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MATLAB® for Brain-Computer Interface Systems
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MATLAB® for Brain-Computer Interface Systems

inbunden, 2025
Engelska
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The book extensively explores Brain-Computer Interfaces (BCIs), emphasizing both the theoretical foundations and practical applications within this rapidly advancing field. It provides a thorough coverage of BCI fundamentals and practical implementation using MATLAB®. It begins with an introduction, covering the history of BCIs, components, and the pivotal role MATLAB® plays in their development. The book explores various aspects such as signal processing, data acquisition, rapid prototyping, machine learning, and real-time data processing, all within the MATLAB® environment. Additionally, it delves into the community and support available, along with open-source BCI toolboxes and integration with external devices. Moving forward, the book dives into the fundamentals of BCIs, including their definition, applications, principles, and components. It covers different types of brain signals utilized in BCI systems and the challenges involved in their design, such as signal reliability, userfriendliness, privacy, and regulatory issues. It discusses their principles, implementation in MATLAB®, and practical considerations for training and evaluating classification models. Finally, the book concludes with real-world case studies and practical examples, demonstrating the application of MATLAB® in BCI projects.

This book is an essential reading for researchers, engineers, students, and practitioners seeking to explore the fascinating intersection of neuroscience, signal processing, and machine learning through MATLAB-based BCI development.

Undertitel
Computation and Data Processing
ISBN
9781032951546
Språk
Engelska
Vikt
540 gram
Utgivningsdatum
2025-06-23
Sidor
166