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Gembler, Felix: Parameter Optimization for Brain-Computer Interfaces based on Visual Evoked Potentials. 2020
Inhalt
Acknowledgment
Contents
Abstract
Zusammenfassung
Introduction
Motivation and Problem Statement
Publications
Thesis Structure
Brain-Computer Interfaces
Definition
Electroencephalography
The Three Major BCI Paradigms
General BCI Frame Work
BCI Applications
VEP-based BCI Spellers
Evaluation Metrics
BCI Illiteracy
Implementation of a VEP-based BCI
Presentation of Visual Stimuli for SSVEP-based BCIs
Presentation of Visual Stimuli for c-VEP-based BCIs
Classification - Minimum Energy Combination
Classification - Canonical-Correlation Analysis
Classification - Template Matching Method
Synchronizing Stimulus Presentation and Data Acquisition
Concluding Remarks
Investigating SSVEP Parameters
Impact of the SSVEP-Frequency Choice on SSVEP Performance
Impact of the Classification Time Window on SSVEP Performance
Effect of Age on SSVEP Performance
Automated Calibration for SSVEP-based BCIs
Impact of the Number of Targets on SSVEP Performance
Investigating c-VEP parameters
A Dictionary-driven Asynchronous c-VEP Spelling Application
Effect of Age and Flickering Speed on c-VEP Performance
Automated Calibration and Comparison of c-VEP and SSVEP
Investigating Multi-target c-VEP-based BCI Performance
Summary and Future work
Summary
Conclusion
Future Work
Bibliography
Notation
Declaration