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

Informations projet

Feel your Reach

N° de convention de subvention: 681231

DOI

10.3030/681231

Projet clôturé

Date de signature de la CE 18 Avril 2016

Date de début 1 Mai 2016

Date de fin 31 Juillet 2021

Financé au titre de

• EXCELLENT SCIENCE - European Research Council (ERC)

Coût total

€ 1 994 161,00

Contribution de l’UE

€ 1 994 161,00

Coordonné par

TECHNISCHE UNIVERSITAET GRAZ
Austria

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Publications

Peer reviewed articles (19)

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

Auteurs: Lea Hehenberger; Andreea Ioana Sburlea; Gernot R Müller-Putz
Publié dans: Journal of Neural Engineering, Numéro 6, 2020, ISSN 1741-2552
Éditeur: IOP Publishing Ltd
DOI: 10.1088/1741-2552/abb069

Using machine learning to reveal the population vector from EEG signals

Auteurs: Reinmar J Kobler, Inês Almeida, Andreea I Sburlea, Gernot R Müller-Putz
Publié dans: Journal of Neural Engineering, Numéro 17/2, 2020, Page(s) 026002, ISSN 1741-2552
Éditeur: IOP Publishing Ltd
DOI: 10.1088/1741-2552/ab7490

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

Auteurs: Andreas Schwarz, Maria Katharina Höller, Joana Pereira, Patrick Ofner, Gernot R Müller-Putz
Publié dans: Journal of Neural Engineering, Numéro 17/3, 2020, Page(s) 036010, ISSN 1741-2552
Éditeur: IOP Publishing Ltd.
DOI: 10.1088/1741-2552/ab882e

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

Auteurs: Andreea I. Sburlea; Marilena Wilding; Gernot R. Müller-Putz
Publié dans: Neuroimage: Reports, Vol 1, Iss 2, Pp 100012- (2021), Numéro 1, 2021, ISSN 2666-9560
Éditeur: Elsevier
DOI: 10.1016/j.ynirp.2021.100012

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

Auteurs: Reinmar Josef Kobler; Andreea Ioana Sburlea; Valeria Mondini; Masayuki Hirata; Gernot R Müller-Putz
Publié dans: Journal of Neural Engineering, Numéro 4, 2020, ISSN 1741-2552
Éditeur: 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

Auteurs: Valeria Mondini, Reinmar J Kobler, Andreea I Sburlea, Gernot R Müller-Putz
Publié dans: Journal of Neural Engineering, Numéro 17/4, 2020, Page(s) 046031, ISSN 1741-2552
Éditeur: IOP Publisching Ltd
DOI: 10.1088/1741-2552/aba6f7

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

Auteurs: Patrick Ofner, Andreas Schwarz, Joana Pereira, Gernot R. Müller-Putz
Publié dans: PLOS ONE, Numéro 12/8, 2017, Page(s) e0182578, ISSN 1932-6203
Éditeur: 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)

Auteurs: David Steyrl, Gunther Krausz, Karl Koschutnig, Günter Edlinger, Gernot R. Müller-Putz
Publié dans: Brain Topography, Numéro 31/1, 2018, Page(s) 129-149, ISSN 0896-0267
Éditeur: 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

Auteurs: 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
Publié dans: Brain-Computer Interfaces, Numéro 4/1-2, 2017, Page(s) 3-36, ISSN 2326-263X
Éditeur: Taylor & Francies
DOI: 10.1080/2326263X.2016.1275488

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

Auteurs: Karina Statthaler, Andreas Schwarz, David Steyrl, Reinmar Kobler, Maria Katharina Höller, Julia Brandstetter, Lea Hehenberger, Marvin Bigga, Gernot Müller-Putz
Publié dans: Journal of NeuroEngineering and Rehabilitation, Numéro 14/1, 2017, ISSN 1743-0003
Éditeur: 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

Auteurs: Reinmar J. Kobler, Andreea I. Sburlea, Gernot R. Müller-Putz
Publié dans: Scientific Reports, Numéro 8/1, 2018, ISSN 2045-2322
Éditeur: Nature Publishing Group
DOI: 10.1038/s41598-018-36326-y

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

Auteurs: Joana Pereira, Andreea Ioana Sburlea, Gernot R. Müller-Putz
Publié dans: Scientific Reports, Numéro 8/1, 2018, ISSN 2045-2322
Éditeur: Nature Publishing Group
DOI: 10.1038/s41598-018-31673-2

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

Auteurs: Andreea I. Sburlea, Gernot R. Müller-Putz
Publié dans: Scientific Reports, Numéro 8/1, 2018, ISSN 2045-2322
Éditeur: Nature Publishing Group
DOI: 10.1038/s41598-018-35018-x

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

Auteurs: Catarina Lopes Dias, Andreea I Sburlea, Gernot R Müller-Putz
Publié dans: Journal of Neural Engineering, Numéro 15/3, 2018, Page(s) 036031, ISSN 1741-2560
Éditeur: Institute of Physics Publishing
DOI: 10.1088/1741-2552/aab806

Decoding natural reach-and-grasp actions from human EEG

Auteurs: Andreas Schwarz, Patrick Ofner, Joana Pereira, Andreea Ioana Sburlea, Gernot R Müller-Putz
Publié dans: Journal of Neural Engineering, Numéro 15/1, 2018, Page(s) 016005, ISSN 1741-2560
Éditeur: Institute of Physics Publishing
DOI: 10.1088/1741-2552/aa8911

EEG neural correlates of goal-directed movement intention

Auteurs: Joana Pereira, Patrick Ofner, Andreas Schwarz, Andreea Ioana Sburlea, Gernot R. Müller-Putz
Publié dans: NeuroImage, Numéro 149, 2017, Page(s) 129-140, ISSN 1053-8119
Éditeur: Academic Press
DOI: 10.1016/j.neuroimage.2017.01.030

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

Auteurs: Reinmar J. Kobler, Elizaveta Kolesnichenko, Andreea I. Sburlea, Gernot R. Müller-Putz
Publié dans: NeuroImage, Numéro 220, 2020, Page(s) 117076, ISSN 1053-8119
Éditeur: Academic Press
DOI: 10.1016/j.neuroimage.2020.117076

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

Auteurs: Catarina Lopes-Dias, Andreea I. Sburlea, Gernot R. Müller-Putz
Publié dans: Scientific Reports, Numéro 9/1, 2019, ISSN 2045-2322
Éditeur: 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

Auteurs: Reinmar J. Kobler, Andreea I. Sburlea, Catarina Lopes-Dias, Andreas Schwarz, Masayuki Hirata, Gernot R. Müller-Putz
Publié dans: NeuroImage, Numéro 218, 2020, Page(s) 117000, ISSN 1053-8119
Éditeur: 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

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

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

Auteurs: Reinmar J. Kobler, Andreea I. Sburlea, Valeria Mondini, Gernot R. Muller-Putz
Publié dans: 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
Éditeur: IEEE
DOI: 10.1109/embc.2019.8857742

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

Auteurs: Patrick Ofner; Andreas Schwarz; Joana Pereira; Müller-Putz, Gernot R.
Publié dans: Proceedings of the 6th Brain-Computer Interface Meeting, Numéro 1, 2016
Éditeur: Verlag der TU Graz
DOI: 10.3217/978-3-85125-467-9-69

Time domain classification of grasp and hold tasks

Auteurs: Andreas Schwarz; Patrick Ofner; Joana Pereira; Müller-Putz, Gernot R.
Publié dans: Proceedings of the 6th Brain-Computer Interface Meeting, Numéro 1, 2016
Éditeur: 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

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

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

Auteurs: R.J. Kobler, A.I. Sburlea, and G.R. Müller-Putz
Publié dans: 7th Graz Brain-Computer Interface Conference, 2017
Éditeur: 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

Auteurs: Catarina Lopes-Dias, Andreea Ioana Sburlea, and Gernot Müller-Putz
Publié dans: 7th Graz Brain-Computer Interface Conference, 2017
Éditeur: 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

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

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

Auteurs: J. Pereira, P. Ofner, A. Schwarz, G. R. Müller-Putz
Publié dans: Proceedings of the 6th International Brain-Computer Interface Meeting, 2016, Page(s) 67, ISBN 978-3-85125-467-9
Éditeur: 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

Auteurs: G.R. Müller-Putz, A. Schwarz, J. Pereira, P. Ofner
Publié dans: Progress in Brain Research, 2016
Éditeur: Elsevier
DOI: 10.1016/bs.pbr.2016.04.017