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This is an exciting and rapidly developing field within neurotechnology. 1. Introduction to Non-invasive BCIs: - Definition and basic concepts - Advantages over invasive BCIs - Historical development 2. Principles of Electroencephalography (EEG): - Neural origins of EEG signals - Frequency bands (delta, theta, alpha, beta, gamma) - Spatial and temporal resolution 3. EEG Recording Techniques: - Electrode placement (10-20 system) - Types of electrodes (wet, dry, active) - Amplification and digitization of signals - Artifact reduction techniques 4. Signal Processing in EEG-based BCIs: - Preprocessing (filtering, artifact removal) - Feature extraction methods: * Time-domain features * Frequency-domain features * Time-frequency analysis * Spatial filter...
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