Advertisement

Introduction

  • Li HuEmail author
  • Zhiguo Zhang
Chapter

Abstract

As measurements of real-time electrodynamics in the human brain is evolving, a series of electroencephalogram (EEG) signal processing techniques have been developed rapidly. This book is aimed to provide the conceptual, mathematical, and implementational knowledge from EEG neural basis to almost all mainstream EEG signal processing and feature extraction methods in a comprehensive, simple, and easy-to-understand way.

Keywords

Electroencephalogram (EEG) EEG signal processing Feature extraction Methodology Implementation 

References

  1. Berger H. Ueber das Elektrenkephalogramm des Menschen. Archives fur Psychiatrie Nervenkrankheiten. 1929;87:527–70.CrossRefGoogle Scholar
  2. Brazier MAB. A history of the electrical activity of the brain; the first half-century. New York: Macmillan; 1961.Google Scholar
  3. Caton R. The electric currents of the brain. Br Med J. 1875;2:278.Google Scholar
  4. Cohen MX. Analyzing neural time series data: theory and practice. Cambridge, MA: MIT Press; 2014.CrossRefGoogle Scholar
  5. Handy TC. Event-related potentials: a methods handbook. Cambridge, MA: Bradford Books; 2004.Google Scholar
  6. Lopes Da Silva FH, Storm Van Leeuwen W. The cortical source of the alpha rhythm. Neurosci Lett. 1977;6(2–3):237–41.CrossRefGoogle Scholar
  7. Luck SJ, Kappenman ES. The Oxford handbook of event-related potential components. Oxford: Oxford University Press; 2011.Google Scholar
  8. Niedermeyer E, Lopes da Silva FH. Electroencephalography: basic principles, clinical applications, and related fields. 5th ed. Philadelphia: Lippincott Williams & Wilkins; 2005.Google Scholar
  9. Regan D. Human brain electrophysiology: evoked potentials and evoked magnetic fields in science and medicine. New York: Elsevier; 1989.Google Scholar
  10. Sanei S, Chambers JA. EEG signal processing. New York: Wiley; 2013.Google Scholar
  11. Squire LR, Zola-Morgan S. Memory: brain systems and behavior. Trends Neurosci. 1988;11(4):170–5.CrossRefGoogle Scholar
  12. Steriade M. Brain activation, then (1949) and now: coherent fast rhythms in corticothalamic networks. Arch Ital Biol. 1995;134(1):5–20.PubMedGoogle Scholar

Copyright information

© Springer Nature Singapore Pte Ltd. 2019

Authors and Affiliations

  1. 1.CAS Key Laboratory of Mental HealthInstitute of Psychology, Chinese Academy of SciencesBeijingChina
  2. 2.Department of PsychologyUniversity of Chinese Academy of SciencesBeijingChina
  3. 3.School of Biomedical Engineering, Health Science CenterShenzhen UniversityShenzhenChina

Personalised recommendations