Detection of pre movement event-related desynchronization from single trial EEG signal

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Soman, Karthik and Reddy, Prabhav and Lakany, Heba; (2013) Detection of pre movement event-related desynchronization from single trial EEG signal. In: 2013 IEEE Conference on Information & Communication Technologies. IEEE, Piscataway, pp. 788-792. ISBN 9781467357593 (https://doi.org/10.1109/CICT.2013.6558201)

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Abstract

Brain Computer Interfacing provides a new of communication for the paralyzed persons affected with Amyotrophic Lateral Sclerosis, Spinal Cord Injury or Brain stem stroke. Detection of the occurrence of the events from the EEG signal from a single trial forms the basis for the real time implementation of BCI. The stochastic nature of EEG signal makes it a challenging one. This paper proposes a method by which event detection was done from a single trial of EEG signal by detecting the Mu Band ERD. The proposed method was compared with the conventional method for quantifying ERD. The statistical analysis using t test proved that at a confidence level of 95%, the proposed method detects the ERD occurrence time within a range of 90% of the conventional method.

ORCID iDs

Soman, Karthik, Reddy, Prabhav and Lakany, Heba ORCID logoORCID: https://orcid.org/0000-0003-3079-0392;
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