Brain Computer Interface Systems

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Deep Learning For Eeg Based Brain Computer Interfaces Representations Algorithms And Applications
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Author : Xiang Zhang
language : en
Publisher: World Scientific
Release Date : 2021-09-14
Deep Learning For Eeg Based Brain Computer Interfaces Representations Algorithms And Applications written by Xiang Zhang and has been published by World Scientific this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-09-14 with Computers categories.
Deep Learning for EEG-Based Brain-Computer Interfaces is an exciting book that describes how emerging deep learning improves the future development of Brain-Computer Interfaces (BCI) in terms of representations, algorithms and applications. BCI bridges humanity's neural world and the physical world by decoding an individuals' brain signals into commands recognizable by computer devices.This book presents a highly comprehensive summary of commonly-used brain signals; a systematic introduction of around 12 subcategories of deep learning models; a mind-expanding summary of 200+ state-of-the-art studies adopting deep learning in BCI areas; an overview of a number of BCI applications and how deep learning contributes, along with 31 public BCI data sets. The authors also introduce a set of novel deep learning algorithms aimed at current BCI challenges such as robust representation learning, cross-scenario classification, and semi-supervised learning. Various real-world deep learning-based BCI applications are proposed and some prototypes are presented. The work contained within proposes effective and efficient models which will provide inspiration for people in academia and industry who work on BCI.Related Link(s)
Brain Computer Interface Systems
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Author : Reza Fazel-Rezai
language : en
Publisher: BoD – Books on Demand
Release Date : 2013-06-05
Brain Computer Interface Systems written by Reza Fazel-Rezai and has been published by BoD – Books on Demand this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-06-05 with Computers categories.
Brain-Computer Interface (BCI) systems allow communication based on a direct electronic interface which conveys messages and commands directly from the human brain to a computer. In the recent years, attention to this new area of research and the number of publications discussing different paradigms, methods, signal processing algorithms, and applications have been increased dramatically. The objective of this book is to discuss recent progress and future prospects of BCI systems. The topics discussed in this book are: important issues concerning end-users; approaches to interconnect a BCI system with one or more applications; several advanced signal processing methods (i.e., adaptive network fuzzy inference systems, Bayesian sequential learning, fractal features and neural networks, autoregressive models of wavelet bases, hidden Markov models, equivalent current dipole source localization, and independent component analysis); review of hybrid and wireless techniques used in BCI systems; and applications of BCI systems in epilepsy treatment and emotion detections.
New Insights In Brain Computer Interface Systems
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Author :
language : en
Publisher: BoD – Books on Demand
Release Date : 2024-12-11
New Insights In Brain Computer Interface Systems written by and has been published by BoD – Books on Demand this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-11 with Medical categories.
This book, New Insights in Brain-Computer Interface Systems explores the world of BCIs, where cutting-edge technology meets the intricacies of the human brain. From pioneering advancements in neuroprosthetics to innovative applications in cognitive enhancement and rehabilitation, this book offers insight into the latest research and breakthroughs in the field. Written by leading experts, each chapter explores the science behind BCIs, their practical implementations, and the ethical considerations that accompany this rapidly evolving technology. This book is an exploration that spans multiple domains, including healthcare, robotics, virtual reality, biomaterials, education, humanoids, neuro rights, and neurostimulation. Discover how BCIs are transforming patient care and rehabilitation in offering new hope for individuals with neurological conditions. Learn about the groundbreaking use of neural networks in controlling lower limb exoskeletons, enhancing mobility for those with physical limitations. Uncover the applications of BCIs in action observation and motor imagery, reshaping the landscape of rehabilitation and training. Explore sustainable solutions with biodegradable and biohybrid materials crucial for advancing BCI technology. Gain insights into Mindwave applications and their potential to revolutionize learning methodologies. Delve into trust dynamics in human–humanoid interactions and their implications for future collaboration. Engage with the ethical considerations surrounding BCIs and the imperative for safeguarding individual rights. Investigate how frontal lobe stimulation enhances connectivity in Alzheimer’s disease networks, offering new avenues for therapeutic intervention. Whether you are a researcher, practitioner, student, or simply curious about the future of human-computer interaction, this book provides invaluable insights. Are you ready to explore the next frontier of neuroscience and technology?
Brain Computer Interfaces Handbook
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Author : Chang S. Nam
language : en
Publisher: CRC Press
Release Date : 2018-01-09
Brain Computer Interfaces Handbook written by Chang S. Nam and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-01-09 with Computers categories.
Brain–Computer Interfaces Handbook: Technological and Theoretical Advances provides a tutorial and an overview of the rich and multi-faceted world of Brain–Computer Interfaces (BCIs). The authors supply readers with a contemporary presentation of fundamentals, theories, and diverse applications of BCI, creating a valuable resource for anyone involved with the improvement of people’s lives by replacing, restoring, improving, supplementing or enhancing natural output from the central nervous system. It is a useful guide for readers interested in understanding how neural bases for cognitive and sensory functions, such as seeing, hearing, and remembering, relate to real-world technologies. More precisely, this handbook details clinical, therapeutic and human-computer interfaces applications of BCI and various aspects of human cognition and behavior such as perception, affect, and action. It overviews the different methods and techniques used in acquiring and pre-processing brain signals, extracting features, and classifying users’ mental states and intentions. Various theories, models, and empirical findings regarding the ways in which the human brain interfaces with external systems and environments using BCI are also explored. The handbook concludes by engaging ethical considerations, open questions, and challenges that continue to face brain–computer interface research. Features an in-depth look at the different methods and techniques used in acquiring and pre-processing brain signals, extracting features, and classifying the user's intention Covers various theories, models, and empirical findings regarding ways in which the human brain can interface with the systems or external environments Presents applications of BCI technology to understand various aspects of human cognition and behavior such as perception, affect, action, and more Includes clinical trials and individual case studies of the experimental therapeutic applications of BCI Provides human factors and human-computer interface concerns in the design, development, and evaluation of BCIs Overall, this handbook provides a synopsis of key technological and theoretical advances that are directly applicable to brain–computer interfacing technologies and can be readily understood and applied by individuals with no formal training in BCI research and development.
Brain Computer Interfaces
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Author : Jonathan Wolpaw
language : en
Publisher: Oxford University Press
Release Date : 2012-01-24
Brain Computer Interfaces written by Jonathan Wolpaw and has been published by Oxford University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-01-24 with Medical categories.
A recognizable surge in the field of Brain Computer Interface (BCI) research and development has emerged in the past two decades. This book is intended to provide an introduction to and summary of essentially all major aspects of BCI research and development. Its goal is to be a comprehensive, balanced, and coordinated presentation of the field's key principles, current practice, and future prospects.
Toward Brain Computer Interfacing
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Author : Guido Dornhege
language : en
Publisher: MIT Press
Release Date : 2007
Toward Brain Computer Interfacing written by Guido Dornhege and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007 with Brain mapping categories.
This volume presents a timely overview of the latest BCI research, with contributions from many of the important research groups in the field.
Brain Computer Interface Technologies
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Author : Claude Clément
language : en
Publisher: Springer Nature
Release Date : 2019-10-08
Brain Computer Interface Technologies written by Claude Clément and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-10-08 with Medical categories.
This book is about the field of brain-computer interfaces (BCI) and the unique and special environment of active implants that electrically interface with the brain, spinal cord, peripheral nerves, and organs. At the heart of the book is the matter of repairing and rehabilitating patients suffering from severe neurologic impairments, from paralysis to movement disorders and epilepsy, that often requires an invasive solution based on an implanted device. Past achievements, current work, and future perspectives of BCI and other interactions between medical devices and the human nervous system are described in detail from a pragmatic point of view. Reviews the Active Implantable Medical Devices (AIMDs) industry and how it is moving from cardiac to neuro applications Clear, easy to read, presentation of the field of neuro-technologies for human benefit Provides easy to understand explanations about the technical limitations, the physics of implants in the human body, and realistic long terms perspectives
Towards Practical Brain Computer Interfaces
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Author : Brendan Z. Allison
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-08-21
Towards Practical Brain Computer Interfaces written by Brendan Z. Allison and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-08-21 with Technology & Engineering categories.
Brain-computer interfaces (BCIs) are devices that enable people to communicate via thought alone. Brain signals can be directly translated into messages or commands. Until recently, these devices were used primarily to help people who could not move. However, BCIs are now becoming practical tools for a wide variety of people, in many different situations. What will BCIs in the future be like? Who will use them, and why? This book, written by many of the top BCI researchers and developers, reviews the latest progress in the different components of BCIs. Chapters also discuss practical issues in an emerging BCI enabled community. The book is intended both for professionals and for interested laypeople who are not experts in BCI research.
Brain Computer Interfaces 1
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Author : Maureen Clerc
language : en
Publisher: John Wiley & Sons
Release Date : 2016-07-14
Brain Computer Interfaces 1 written by Maureen Clerc and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-07-14 with Science categories.
Brain–computer interfaces (BCI) are devices which measure brain activity and translate it into messages or commands, thereby opening up many investigation and application possibilities. This book provides keys for understanding and designing these multi-disciplinary interfaces, which require many fields of expertise such as neuroscience, statistics, informatics and psychology. This first volume, Methods and Perspectives, presents all the basic knowledge underlying the working principles of BCI. It opens with the anatomical and physiological organization of the brain, followed by the brain activity involved in BCI, and following with information extraction, which involves signal processing and machine learning methods. BCI usage is then described, from the angle of human learning and human-machine interfaces. The basic notions developed in this reference book are intended to be accessible to all readers interested in BCI, whatever their background. More advanced material is also offered, for readers who want to expand their knowledge in disciplinary fields underlying BCI. This first volume will be followed by a second volume, entitled Technology and Applications.
Signal Processing And Machine Learning For Brain Machine Interfaces
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Author : Toshihisa Tanaka
language : en
Publisher: Institution of Engineering and Technology
Release Date : 2018-09-13
Signal Processing And Machine Learning For Brain Machine Interfaces written by Toshihisa Tanaka and has been published by Institution of Engineering and Technology this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-09-13 with Technology & Engineering categories.
Brain-machine interfacing or brain-computer interfacing (BMI/BCI) is an emerging and challenging technology used in engineering and neuroscience. The ultimate goal is to provide a pathway from the brain to the external world via mapping, assisting, augmenting or repairing human cognitive or sensory-motor functions.