently, to interact with people in a multimodal manner, and to navigate and make decisions autonomously. This complexity demands computationally expensive algorithms to be performed in real time. The advent of high-end embedded processors has enabled several such algorithms to be processed concurrently and in real time. All these capabilities involve, to a greater or less extent, the use of machine learning techniques. In particular, in the last few years, new deep learning techniques have enabled a very important qualitative leap in different problems related to perception, navigation, and human understanding. In this Special Issue, several works are presented involving the use of machine learning techniques for assistive technologies, in particular for assistive robots.
Non Invasive Health Systems Based On Advanced Biomedical Signal And Image Processing
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Author : Adel Al-Jumaily
language : en
Publisher: CRC Press
Release Date : 2024-02-29
Non Invasive Health Systems Based On Advanced Biomedical Signal And Image Processing written by Adel Al-Jumaily and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-02-29 with Technology & Engineering categories.
This book contains up-to-date noninvasive monitoring and diagnosing systems closely developed by a set of scientists, engineers, and physicians. The chapters are the results of different biomedical projects and theoretical studies that were coupled by simulations and real-world data. Non-Invasive Health Systems based on Advanced Biomedical Signal and Image Processing provides a multifaceted view of various biomedical and clinical approaches to health monitoring systems. The authors introduce advanced signal- and image-processing techniques as well as other noninvasive monitoring and diagnostic systems such as inertial sensors in wearable devices and novel algorithm-based hybrid learning systems for biosignal processing. The book includes a discussion of designing electronic circuits and systems for biomedical applications and analyzes several issues related to real-world data and how they relate to health technology including ECG signal monitoring and processing in the operating room. The authors also include detailed discussions of different systems for monitoring various conditions and diseases including sleep apnea, skin cancer, deep vein thrombosis, and prosthesis controls. This book is intended for a wide range of readers including scientists, researchers, physicians, and electronics and biomedical engineers. It will cover the gap between theory and real life applications.