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Assistive Healthcare Robotics And Preference Learning
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Book Synopsis Assistive Healthcare Robotics and Preference Learning by : Bryce Woodworth
Download or read book Assistive Healthcare Robotics and Preference Learning written by Bryce Woodworth and published by . This book was released on 2020 with total page 93 pages. Available in PDF, EPUB and Kindle. Book excerpt: Robots have the potential to revolutionize the way healthcare is delivered, particularly with regard to improving access to it. In-home robotic assistants could be used to extend care in a consistent, scalable, and personalized way. To realize this vision, we decompose the requirements of such a system, propose a target architecture, and illustrate where more research effort is needed. In particular, we focus on preference inference as a subproblem in which we aim to make direct progress. Current preference learning techniques lack the ability to infer long-term, task-independent preferences in realistic, interactive, incomplete-information settings. To address this gap, we introduce a novel preference-inference formulation, inspired by assistive robotics applications, in which a robot must infer these kinds of preferences based only on observing the user's behavior in various tasks. We then propose a candidate inference algorithm based on maximum-margin methods, and evaluate its performance in the context of robot-assisted prehabilitation. We find that the algorithm learns to predict aspects of the user's behavior as it is given more data, and that it shows strong convergence properties after a small number of iterations. This result moves us towards the vision of more helpful and personal in-home robotic assistants, and demonstrates the tractability of future progress in this area.
Book Synopsis Machine Learning Techniques for Assistive Robotics by : Miguel Angel Cazorla Quevedo
Download or read book Machine Learning Techniques for Assistive Robotics written by Miguel Angel Cazorla Quevedo and published by MDPI. This book was released on 2020-12-10 with total page 210 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis Artificial Intelligence in Healthcare by : Adam Bohr
Download or read book Artificial Intelligence in Healthcare written by Adam Bohr and published by Academic Press. This book was released on 2020-06-21 with total page 385 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence (AI) in Healthcare is more than a comprehensive introduction to artificial intelligence as a tool in the generation and analysis of healthcare data. The book is split into two sections where the first section describes the current healthcare challenges and the rise of AI in this arena. The ten following chapters are written by specialists in each area, covering the whole healthcare ecosystem. First, the AI applications in drug design and drug development are presented followed by its applications in the field of cancer diagnostics, treatment and medical imaging. Subsequently, the application of AI in medical devices and surgery are covered as well as remote patient monitoring. Finally, the book dives into the topics of security, privacy, information sharing, health insurances and legal aspects of AI in healthcare. - Highlights different data techniques in healthcare data analysis, including machine learning and data mining - Illustrates different applications and challenges across the design, implementation and management of intelligent systems and healthcare data networks - Includes applications and case studies across all areas of AI in healthcare data
Book Synopsis AI for Healthcare Robotics by : Eduard Fosch-Villaronga
Download or read book AI for Healthcare Robotics written by Eduard Fosch-Villaronga and published by CRC Press. This book was released on 2022-06-07 with total page 82 pages. Available in PDF, EPUB and Kindle. Book excerpt: What is artificial intelligence (AI)? What is healthcare robotics? How can AI and healthcare robotics assist in contemporary medicine? Robotics and AI can offer society unimaginable benefits, such as enabling wheelchair users to walk again, performing surgery in a highly automated and minimally invasive way, and delivering care more efficiently. AI for Healthcare Robotics explains what healthcare robots are and how AI empowers them in achieving the goals of contemporary medicine.
Book Synopsis Mobile Robotics in Healthcare by : Nikos Katevas
Download or read book Mobile Robotics in Healthcare written by Nikos Katevas and published by IOS Press. This book was released on 2001 with total page 398 pages. Available in PDF, EPUB and Kindle. Book excerpt: The text presents the conclusions of four years joint work of 12 European laboratories on mobile robotics technology for healthcare services. The book bridges the human factors and the demands of real-life applications to the achievements of the robotics technology. It is organize d in 15 chapters analyzing topics covering all the related fields and including but not limited to: user - application requirements, human machine interfacing, mobile robots' and mobile manipulators' control architectures, navigation and sensing strategies, and robot - smart building interconnection. It also provides technical details and hints to the reader on how to address real-life problems. The book also performs a historical review and includes an overview of the contemporary developments worldwide.
Book Synopsis New Trends in Medical and Service Robots by : Hannes Bleuler
Download or read book New Trends in Medical and Service Robots written by Hannes Bleuler and published by Springer. This book was released on 2015-11-12 with total page 249 pages. Available in PDF, EPUB and Kindle. Book excerpt: Medical and Service Robotics integrate the most recent achievements in mechanics, mechatronics, computer science, haptic and teleoperation devices together with adaptive control algorithms. The book includes topics such as surgery robotics, assist devices, rehabilitation technology, surgical instrumentation and Brain-Machine Interface (BMI) as examples for medical robotics. Autonomous cleaning, tending, logistics, surveying and rescue robots, and elderly and healthcare robots are typical examples of topics from service robotics. This is the Proceedings of the Third International Workshop on Medical and Service Robots, held in Lausanne, Switzerland in 2014. It presents an overview of current research directions and fields of interest. It is divided into three sections, namely 1) assistive and rehabilitation devices; 2) surgical robotics; and 3) educational and service robotics. Most contributions are strongly anchored on collaborations between technical and medical actors, engineers, surgeons and clinicians. Biomedical robotics and the rapidly growing service automation fields have clearly overtaken the “classical” industrial robotics and automatic control centered activity familiar to the older generation of roboticists.
Book Synopsis Robotic Assistive Technologies by : Pedro Encarnação
Download or read book Robotic Assistive Technologies written by Pedro Encarnação and published by CRC Press. This book was released on 2017-02-03 with total page 341 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book contains a comprehensive overview of all current uses of robots in rehabilitation. The underlying principles in each application are provided. This is followed by a critical review of the technology available, of the utilization protocols, and of user studies, outcomes, and clinical evidence, if existing. Ethical and social implications of robot use are also discussed. The reader will have an in depth view of rehabilitation robots, from principles to practice.
Book Synopsis Robotic Technologies in Biomedical and Healthcare Engineering by : Deepak Gupta
Download or read book Robotic Technologies in Biomedical and Healthcare Engineering written by Deepak Gupta and published by CRC Press. This book was released on 2021-06-29 with total page 195 pages. Available in PDF, EPUB and Kindle. Book excerpt: Lays a good foundation for robotics' core concepts and principles in biomedical and healthcare engineering, walking the reader through the fundamental ideas with expert ease. Progresses on the topics in a step-by-step manner and reinforces theory with a full-fledged pedagogy designed to enhance students' understanding and offer them a practical insight into its applications. Features chapters that introduce and cover novel ideas in healthcare engineering like Applications of Robots in Surgery, Microrobots and Nanorobots in Healthcare Practices, Intelligent walker for posture monitoring, AI-Powered Robots in Biomedical and Hybrid Intelligent System for Medical Diagnosis, etc.
Book Synopsis Intelligent Assistive Robots by : Samer Mohammed
Download or read book Intelligent Assistive Robots written by Samer Mohammed and published by Springer. This book was released on 2015-03-26 with total page 452 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book deals with the growing challenges of using assistive robots in our everyday activities along with providing intelligent assistive services. The presented applications concern mainly healthcare and wellness such as helping elderly people, assisting dependent persons, habitat monitoring in smart environments, well-being, security, etc. These applications reveal also new challenges regarding control theory, mechanical design, mechatronics, portability, acceptability, scalability, security, etc.
Book Synopsis Machine Learning Techniques for Assistive Robotics by : Miguel Quevedo
Download or read book Machine Learning Techniques for Assistive Robotics written by Miguel Quevedo and published by . This book was released on 2020 with total page 210 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis Medical and Healthcare Robotics by : Olfa Boubaker
Download or read book Medical and Healthcare Robotics written by Olfa Boubaker and published by Elsevier. This book was released on 2023-08-01 with total page 300 pages. Available in PDF, EPUB and Kindle. Book excerpt: Medical and Healthcare Robotics: New Paradigms and Recent Advances provides an overview and exclusive insights into current trends, the most recent innovations, and concerns in medical robotics. The book covers the major areas of medical robotics, including rehabilitation devices, artificial organs, assistive technologies, service robotics, and robotic devices for surgery, exploration, diagnosis, therapy, and training. It highlights the limitations and the importance of robotics and artificial intelligence for medical and healthcare applications. The book is a timely and comprehensive reference guide for undergraduate-level students, graduate students, and researchers in the fields of electrical engineering, mechanical engineering, mechatronics, control systems engineering, and biomedical engineering. It can be useful for master’s programs, leading consultants, and industrial companies. The book can be of high interest for physicians and physiotherapists and all technical people in the medical and biomedical fields. Covers the main areas of medical and healthcare robotics Presents the most recent innovations and trends in medical and healthcare robotics Contains chapters written by eminent researchers in the field
Book Synopsis New Trends in Medical and Service Robots by : Manfred Husty
Download or read book New Trends in Medical and Service Robots written by Manfred Husty and published by Springer. This book was released on 2017-07-25 with total page 329 pages. Available in PDF, EPUB and Kindle. Book excerpt: These are selected papers presented at the 5th International Workshop on Medical and Service Robots (MESROB 2016). The main topics of the workshop included: Exoskeleton and prostheses; Therapeutic robots and rehabilitation; Cognitive robots; Humanoid & Service robots; Assistive robots and elderly assistance; Surgical robots; Human-robot interfaces; Kinematic and mechatronic design for medical and assistive robotics; and Legal issues in medical robotics. The workshop brought together researchers and practitioners to discuss new and emerging topics of Medical and Service Robotics. The meeting took place at castle St. Martin in Graz, Austria, from 4-6 July, 2016.
Book Synopsis Robot-Assisted Learning and Education by : Agnese Augello
Download or read book Robot-Assisted Learning and Education written by Agnese Augello and published by Frontiers Media SA. This book was released on 2021-01-04 with total page 167 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Robotics in Physical Medicine and Rehabilitation by : Douglas P. Murphy
Download or read book Robotics in Physical Medicine and Rehabilitation written by Douglas P. Murphy and published by Elsevier Health Sciences. This book was released on 2023-09-27 with total page 221 pages. Available in PDF, EPUB and Kindle. Book excerpt: Robotics and VR systems are uniquely suited to provide functional assistance with mobility and activities of daily living, especially for patients with motor and sensory disorders of the central nervous system, stroke, traumatic brain injury, multiple sclerosis, spinal cord injury, and cerebral palsy. Compiling both current knowledge and key challenges of robotic rehabilitation in one convenient text, Robotics in Physical Medicine and Rehabilitation is a comprehensive, easy-to-follow resource on robotic and VR systems in all areas of medical rehabilitation. Covers the impact of robotics and artificial intelligence on all aspects of health care delivery. Focuses on the key technologies in developing robotics for a wide range of medical rehabilitation activities, including neuroprosthesis applications of robotic exoskeletons and brain-controlled assistive robotics and prosthetics. Addresses artificial intelligence, medical robotics in acute care medicine, and robots on the battlefield and in space travel. Contains chapters on the economics of the robotic industry and the future of robots in medicine. Ideal for physiatrists and PM&R residents and fellows; clinicians in orthopaedics, sports medicine, spinal cord injury, and occupational therapy; and specialists working with orthotics and prosthetics.
Book Synopsis Healthcare Robots by : Aimee van Wynsberghe
Download or read book Healthcare Robots written by Aimee van Wynsberghe and published by Routledge. This book was released on 2016-03-09 with total page 167 pages. Available in PDF, EPUB and Kindle. Book excerpt: This study deals with an underexplored area of the emerging technologies debate: robotics in the healthcare setting. The author explores the role of care and develops a value-sensitive ethical framework for the eventual employment of care robots. Highlighting the range of positive and negative aspects associated with the initiative to design and use care robots, it draws out essential content as a guide to future design both reinforcing this study’s contemporary relevance, and giving weight to its prescriptions. The book speaks to, and is meant to be read by, a range of disciplines from science and engineering to philosophers and ethicists.
Book Synopsis Zero-Effort Technologies by : Jennifer Boger
Download or read book Zero-Effort Technologies written by Jennifer Boger and published by Springer Nature. This book was released on 2022-06-01 with total page 118 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book introduces zero-effort technologies (ZETs), an emerging class of technologies that require little or no effort from the people who use them. ZETs use advanced computing techniques, such as computer vision, sensor fusion, decision-making and planning, machine learning, and the Internet of Things to autonomously perform the collection, analysis, and application of data about the user and/or his/her context. This book begins with an overview of ZETs, then presents concepts related to their development, including pervasive intelligent technologies and environments, design principles, and considerations regarding use. The book discusses select examples of the latest in ZET development before concluding with thoughts regarding future directions of the field.
Book Synopsis Learning from Natural Human Interactions for Assistive Robots by : Ashesh Jain
Download or read book Learning from Natural Human Interactions for Assistive Robots written by Ashesh Jain and published by . This book was released on 2016 with total page 220 pages. Available in PDF, EPUB and Kindle. Book excerpt: Leveraging human knowledge to train robots is a core problem in robotics. In the near future we will see humans interacting with agents such as, assistive robots, cars, smart houses, etc. Agents that can elicit and learn from such interactions will find use in many applications. Previous works have proposed methods for learning low-level robotic controls or motion primitives from (near) optimal human signals. In many applications such signals are not naturally available. Furthermore, optimal human signals are also difficult to elicit from non-expert users at a large scale. Understanding and learning user preferences from weak signals is therefore of great emphasis. To this end, in this dissertation we propose interactive learning systems which allow robots to learn by interacting with humans. We develop interaction methods that are natural to the end-user, and algorithms to learn from sub-optimal interactions. Furthermore, the interactions between humans and robots have complex spatio-temporal structure. Inspired by the recent success of powerful function approximators based on deep neural networks, we propose a generic framework for modeling interactions with structure of Recurrent Neural Networks. We demonstrate applications of our work on real-world scenarios on assistive robots and cars. This work also established state-of-the-art on several existing benchmarks.
