First study towards linear control of an upper-limb neuroprosthesis with an EEG-based Brain-Computer Interface

Javier Pascual; Francisco Velasco-Alvarez; Klaus Robert Muller; Carmen Vidaurre

doi:10.1109/EMBC.2012.6346663

First study towards linear control of an upper-limb neuroprosthesis with an EEG-based Brain-Computer Interface

Javier Pascual, Francisco Velasco-Alvarez, Klaus Robert Muller, Carmen Vidaurre

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

7 Citations (Scopus)

Abstract

In this study we show how healthy subjects are able to use a non-invasive Motor Imagery (MI)-based Brain Computer Interface (BCI) to achieve linear control of an upper-limb neuromuscular electrical stimulation (NMES) controlled neuroprosthesis in a simple binary target selection task. Linear BCI control can be achieved if two motor imagery classes can be discriminated with a reliability over 80% in single trial. The results presented in this work show that there was no significant loss of performance using the neuroproshesis in comparison to MI where no stimulation was present. However, it is remarkable how different the experience of the users was in the same experiment. The stimulation either provoked a positive reinforcement feedback, or prevented the user from concentrating in the task.

Original language	English
Title of host publication	2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2012
Pages	3269-3273
Number of pages	5
DOIs	https://doi.org/10.1109/EMBC.2012.6346663
Publication status	Published - 2012 Dec 14
Event	34th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS 2012 - San Diego, CA, United States Duration: 2012 Aug 28 → 2012 Sep 1

Publication series

Name	Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS
ISSN (Print)	1557-170X

Other

Other	34th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS 2012
Country	United States
City	San Diego, CA
Period	12/8/28 → 12/9/1

ASJC Scopus subject areas

Signal Processing
Biomedical Engineering
Computer Vision and Pattern Recognition
Health Informatics

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Pascual, J., Velasco-Alvarez, F., Muller, K. R., & Vidaurre, C. (2012). First study towards linear control of an upper-limb neuroprosthesis with an EEG-based Brain-Computer Interface. In 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2012 (pp. 3269-3273). [6346663] (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS). https://doi.org/10.1109/EMBC.2012.6346663

First study towards linear control of an upper-limb neuroprosthesis with an EEG-based Brain-Computer Interface. / Pascual, Javier; Velasco-Alvarez, Francisco; Muller, Klaus Robert; Vidaurre, Carmen.

2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2012. 2012. p. 3269-3273 6346663 (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Pascual, J, Velasco-Alvarez, F, Muller, KR & Vidaurre, C 2012, First study towards linear control of an upper-limb neuroprosthesis with an EEG-based Brain-Computer Interface. in 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2012., 6346663, Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, pp. 3269-3273, 34th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS 2012, San Diego, CA, United States, 12/8/28. https://doi.org/10.1109/EMBC.2012.6346663

Pascual J, Velasco-Alvarez F, Muller KR, Vidaurre C. First study towards linear control of an upper-limb neuroprosthesis with an EEG-based Brain-Computer Interface. In 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2012. 2012. p. 3269-3273. 6346663. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS). https://doi.org/10.1109/EMBC.2012.6346663

Pascual, Javier ; Velasco-Alvarez, Francisco ; Muller, Klaus Robert ; Vidaurre, Carmen. / First study towards linear control of an upper-limb neuroprosthesis with an EEG-based Brain-Computer Interface. 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2012. 2012. pp. 3269-3273 (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS).

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