| Edition |
First edition. |
| Description |
1 online resource |
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text txt rdacontent |
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computer c rdamedia |
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online resource cr rdacarrier |
| Bibliography |
Includes bibliographical references and index. |
| Note |
Online resource; title from PDF title page (EBSCO, viewed March 21, 2019). |
| Contents |
Front Cover; EEG-Based Brain-Computer Interfaces: Cognitive Analysis and Control Applications; Copyright; Contents; Preface; Acknowledgments; Chapter 1: Introduction; 1.1. Rationale; 1.1.1. BCI Success Stories; 1.1.2. BCI Market Analysis; 1.2. Technical Overview; 1.2.1. Brain Anatomy; 1.2.2. From Brain to Computer; 1.2.3. Previous Work Related to Voluntary Eyeblink-Based BCI and Control; 1.3. Objectives; References; Chapter 2: EEG-Based Brain-Computer Interfacing (BCI); 2.1. Introduction; 2.1.1. EEG-Based BCI Architecture; 2.1.1.1. Signal Acquisition; 2.1.1.2. Preprocessing |
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2.1.1.3. Feature Extraction2.1.1.4. Classification; 2.1.1.5. Translation Into Operative Control Signals; 2.2. Techniques in BCI; 2.2.1. Invasive and Partially-Invasive BCI Techniques; 2.2.1.1. Electrocorticography (ECoG); 2.2.1.2. Intracortical Neuron Recording; 2.2.2. Noninvasive BCI Techniques; 2.2.2.1. Magnetoencephalography (MEG); 2.2.2.2. Functional Magnetic Resonance Imaging; 2.2.2.3. Functional Near-Infrared Spectroscopy (fNIRS); 2.2.2.4. Electroencephalography (EEG); 2.3. Data Acquisition; 2.3.1. Brain Electric Potential; 2.3.2. EEG Electrode Positioning; 2.3.3. EEG Electrodes |
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2.3.4. EEG Signals and Rhythms2.3.5. Preamplification, Filtering and Analog-to-Digital Conversion; 2.4. Preprocessing; 2.4.1. EEG Artifacts; 2.4.1.1. Physiological Artifacts; 2.4.1.2. Nonphysiological Artifacts; 2.4.2. EEG Artifact Rejection; 2.4.2.1. Artifact Rejection Using Temporal Filtering; 2.4.2.2. Artifact Rejection Using Spatial Filtering; 2.5. Feature Extraction; 2.5.1. EEG Signal Representation in Time Domain; 2.5.1.1. Event-Related Synchronization/Desynchronization (ERS/ERD); 2.5.1.2. Evoked Potentials; 2.5.1.3. Slow Cortical Potentials |
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2.5.2. EEG Signal Representation in Frequency Domain2.5.2.1. Band Power Features; 2.5.2.2. PSD Features; 2.5.3. EEG Signal Representation in Time-Frequency Domain; 2.5.3.1. Short-Time Fourier Transform; 2.5.3.2. Wavelet Transform; 2.5.4. EEG Signal Representation in Spatial Domain; 2.6. Classification; 2.6.1. Linear Classifiers; 2.6.2. Nonlinear Classifiers; 2.6.3. BCI Performance; 2.7. BCI Applications; 2.7.1. BCI: Clinical Applications; 2.7.1.1. BCI-Based Assistive Devices for Communication; 2.7.1.2. BCI-Based Assistive Devices for Locomotion and Movement |
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2.7.1.3. BCI for Neurorehabilitation2.7.1.4. BCI for Cognitive State Analysis; 2.7.1.5. BCI for Medical Diagnostics; 2.7.2. BCI: Nonclinical Applications; 2.7.2.1. BCI in Neuroergonomics; 2.7.2.2. BCI for Smart Home; 2.7.2.3. BCI in Neuromarketing and Advertising; 2.7.2.4. BCI for Games and Entertainment; 2.7.2.5. BCI for Security and Validation; 2.8. Conclusion; References; Further Reading; Chapter 3: Real-Time EEG Acquisition; 3.1. Introduction; 3.2. Overview of Acquisition Units; 3.2.1. Selection Criteria in Terms of Specifications; 3.2.2. EEG Devices; 3.2.2.1. Emotive Epoc/Epoc+ Headset |
| 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. |
| Subject |
Electroencephalography.
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Brain-computer interfaces.
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Brain-Computer Interfaces |
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Electroencephalography |
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Électroencéphalographie.
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Interfaces cerveau-ordinateur.
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HEALTH & FITNESS -- Diseases -- General.
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MEDICAL -- Clinical Medicine.
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MEDICAL -- Diseases.
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MEDICAL -- Evidence-Based Medicine.
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MEDICAL -- Internal Medicine.
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Brain-computer interfaces
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Electroencephalography
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| Genre/Form |
Electronic books.
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| Added Author |
Mahajan, Rashima, author.
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| Other Form: |
Print version: Bansal, Dipali. EEG-Based Brain-Computer Interfaces. First edition. London : Academic Press, [2019] 0128146877 9780128146873 (OCoLC)1047781100 |
| ISBN |
9780128146880 (electronic bk.) |
|
0128146885 (electronic bk.) |
|
9780128146873 |
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0128146877 |
| Standard No. |
AU@ 000065203745 |
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UKMGB 019330771 |
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