In line with goals of the TREMOR-EEU project, the activities of University of Maribor focus on the following crucial themes:
- Increasing robustness in the TREMOR BCI concept by systematically
testing different EEG artefact suppression techniques with respect to:
- effectiveness of artefact suppression;
- tremor extraction;
- negative and positive impacts of artefact removal to EEG classification and detection of tremor onset from EEG;
- computational insensitivity and suitability for online processing.
- Implementation and validation of novel techniques for tremor
onset/offset detection in EEG. This activity should follow experimental
testing of different feature extraction techniques from artefact-free
EEG acquired in different experimental conditions.
- Development and validation of techniques for decomposition of
non-invasively acquired surface EMG compound signals. These techniques
will be used to further illuminate the physiological mechanisms
contributing to muscle tremor and to further outline the connection
among brain waves and EMG tremor patterns.
- Development and validation of advanced techniques for extraction
of information from spatially and temporarily heterogeneous &
multimodal data streams, and classification of unknown repetitive
patterns either in the multimodal BCI signals or in the set of
extracted features.