On the development of a simple EEG-based mouse using Empirical Mode Decomposition and DWT: A BCI application. Rosas-Cholula, G., Ramirez-Cortes, J., M., Escamilla-Ambrosio, J., & Alarcon-Aquino, V. In 15th IGS Conference, pages 70-73, 2011. Website abstract bibtex This paper presents an on-going project on the development of a simple cursor control emulating the typical operations of a computer-mouse, using Electrooculography signals (EOG) obtained indirectly through a commercial 16-electrodes wireless headset originally used to acquired EEG signals. The cursor position is controlled using information from a gyroscope included in the headset. The clicks are generated through the user’s blinking with an adequate detection procedure based on spectral analysis. Empirical Mode Decomposition (EMD) technique is explored as a simple and quick computational tool, yet effective, aimed to the pulse detection in a noisy signal, as well as a validation method to distinguish between natural blinking and blinks for control. EMD is compared with a spectral analysis based on the Discrete Wavelet Transform (DWT). The experimental setup, some obtained results, and a comparison among the two used spectral analysis, are presented.
@inproceedings{
title = {On the development of a simple EEG-based mouse using Empirical Mode Decomposition and DWT: A BCI application},
type = {inproceedings},
year = {2011},
pages = {70-73},
websites = {https://www-elec.inaoep.mx/~jmram/cvjmr/On the development-IGS-2011.pdf},
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abstract = {This paper presents an on-going project on the development of a simple cursor control emulating the typical operations of a computer-mouse, using Electrooculography signals (EOG) obtained indirectly through a commercial 16-electrodes wireless headset originally used to acquired EEG signals. The cursor position is controlled using information from a gyroscope included in the headset. The clicks are generated through the user’s blinking with an adequate detection procedure based on spectral analysis. Empirical Mode Decomposition (EMD) technique is explored as a simple and quick computational tool, yet effective, aimed to the pulse detection in a noisy signal, as well as a validation method to distinguish between natural blinking and blinks for control. EMD is compared with a spectral analysis based on the Discrete Wavelet Transform (DWT). The experimental setup, some obtained results, and a comparison among the two used spectral analysis, are presented.},
bibtype = {inproceedings},
author = {Rosas-Cholula, G and Ramirez-Cortes, J M and Escamilla-Ambrosio, J and Alarcon-Aquino, V},
booktitle = {15th IGS Conference}
}
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