Jämför metoder
Granska de valda metoderna sida vid sida; rader som skiljer sig är markerade.
| Common Spatial Pattern× | EMG-envelope× | |
|---|---|---|
| Ämnesområde | Biomekanik | Biomekanik |
| Familj | Process / pipeline | Process / pipeline |
| Ursprungsår≠ | 2000 | 1999 |
| Upphovsperson≠ | Herbert Ramoser | Roberto Merletti |
| Typ≠ | Spatial filtering and feature extraction | Digital signal processing pipeline |
| Ursprungskälla≠ | Ramoser, H., Mueller-Gerking, J., & Pfurtscheller, G. (2000). Optimal spatial filtering of single trial EEG during imagined hand movement. IEEE Transactions on Rehabilitation Engineering, 8(4), 441-446. DOI ↗ | Phinyomark, A., Quaine, F., Charbonnier, S., & Serviere, C. (2012). Robust EMG feature extraction in the whitespace. IEEE Transactions on Biomedical Engineering, 59(5), 1505-1517. link ↗ |
| Alias | CSP, Spatial filtering, CSP decomposition | EMG linear envelope, RMS envelope, Activation envelope |
| Närliggande | 3 | 3 |
| Sammanfattning≠ | Common Spatial Pattern (CSP) is a spatial filtering technique that identifies electrode combinations that maximize the variance difference between two classes of EEG activity, typically used in brain-computer interfaces to enhance motor imagery discrimination. Introduced by Ramoser and colleagues in 2000, CSP has become a standard feature extraction method in BCI research. | Electromyography (EMG) envelope analysis extracts the amplitude modulation of muscle electrical activity to quantify muscle activation over time. By filtering and demodulating the raw EMG signal, practitioners obtain a smoothed activation profile that reflects when and how intensely a muscle is contracting during movement or fatigue. |
| ScholarGateDatamängd ↗ |
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