Non-invasive decoding of cortical patterns induced by goal directed movement intentions and artificial sensory feedback in humans

Project Information

Feel your Reach

Grant agreement ID: 681231

DOI 10.3030/681231

Project closed

EC signature date 18 April 2016

Start date 1 May 2016

End date 31 July 2021

Funded under

• EXCELLENT SCIENCE - European Research Council (ERC)

Total cost € 1 994 161,00

EU contribution € 1 994 161,00

Coordinated by

TECHNISCHE UNIVERSITAET GRAZ
Austria

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Peer reviewed articles (19)

Assessing the impact of vibrotactile kinaesthetic feedback on electroencephalographic signals in a center-out task

Author(s): Lea Hehenberger; Andreea Ioana Sburlea; Gernot R Müller-Putz
Published in: Journal of Neural Engineering, Issue 6, 2020, ISSN 1741-2552
Publisher: IOP Publishing Ltd
DOI: 10.1088/1741-2552/abb069

Using machine learning to reveal the population vector from EEG signals

Author(s): Reinmar J Kobler, Inês Almeida, Andreea I Sburlea, Gernot R Müller-Putz
Published in: Journal of Neural Engineering, Issue 17/2, 2020, Page(s) 026002, ISSN 1741-2552
Publisher: IOP Publishing Ltd
DOI: 10.1088/1741-2552/ab7490

Decoding hand movements from human EEG to control a robotic arm in a simulation environment

Author(s): Andreas Schwarz, Maria Katharina Höller, Joana Pereira, Patrick Ofner, Gernot R Müller-Putz
Published in: Journal of Neural Engineering, Issue 17/3, 2020, Page(s) 036010, ISSN 1741-2552
Publisher: IOP Publishing Ltd.
DOI: 10.1088/1741-2552/ab882e

Disentangling human grasping type from the object's intrinsic properties using low-frequency EEG signals

Author(s): Andreea I. Sburlea; Marilena Wilding; Gernot R. Müller-Putz
Published in: Neuroimage: Reports, Vol 1, Iss 2, Pp 100012- (2021), Issue 1, 2021, ISSN 2666-9560
Publisher: Elsevier
DOI: 10.1016/j.ynirp.2021.100012

Distance- and speed-informed kinematics decoding improves M/EEG based upper-limb movement decoder accuracy

Author(s): Reinmar Josef Kobler; Andreea Ioana Sburlea; Valeria Mondini; Masayuki Hirata; Gernot R Müller-Putz
Published in: Journal of Neural Engineering, Issue 4, 2020, ISSN 1741-2552
Publisher: IOP Publishing Ltd
DOI: 10.1088/1741-2552/abb3b3

Continuous low-frequency EEG decoding of arm movement for closed-loop, natural control of a robotic arm

Author(s): Valeria Mondini, Reinmar J Kobler, Andreea I Sburlea, Gernot R Müller-Putz
Published in: Journal of Neural Engineering, Issue 17/4, 2020, Page(s) 046031, ISSN 1741-2552
Publisher: IOP Publisching Ltd
DOI: 10.1088/1741-2552/aba6f7

Upper limb movements can be decoded from the time-domain of low-frequency EEG

Author(s): Patrick Ofner, Andreas Schwarz, Joana Pereira, Gernot R. Müller-Putz
Published in: PLOS ONE, Issue 12/8, 2017, Page(s) e0182578, ISSN 1932-6203
Publisher: Public Library of Science
DOI: 10.1371/journal.pone.0182578

Online Reduction of Artifacts in EEG of Simultaneous EEG-fMRI Using Reference Layer Adaptive Filtering (RLAF)

Author(s): David Steyrl, Gunther Krausz, Karl Koschutnig, Günter Edlinger, Gernot R. Müller-Putz
Published in: Brain Topography, Issue 31/1, 2018, Page(s) 129-149, ISSN 0896-0267
Publisher: Kluwer Academic/Plenum Publishers
DOI: 10.1007/s10548-017-0606-7

Workshops of the Sixth International Brain–Computer Interface Meeting: brain–computer interfaces past, present, and future

Author(s): Jane E. Huggins, Christoph Guger, Mounia Ziat, Thorsten O. Zander, Denise Taylor, Michael Tangermann, Aureli Soria-Frisch, John Simeral, Reinhold Scherer, Rüdiger Rupp, Giulio Ruffini, Douglas K. R. Robinson, Nick F. Ramsey, Anton Nijholt, Gernot Müller-Putz, Dennis J. McFarland, Donatella Mattia, Brent J. Lance, Pieter-Jan Kindermans, Iñaki Iturrate, Christian Herff, Disha Gupta, An H. Do, Jen
Published in: Brain-Computer Interfaces, Issue 4/1-2, 2017, Page(s) 3-36, ISSN 2326-263X
Publisher: Taylor & Francies
DOI: 10.1080/2326263X.2016.1275488

Cybathlon experiences of the Graz BCI racing team Mirage91 in the brain-computer interface discipline

Author(s): Karina Statthaler, Andreas Schwarz, David Steyrl, Reinmar Kobler, Maria Katharina Höller, Julia Brandstetter, Lea Hehenberger, Marvin Bigga, Gernot Müller-Putz
Published in: Journal of NeuroEngineering and Rehabilitation, Issue 14/1, 2017, ISSN 1743-0003
Publisher: BioMed Central
DOI: 10.1186/s12984-017-0344-9

Tuning characteristics of low-frequency EEG to positions and velocities in visuomotor and oculomotor tracking tasks

Author(s): Reinmar J. Kobler, Andreea I. Sburlea, Gernot R. Müller-Putz
Published in: Scientific Reports, Issue 8/1, 2018, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-018-36326-y

EEG patterns of self-paced movement imaginations towards externally-cued and internally-selected targets

Author(s): Joana Pereira, Andreea Ioana Sburlea, Gernot R. Müller-Putz
Published in: Scientific Reports, Issue 8/1, 2018, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-018-31673-2

Exploring representations of human grasping in neural, muscle and kinematic signals

Author(s): Andreea I. Sburlea, Gernot R. Müller-Putz
Published in: Scientific Reports, Issue 8/1, 2018, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-018-35018-x

Masked and unmasked error-related potentials during continuous control and feedback

Author(s): Catarina Lopes Dias, Andreea I Sburlea, Gernot R Müller-Putz
Published in: Journal of Neural Engineering, Issue 15/3, 2018, Page(s) 036031, ISSN 1741-2560
Publisher: Institute of Physics Publishing
DOI: 10.1088/1741-2552/aab806

Decoding natural reach-and-grasp actions from human EEG

Author(s): Andreas Schwarz, Patrick Ofner, Joana Pereira, Andreea Ioana Sburlea, Gernot R Müller-Putz
Published in: Journal of Neural Engineering, Issue 15/1, 2018, Page(s) 016005, ISSN 1741-2560
Publisher: Institute of Physics Publishing
DOI: 10.1088/1741-2552/aa8911

EEG neural correlates of goal-directed movement intention

Author(s): Joana Pereira, Patrick Ofner, Andreas Schwarz, Andreea Ioana Sburlea, Gernot R. Müller-Putz
Published in: NeuroImage, Issue 149, 2017, Page(s) 129-140, ISSN 1053-8119
Publisher: Academic Press
DOI: 10.1016/j.neuroimage.2017.01.030

Distinct cortical networks for hand movement initiation and directional processing: An EEG study

Author(s): Reinmar J. Kobler, Elizaveta Kolesnichenko, Andreea I. Sburlea, Gernot R. Müller-Putz
Published in: NeuroImage, Issue 220, 2020, Page(s) 117076, ISSN 1053-8119
Publisher: Academic Press
DOI: 10.1016/j.neuroimage.2020.117076

Online asynchronous decoding of error-related potentials during the continuous control of a robot

Author(s): Catarina Lopes-Dias, Andreea I. Sburlea, Gernot R. Müller-Putz
Published in: Scientific Reports, Issue 9/1, 2019, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-019-54109-x

Corneo-retinal-dipole and eyelid-related eye artifacts can be corrected offline and online in electroencephalographic and magnetoencephalographic signals

Author(s): Reinmar J. Kobler, Andreea I. Sburlea, Catarina Lopes-Dias, Andreas Schwarz, Masayuki Hirata, Gernot R. Müller-Putz
Published in: NeuroImage, Issue 218, 2020, Page(s) 117000, ISSN 1053-8119
Publisher: Academic Press
DOI: 10.1016/j.neuroimage.2020.117000

Conference proceedings (9)

Decoding of continuous movement attempt in 2-dimensions from non-invasive low frequency brain signals

Author(s): Gernot R. Muller-Putz, Valeria Mondini, Victor Martinez-Cagigal, Reinmar J. Kobler, Joana Pereira, Catarina Lopes Dias, Lea Hehenberger, Andreea I. Sburlea
Published in: 2021 10th International IEEE/EMBS Conference on Neural Engineering (NER), 2021, Page(s) 322-325, ISBN 978-1-7281-4337-8
Publisher: IEEE
DOI: 10.1109/ner49283.2021.9441346

HEAR to remove pops and drifts: the high-variance electrode artifact removal (HEAR) algorithm

Author(s): Reinmar J. Kobler, Andreea I. Sburlea, Valeria Mondini, Gernot R. Muller-Putz
Published in: 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2019, Page(s) 5150-5155, ISBN 978-1-5386-1311-5
Publisher: IEEE
DOI: 10.1109/embc.2019.8857742

Movements of the same upper limb can be classified from low-frequency time-domain EEG signals

Author(s): Patrick Ofner; Andreas Schwarz; Joana Pereira; Müller-Putz, Gernot R.
Published in: Proceedings of the 6th Brain-Computer Interface Meeting, Issue 1, 2016
Publisher: Verlag der TU Graz
DOI: 10.3217/978-3-85125-467-9-69

Time domain classification of grasp and hold tasks

Author(s): Andreas Schwarz; Patrick Ofner; Joana Pereira; Müller-Putz, Gernot R.
Published in: Proceedings of the 6th Brain-Computer Interface Meeting, Issue 1, 2016
Publisher: Verlag der TU Graz
DOI: 10.3217/978-3-85125-467-9-76

Towards non-invasive EEG-based arm/hand-control in users with spinal cord injury

Author(s): Gernot R. Muller-Putz, Patrick Ofner, Andreas Schwarz, Joana Pereira, Andreas Pinegger, Catarina Lopes Dias, Lea Hehenberger, Reinmar Kobler, Andreea Ioana Sburlea
Published in: 2017 5th International Winter Conference on Brain-Computer Interface (BCI), 2017, Page(s) 63-65, ISBN 978-1-5090-5096-3
Publisher: IEEE
DOI: 10.1109/iww-bci.2017.7858160

A COMPARISON OF OCULAR ARTIFACT REMOVAL METHODS FOR BLOCK DESIGN BASED ELECTROENCEPHALOGRAPHY EXPERIMENTS

Author(s): R.J. Kobler, A.I. Sburlea, and G.R. Müller-Putz
Published in: 7th Graz Brain-Computer Interface Conference, 2017
Publisher: Verlag der Technischen Universität Graz
DOI: 10.3217/978-3-85125-533-1-44

Error-related potentials with masked and unmasked onset during continuous control and feedback

Author(s): Catarina Lopes-Dias, Andreea Ioana Sburlea, and Gernot Müller-Putz
Published in: 7th Graz Brain-Computer Interface Conference, 2017
Publisher: Verlag der Technischen Universität Graz
DOI: 10.3217/978-3-85125-533-1-52

Towards non-invasive brain-computer interface for hand/arm control in users with spinal cord injury

Author(s): Gernot R. Muller-Putz, Joana Pereira, Patrick Ofner, Andreas Schwarz, Catarina Lopes Dias, Reinmar J. Kobler, Lea Hehenberger, Andreas Pinegger, Andreea I. Sburlea
Published in: 2018 6th International Conference on Brain-Computer Interface (BCI), 2018, Page(s) 1-4, ISBN 978-1-5386-2574-3
Publisher: IEEE
DOI: 10.1109/iww-bci.2018.8311498

Discriminating goal-directed from nongoal-directed movements and its potential impact for BCI control

Author(s): J. Pereira, P. Ofner, A. Schwarz, G. R. Müller-Putz
Published in: Proceedings of the 6th International Brain-Computer Interface Meeting, 2016, Page(s) 67, ISBN 978-3-85125-467-9
Publisher: Verlag der Technischen Universität Graz
DOI: 10.3217/978-3-85125-467-9-67

Book chapters (1)

From classic motor imagery to complex movement intention decoding: The noninvasive Graz-BCI approach

Author(s): G.R. Müller-Putz, A. Schwarz, J. Pereira, P. Ofner
Published in: Progress in Brain Research, 2016
Publisher: Elsevier
DOI: 10.1016/bs.pbr.2016.04.017