EEG Signal Processing

Feature extraction, selection and classification methods

Buch | Hardcover

296 Seiten

2019
Institution of Engineering and Technology (Verlag)
978-1-78561-370-8 (ISBN)

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This book focuses on the feature extraction methods used in Electroencephalographic (EEG) signal processing. It presents state-of-the-art aspects of EEG interpretation and the value of EEG; gives practical tips on interpretation and covers specific areas where EEG is most useful.

Electroencephalography (EEG) is an electrophysiological monitoring method used to record the brain activity in brain-computer interface (BCI) systems. It records the electrical activity of the brain, is typically non-invasive with electrodes placed along the scalp, requires relatively simple and inexpensive equipment, and is easier to use than other methods.

EEG-based BCI methods provide modest speed and accuracy which is why multichannel systems and proper signal processing methods are used for feature extraction, feature selection and feature classification to discriminate among several mental tasks. This edited book presents state of the art aspects of EEG signal processing methods, with an emphasis on advanced strategies, case studies, clinical practices and applications such as EEG for meditation, auditory selective attention, sleep apnoea; person authentication; handedness detection, Parkinson's disease, motor imagery, smart air travel support and brain signal classification.

Wai Yie Leong is a Professor at MAHSA University, Malaysia, where she specializes in biomedical signal and image processing, medical signal processing and telecommunications, smart control, and wireless sensor networks. She has been actively involved in Women In Technology and received the Smart-State-Smart-Women Award from the Queensland Government, Australia, in 2005. She is currently the Chairman of the Women Engineers Section, Malaysia (IEM-WE) and Chairman of Women Engineers - AFEO (WEAFEO). She has participated in National and International Wushu Tournaments winning more than 30 awards, including traditional Taichi, Taichi sobre, Taichi fan and Taichi sword.

Chapter 1: EEG extraction for meditation
Chapter 2: EEG in auditory selective attention
Chapter 3: Investigating EEG signal detection, feature optimisation, and extraction method for sleep apnea
Chapter 4: Person authentication using electroencephalogram (EEG) brainwaves signals
Chapter 5: Handedness detection system
Chapter 6: Parkinson's disease feature extraction
Chapter 7: Source analysis in motor imagery EEG BCI applications
Chapter 8: Evaluation for smart air travel support system
Chapter 9: Brain signal classification using normalisation
Chapter 10: The biometric brain dermatoglyphic neural architecture (DNA): brain power at your fingertips
Chapter 11: Electrocardiography: overview, preparation, and technique
Chapter 12: Blind source separation for OSAS: data extraction

Erscheinungsdatum	02.05.2019
Reihe/Serie	Healthcare Technologies
Verlagsort	Stevenage
Sprache	englisch
Maße	156 x 234 mm
Themenwelt	Medizin / Pharmazie ► Physiotherapie / Ergotherapie ► Orthopädie
	Technik ► Elektrotechnik / Energietechnik
	Technik ► Medizintechnik
ISBN-10	1-78561-370-7 / 1785613707
ISBN-13	978-1-78561-370-8 / 9781785613708
Zustand	Neuware