EEG Signal Processing and Feature Extraction
This book presents the conceptual and mathematical basis and the implementation of both electroencephalogram (EEG) and EEG signal processing in a comprehensive, simple, and easy-to-understand manner. EEG records the electrical activity generated by the fi
- PDF / 14,597,954 Bytes
- 435 Pages / 439.42 x 683.15 pts Page_size
- 36 Downloads / 617 Views
EEG Signal Processing and Feature Extraction
EEG Signal Processing and Feature Extraction
Li Hu • Zhiguo Zhang Editors
EEG Signal Processing and Feature Extraction
Editors Li Hu CAS Key Laboratory of Mental Health Institute of Psychology, Chinese Academy of Sciences Beijing, China
Zhiguo Zhang School of Biomedical Engineering, Health Science Center Shenzhen University Shenzhen, Guangdong, China
Department of Psychology University of Chinese Academy of Sciences Beijing, China
ISBN 978-981-13-9112-5 ISBN 978-981-13-9113-2 https://doi.org/10.1007/978-981-13-9113-2
(eBook)
© Springer Nature Singapore Pte Ltd. 2019 This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. The publisher, the authors, and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, express or implied, with respect to the material contained herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. This Springer imprint is published by the registered company Springer Nature Singapore Pte Ltd. The registered company address is: 152 Beach Road, #21-01/04 Gateway East, Singapore 189721, Singapore
Contents
1
Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Li Hu and Zhiguo Zhang
1
2
EEG: Neural Basis and Measurement . . . . . . . . . . . . . . . . . . . . . . . Xiaolei Xia and Li Hu
7
3
Electroencephalography, Evoked Potentials, and Event-Related Potentials . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Xuejing Lu and Li Hu
23
4
ERP Experimental Design . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Ruolei Gu
43
5
EEG Preprocessing and Denoising . . . . . . . . . . . . . . . . . . . . . . . . . Weiwei Peng
71
6
Spectral and Time-Frequency Analysis . . . . . . . . . . . . . . . . . . . . . . Zhiguo Zhang
89
7
Blind Source Separation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 117 Fengyu Cong
8
Microstate Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 141 Huibin Jia
9
Source Analysis . . . . . . . . . . . . . . .
Data Loading...
