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Introduction to Non-Invasive EEG-Based Brain-Computer Interfaces for Assistive Technologies

Introduction to Non-Invasive EEG-Based Brain-Computer Interfaces for Assistive Technologies
  • Author : Teodiano Freire Bastos-Filho
  • Publisher :Unknown
  • Release Date :2020-07-08
  • Total pages :84
  • ISBN : 9781000090765
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Summary : This book aims to bring to the reader an overview of different applications of brain-computer interfaces (BCIs) based on more than 20 years of experience working on these interfaces. The author provides a review of the human brain and EEG signals, describing the human brain, anatomically and physiologically, with the objective of showing some of the patterns of EEG (electroencephalogram) signals used to control BCIs. It then introduces BCIs and different applications, such as a BCI based on ERD/ERS Patterns in α rhythms (used to command a robotic wheelchair with an augmentative and alternative communication (AAC) system onboard it); a BCI based on dependent-SSVEP to command the same robotic wheelchair; a BCI based on SSVEP to command a telepresence robot and its onboard AAC system; a BCI based on SSVEP to command an autonomous car; a BCI based on independent-SSVEP (using Depth-of-Field) to command the same robotic wheelchair; the use of compressive technique in SSVEP-based BCI; a BCI based on motor imagery (using different techniques) to command a robotic monocycle and a robotic exoskeleton; and the first steps to build a neurorehabilitation system based on motor imagery of pedalling together an in immersive virtual environment. This book is intended for researchers, professionals and students working on assistive technology.

EEG-Based Brain-Computer Interfaces

EEG-Based Brain-Computer Interfaces
  • Author : Dipali Bansal,Rashima Mahajan
  • Publisher :Unknown
  • Release Date :2019-03-14
  • Total pages :220
  • ISBN : 9780128146880
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Summary : EEG-Based Brain-Computer Interface: Cognitive Analysis and Control Applications provides a technical approach to using brain signals for control applications, along with the EEG-related advances in BCI. The research and techniques in this book discuss time and frequency domain analysis on deliberate eye-blinking data as the basis for EEG-triggering control applications. In addition, the book provides experimental scenarios and features algorithms for acquiring real-time EEG signals using commercially available units that interface with MATLAB software for acquisition and control. Details techniques for multiple types of analysis (including ERP, scalp map, sub-band power and independent component) to acquire data from deliberate eye-blinking Demonstrates how to use EEGs to develop more intuitive BCIs in real-time scenarios Includes algorithms and scenarios that interface with MATLAB software for interactive use

Brain-Computer Interface Systems

Brain-Computer Interface Systems
  • Author : Reza Fazel-Rezai
  • Publisher :Unknown
  • Release Date :2013-06-05
  • Total pages :280
  • ISBN : 9789535111344
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Summary : 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.

3rd Kuala Lumpur International Conference on Biomedical Engineering 2006

3rd Kuala Lumpur International Conference on Biomedical Engineering 2006
  • Author : F. Ibrahim,N.A. Abu Osman,J. Usman,N.A. Kadri
  • Publisher :Unknown
  • Release Date :2007-04-28
  • Total pages :720
  • ISBN : 3540680179
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Summary : The Kuala Lumpur International Conference on Biomedical Engineering (BioMed 2006) was held in December 2006 at the Palace of the Golden Horses, Kuala Lumpur, Malaysia. The papers presented at BioMed 2006, and published here, cover such topics as Artificial Intelligence, Biological effects of non-ionising electromagnetic fields, Biomaterials, Biomechanics, Biomedical Sensors, Biomedical Signal Analysis, Biotechnology, Clinical Engineering, Human performance engineering, Imaging, Medical Informatics, Medical Instruments and Devices, and many more.

Brain-Computer Interfaces

Brain-Computer Interfaces
  • Author : Aboul Ella Hassanien,Ahmad Taher Azar
  • Publisher :Unknown
  • Release Date :2014-11-01
  • Total pages :416
  • ISBN : 9783319109787
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Summary : The success of a BCI system depends as much on the system itself as on the user’s ability to produce distinctive EEG activity. BCI systems can be divided into two groups according to the placement of the electrodes used to detect and measure neurons firing in the brain. These groups are: invasive systems, electrodes are inserted directly into the cortex are used for single cell or multi unit recording, and electrocorticography (EcoG), electrodes are placed on the surface of the cortex (or dura); noninvasive systems, they are placed on the scalp and use electroencephalography (EEG) or magnetoencephalography (MEG) to detect neuron activity. The book is basically divided into three parts. The first part of the book covers the basic concepts and overviews of Brain Computer Interface. The second part describes new theoretical developments of BCI systems. The third part covers views on real applications of BCI systems.

Analysis and Classification of EEG Signals for Brain–Computer Interfaces

Analysis and Classification of EEG Signals for Brain–Computer Interfaces
  • Author : Szczepan Paszkiel
  • Publisher :Unknown
  • Release Date :2019-08-31
  • Total pages :132
  • ISBN : 9783030305819
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Summary : This book addresses the problem of EEG signal analysis and the need to classify it for practical use in many sample implementations of brain–computer interfaces. In addition, it offers a wealth of information, ranging from the description of data acquisition methods in the field of human brain work, to the use of Moore–Penrose pseudo inversion to reconstruct the EEG signal and the LORETA method to locate sources of EEG signal generation for the needs of BCI technology. In turn, the book explores the use of neural networks for the classification of changes in the EEG signal based on facial expressions. Further topics touch on machine learning, deep learning, and neural networks. The book also includes dedicated implementation chapters on the use of brain–computer technology in the field of mobile robot control based on Python and the LabVIEW environment. In closing, it discusses the problem of the correlation between brain–computer technology and virtual reality technology.

Design and Implementation of EEG-based Brain Computer Interfaces for Neuroprosthetics and Neurorehabilitation

Design and Implementation of EEG-based Brain Computer Interfaces for Neuroprosthetics and Neurorehabilitation
  • Author : Reza Abiri
  • Publisher :Unknown
  • Release Date :2017
  • Total pages :137
  • ISBN : OCLC:1132289832
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Summary : Brain Computer Interface (BCI) technology motivates interesting and promising results in forward/feedback control consistent with human intention. It holds great promise for advancements in patient care and applications to neuroprosthetics and neurorehabilitation. Here, as forward control in BCI neuroprosthetics, a fundamental testbed for controlling a computer cursor was designed using noninvasive Electroencephalography (EEG) technology. In order to reduce the training time for subjects, a new paradigm called "Imagined Body Kinematics" was adopted in designed experimental protocols. Twenty-eight subjects were trained (about 10 minutes) to perform the cursor control task. The subjects were asked to answer a pre- and a post-questionnaire before and after the experiment, respectively. Several confounding variables were investigated to evaluate their correlation with subjects' performance in training and control task. Thereafter, the developed cursor control platform was applied in Brain Machine Interfaces to control different robotic devices to confirm the potential application of investigated paradigm in neuroprosthetics control. As another interesting area in BCI, a new EEG-based BCI platform was developed to evaluate attentional states in six subjects (as pilot study) and in thirty-eight subjects (as extended study) for feedback control in neurorehabilitation. For the first time, the features from whole brain were employed in two-class classification of attentional states. By introducing a new experimental paradigm for stimuli and neurofeedback, it was discussed how the platform could have the potential application in attention training of people with cognitive deficit.

Guide to Brain-Computer Music Interfacing

Guide to Brain-Computer Music Interfacing
  • Author : Eduardo Reck Miranda,Julien Castet
  • Publisher :Unknown
  • Release Date :2014-10-03
  • Total pages :313
  • ISBN : 9781447165842
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Summary : This book presents a world-class collection of Brain-Computer Music Interfacing (BCMI) tools. The text focuses on how these tools enable the extraction of meaningful control information from brain signals, and discusses how to design effective generative music techniques that respond to this information. Features: reviews important techniques for hands-free interaction with computers, including event-related potentials with P300 waves; explores questions of semiotic brain-computer interfacing (BCI), and the use of machine learning to dig into relationships among music and emotions; offers tutorials on signal extraction, brain electric fields, passive BCI, and applications for genetic algorithms, along with historical surveys; describes how BCMI research advocates the importance of better scientific understanding of the brain for its potential impact on musical creativity; presents broad coverage of this emerging, interdisciplinary area, from hard-core EEG analysis to practical musical applications.

Towards Practical Brain-Computer Interfaces

Towards Practical Brain-Computer Interfaces
  • Author : Brendan Z. Allison,Stephen Dunne,Robert Leeb,José Del R. Millán,Anton Nijholt
  • Publisher :Unknown
  • Release Date :2012-08-21
  • Total pages :412
  • ISBN : 9783642297465
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Summary : 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.

Exam Prep for: Eeg-based Brain-computer Interfaces

Exam Prep for: Eeg-based Brain-computer Interfaces
  • Author : Anonim
  • Publisher :Unknown
  • Release Date :2021
  • Total pages :229
  • ISBN : 1230987654XX
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Summary :

Brain–Computer Interfaces Handbook

Brain–Computer Interfaces Handbook
  • Author : Chang S. Nam,Anton Nijholt,Fabien Lotte
  • Publisher :Unknown
  • Release Date :2018-01-09
  • Total pages :788
  • ISBN : 9781351231947
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Summary : 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

Brain-Computer Interfaces
  • Author : Anonim
  • Publisher :Unknown
  • Release Date :2020-03-10
  • Total pages :390
  • ISBN : 9780444639332
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Summary : Brain-Computer Interfacing, Volume 168, not only gives readers a clear understanding of what BCI science is currently offering, but also describes future expectations for restoring lost brain function in patients. In-depth technological chapters are aimed at those interested in BCI technologies and the nature of brain signals, while more comprehensive summaries are provided in the more applied chapters. Readers will be able to grasp BCI concepts, understand what needs the technologies can meet, and provide an informed opinion on BCI science. Explores how many different causes of disability have similar functional consequences (loss of mobility, communication etc.) Addresses how BCI can be of use Presents a multidisciplinary review of BCI technologies and the opportunities they provide for people in need of a new kind of prosthetic Offers a comprehensive, multidisciplinary review of BCI for researchers in neuroscience and traumatic brain injury that is also ideal for clinicians in neurology and neurosurgery

Signal Processing and Machine Learning for Brain-Machine Interfaces

Signal Processing and Machine Learning for Brain-Machine Interfaces
  • Author : Toshihisa Tanaka,Mahnaz Arvaneh
  • Publisher :Unknown
  • Release Date :2018-09
  • Total pages :354
  • ISBN : 9781785613982
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Summary : This book introduces signal processing and machine learning techniques for Brain Machine Interfacing/Brain Computer Interfacing (BMI/BCI), and their practical and future applications in neuroscience, medicine, and rehabilitation. This is an emerging and challenging technology in engineering, computing, machine learning, neuroscience and medicine, and so the book will interest researchers, engineers, professionals and specialists from all of these areas who need to know more about cutting edge technologies in the fields.

Brain-Computer Interfaces

Brain-Computer Interfaces
  • Author : Jonathan Wolpaw,Elizabeth Winter Wolpaw
  • Publisher :Unknown
  • Release Date :2012-01-24
  • Total pages :424
  • ISBN : 9780199921485
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Summary : 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.

Signal Processing Methods in EEG Based Brain-Computer Interfaces

Signal Processing Methods in EEG Based Brain-Computer Interfaces
  • Author : Gary Garcia Molina
  • Publisher :Unknown
  • Release Date :2016-08-08
  • Total pages :304
  • ISBN : 1119952832
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Summary : Focuses on the reproducibility of research in relation to the processing of EEG signals for Brain-Computer Interface (BCI) applications, which aim to provide a direct communication pathway between the brain and an external device. Features algorithm results produced from real data and uses the unique method of mental state decoding to present both theoretical work and working implementations. Focuses on the signals, algorithms, and interpretation and presents the specifics of mental state decoding which ultimately bridges the gap between knowledge and implementation. Follows a tutorial style approach where background and definitions are given followed by chapters on the important areas of Motor, Sensory and event related potentials. Places an emphasis on the reproducibility of research - sample real world datasets and code listings implementing the concepts presented in the book will be made available in a website supporting the book. A valuable reference forProfessionals such as research scientists, system designers and academics involved in the design and implementation of BCI systems; graduate and PhD students in the area of signal processing, biomedical engineering & neuroscience.

Intelligent Systems in Cybernetics and Automation Theory

Intelligent Systems in Cybernetics and Automation Theory
  • Author : Radek Silhavy,Roman Senkerik,Zuzana Kominkova Oplatkova,Zdenka Prokopova,Petr Silhavy
  • Publisher :Unknown
  • Release Date :2015-04-24
  • Total pages :318
  • ISBN : 9783319185033
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Summary : This volume is based on the research papers presented in the 4th Computer Science On-line Conference. The volume Intelligent Systems in Cybernetics and Automation Control Theory presents new approaches and methods to real-world problems, and in particular, exploratory research that describes novel approaches in the field of cybernetics and automation control theory. Particular emphasis is laid on modern trends in selected fields of interest. New algorithms or methods in a variety of fields are also presented. The Computer Science On-line Conference (CSOC2015) is intended to provide an international forum for discussions on the latest high-quality research results in all areas related to Computer Science. The addressed topics are the theoretical aspects and applications of Computer Science, Artificial Intelligences, Cybernetics, Automation Control Theory and Software Engineering.

Functional Brain Mapping and the Endeavor to Understand the Working Brain

Functional Brain Mapping and the Endeavor to Understand the Working Brain
  • Author : Francesco Signorelli,Domenico Chirchiglia
  • Publisher :Unknown
  • Release Date :2013-06-19
  • Total pages :524
  • ISBN : 9789535111603
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Summary : Functional brain mapping has by now gained a high impact on research and clinical practice: huge funds are unveiled all over the world in order to boost the research and clinical applications of this field of neuroscience. The most successful approach to unlock the mysteries of the brain, to tell it with Jay Ingram, is to bring together an interdisciplinary network of scientists and clinicians and encourage an interchange of ideas. It is this crossfire we try to promote with this book.

EEG-based Brain-computer Interface for Decoding Motor Imagery Tasks Within the Same Hand Using Choi-Williams Time-frequency Distribution

EEG-based Brain-computer Interface for Decoding Motor Imagery Tasks Within the Same Hand Using Choi-Williams Time-frequency Distribution
  • Author : Rami Alazrai,Hisham Alwanni,Yara Baslan
  • Publisher :Unknown
  • Release Date :2017
  • Total pages :229
  • ISBN : OCLC:1018222660
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Summary :

Brain-Computer Interfaces 1

Brain-Computer Interfaces 1
  • Author : Maureen Clerc,Laurent Bougrain,Fabien Lotte
  • Publisher :Unknown
  • Release Date :2016-07-14
  • Total pages :330
  • ISBN : 9781119144984
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Summary : 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

Wearable and Autonomous Biomedical Devices and Systems for Smart Environment

Wearable and Autonomous Biomedical Devices and Systems for Smart Environment
  • Author : Aimé Lay-Ekuakille
  • Publisher :Unknown
  • Release Date :2010-10-04
  • Total pages :408
  • ISBN : 3642156878
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Summary : This book is dedicated to wearable and autonomous systems, including devices, offers to variety of users, namely, master degree students, researchers and practitioners, An opportunity of a dedicated and a deep approach in order to improve their knowledge in this specific field. The book draws the attention about interesting aspects, as for instance, advanced wearable sensors for enabling applications, solutions for arthritic patients in their limited and conditioned movements, wearable gate analysis, energy harvesting, physiological parameter monitoring, communication, pathology detection , etc..

EEG Signal Processing

EEG Signal Processing
  • Author : Saeid Sanei,Jonathon A. Chambers
  • Publisher :Unknown
  • Release Date :2013-05-28
  • Total pages :312
  • ISBN : 9781118691236
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Summary : Electroencephalograms (EEGs) are becoming increasingly important measurements of brain activity and they have great potential for the diagnosis and treatment of mental and brain diseases and abnormalities. With appropriate interpretation methods they are emerging as a key methodology to satisfy the increasing global demand for more affordable and effective clinical and healthcare services. Developing and understanding advanced signal processing techniques for the analysis of EEG signals is crucial in the area of biomedical research. This book focuses on these techniques, providing expansive coverage of algorithms and tools from the field of digital signal processing. It discusses their applications to medical data, using graphs and topographic images to show simulation results that assess the efficacy of the methods. Additionally, expect to find: explanations of the significance of EEG signal analysis and processing (with examples) and a useful theoretical and mathematical background for the analysis and processing of EEG signals; an exploration of normal and abnormal EEGs, neurological symptoms and diagnostic information, and representations of the EEGs; reviews of theoretical approaches in EEG modelling, such as restoration, enhancement, segmentation, and the removal of different internal and external artefacts from the EEG and ERP (event-related potential) signals; coverage of major abnormalities such as seizure, and mental illnesses such as dementia, schizophrenia, and Alzheimer’s disease, together with their mathematical interpretations from the EEG and ERP signals and sleep phenomenon; descriptions of nonlinear and adaptive digital signal processing techniques for abnormality detection, source localization and brain-computer interfacing using multi-channel EEG data with emphasis on non-invasive techniques, together with future topics for research in the area of EEG signal processing. The information within EEG Signal Processing has the potential to enhance the clinically-related information within EEG signals, thereby aiding physicians and ultimately providing more cost effective, efficient diagnostic tools. It will be beneficial to psychiatrists, neurophysiologists, engineers, and students or researchers in neurosciences. Undergraduate and postgraduate biomedical engineering students and postgraduate epileptology students will also find it a helpful reference.