Andreas Schwarz

Dipl.-Ing., BSc

20142019
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Research Output 2014 2019

Article

Attempted Arm and Hand Movements can be Decoded from Low-Frequency EEG from Persons with Spinal Cord Injury

Ofner, P., Schwarz, A., Pereira, J., Wyss, D., Wildburger, R. & Müller-Putz, G. R., 9 May 2019, In : Scientific reports. 9, 1, p. 7134 7134.

Research output: Contribution to journalArticleResearchpeer-review

Hand Strength
Spinal Cord Injuries
Electroencephalography
Arm
Hand

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

Statthaler, K., Schwarz, A., Steyrl, D., Kobler, R., Höller, M. K., Brandstetter, J., Hehenberger, L., Bigga, M. & Müller-Putz, G., Dec 2017, In : Journal of NeuroEngineering and Rehabilitation . 14, 129

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

Decoding natural reach-and-grasp actions from human EEG.

Schwarz, A., Ofner, P., Pereira, J., Sburlea, A. I. & Müller-Putz, G., 15 Feb 2018, In : Journal of neural engineering. 15, 1, 016005.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
Hand Strength
Electroencephalography
Decoding
Feature extraction
Motor Cortex
Open Access
Brain computer interface
Calibration
Feedback

EEG neural correlates of goal-directed movement intention

Pereira, J., Ofner, P., Schwarz, A., Sburlea, A. I. & Müller-Putz, G., 1 Apr 2017, In : NeuroImage. 149, p. 129–140 11 p.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
Brain-Computer Interfaces
Parietal Lobe
Motor Cortex
Touch
Upper Extremity

Factors that affect error potentials during a grasping task: toward a hybrid natural movement decoding BCI

Omedes, J., Schwarz, A., Müller-Putz, G. R. & Montesano, L., 1 May 2018, In : Journal of neural engineering. 15, 4, 15 p., 046023.

Research output: Contribution to journalArticleResearchpeer-review

Decoding
Imagery (Psychotherapy)
Hand Strength
Evoked Potentials
Prostheses and Implants

Steuerung von Neuroprothesen bei Querschnittlähmung: der nichtinvasive Graz-BCI-Ansatz

Müller-Putz, G., Schwarz, A., Pereira, J. & Ofner, P., 2016, In : Neuroreha. 8, 3, p. 126-133

Research output: Contribution to journalArticleResearch

Thought-based row-column scanning communication board for individuals with cerebral palsy

Scherer, R., Billinger, M., Wagner, J., Schwarz, A., Hettich, D. T., Bolinger, E., Lloria García, M., Navarro, J. & Müller-Putz, G., 2015, In : Annals of Physical and Rehabilitation Medicine. 58, 1, p. 14-22

Research output: Contribution to journalArticleResearchpeer-review

Unimanual and Bimanual Reach-and-Grasp Actions Can Be Decoded From Human EEG

Schwarz, A., Pereira, J., Kobler, R. & Müller-Putz, G., 23 Sep 2019, In : IEEE transactions on biomedical engineering. p. 1-12 12 p.

Research output: Contribution to journalArticleResearchpeer-review

Electroencephalography

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

Ofner, P., Schwarz, A., Pereira, J. & Müller-Putz, G. R., 10 Aug 2017, In : PLoS ONE. 12, 8, p. e0182578

Research output: Contribution to journalArticleResearchpeer-review

Open Access
electroencephalography
Electroencephalography
limbs (animal)
Upper Extremity
Motor Cortex
Chapter

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

Müller-Putz, G., Schwarz, A., Pereira, J. & Ofner, P., 31 May 2016, Progress in Brain Research. Elsevier B.V.

Research output: Chapter in Book/Report/Conference proceedingChapterResearchpeer-review

Decoding
Kinematics
Conference contribution

A Co-adaptive Sensory Motor Rhythms Brain-Computer Interface Based on Common Spatial Patterns and Random Forest

Schwarz, A., Scherer, R., Steyrl, D., Faller, J. & Müller-Putz, G., 2015, Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'15). ., p. 1049-1052

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Applying intuitive EEG-controlled grasp neuroprostheses in individuals with spinal cord injury: Preliminary results from the MoreGrasp clinical feasibility study

Müller-Putz, G., Ofner, P., Pereira, J., Pinegger, A., Schwarz, A., Zube, M., Ute Eck, Björn Hessing, Matthias Schneiders & Rüdiger Rupp, 2019, 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

BCI adaption for end user –The GRAZ-BCI approach

Schwarz, A., Steyrl, D., Höller, M. K., Statthaler, K. & Müller-Putz, G., 6 Oct 2016, Cybathlon Symposium. 1 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File

Brain-Computer Interface adaptation for an end user to compete in the Cybathlon

Schwarz, A., Steyrl, D. & Müller-Putz, G., 2017, Proceedings of the 2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC 2016). Institute of Electrical and Electronics Engineers

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access

Combining frequency and time-domain EEG features for classification of self-paced reach-and-grasp actions

Schwarz, A., Pereira, J., Lindner, L. & Müller-Putz, G., 25 Jul 2019, Proceedings of the 41st International Engineering in Medicine and Biology Conference. p. 3036-3041 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Brain computer interface
Hand Strength
Electroencephalography
Brain-Computer Interfaces
Hand

Discriminating goal-directed from non-goal-directed movements for BCI control

Pereira, J., Ofner, P., Schwarz, A. & Müller-Putz, G., May 2016, Proceedings of the 6th International Brain-Computer Interface Meeting. Müller-Putz, G. R., Huggins, J. E. & Steyrl, D. (eds.). Verlag der Technischen Universität Graz, p. 67 1 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

First contact screening of a BCI Pilot

Höller, M. K., Schwarz, A., Steyrl, D., Statthaler, K. & Müller-Putz, G., 6 Oct 2016, Cybathlon Symposium. 1 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File

Game-based BCI training: Interactive design for individuals with cerebral palsy

Scherer, R., Schwarz, A., Müller-Putz, G., Pammer-Schindler, V. & Lloria García, M., 2015, IEEE International Conference on Systems, Man, and Cybernetics. ., p. 3175-3180

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Hierarchical decoding of grasping commands from EEG

Omedes, J., Schwarz, A., Montesano, L. & Muller-Putz, G., 13 Sep 2017, 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society: Smarter Technology for a Healthier World, EMBC 2017 - Proceedings. Institute of Electrical and Electronics Engineers, p. 2085-2088 4 p. 8037264

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Electroencephalography
Decoding
Brain-Computer Interfaces
Self-Help Devices
Hand Strength

Lets play Tic-Tac-Toe: A Brain-Computer Interface case study in cerebral palsy

Scherer, R., Schwarz, A., Müller-Putz, G., Pammer-Schindler, V. & Lloria García, M., 2016, Systems, Man, and Cybernetics (SMC), 2016 IEEE International Conference on . p. 003736 - 003741

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
Brain computer interface
Electroencephalography
Boring
Learning systems
Brain

Mirage91: The Graz BCI-Racing Team – making students familiar with BCI research.

Müller-Putz, G., Schwarz, A. & Steyrl, D., 30 May 2016, Proceedings of the 6th International Brain-Computer Interface Meeting: BCI Past, Present, and Future. Müller-Putz, G. R., Huggins, J. E. & Steyrl, D. (eds.). Verlag der Technischen Universität Graz, 1 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File
Brain computer interface
Students
Neurophysiology
Knee prostheses
Electronic medical equipment

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

Ofner, P., Schwarz, A., Pereira, J. & Müller-Putz, G., 2016, Proceedings of the Sixth International Brain-Computer Interface Meeting: BCI Past, Present, and Future. Verlag der Technischen Universität Graz, p. 69 1 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

ONLINE DETECTION OF HAND OPEN VS PALMAR GRASP ATTEMPTS IN A PERSON WITH SPINAL CORD INJURY

Ofner, P., Pereira, J., Schwarz, A. & Müller-Putz, G., Sep 2019, Proceedings of the 8th Graz Brain-Computer Interface Conference 2019. Müller-Putz, G. R., Ditz, J. C. & Wriessnegger, S. C. (eds.). Graz: Verlag der Technischen Universität Graz, p. 188-193

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
Hand Strength
Spinal Cord Injuries
Hand
Upper Extremity

Optimized individual mental tasks to control BCIs

Statthaler, K., Steyrl, D., Schwarz, A., Höller, M. K. & Müller-Putz, G., 6 Oct 2016, Cybathlon Symposium. 1 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File

Social inclusion as feature to improve BCI skill training: A feasibility case study in cerebral palsy

Scherer, R., Schwarz, A., Müller-Putz, G., Pammer-Schindler, V. & Lloria García, M., 2016, Proceedings of the Sixth International Brain-Computer Interface Meeting: BCI Past, Present, and Future. Verlag der Technischen Universität Graz

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access

The MIRAGE91 Brain–Computer Interface

Steyrl, D., Schwarz, A. & Müller-Putz, G., 6 Oct 2016, Cybathlon Symposium. 1 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
File

Time domain classification of grasp and hold tasks

Schwarz, A., 1 Jun 2016, Proceedings of the Sixth International Brain-Computer Interface Meeting: BCI Past, Present and Future. Müller-Putz, G. R., Huggins, J. E. & Steyrl, D. (eds.). Verlag der Technischen Universität Graz, Vol. 6. p. 76 1 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Open Access
Brain computer interface
Electroencephalography

Towards non-invasive Brain-Computer Interfaces for hand/arm control in users with spinal cord injury

Müller-Putz, G., Pereira, J., Ofner, P., Schwarz, A., Lopes Dias, C., Kobler, R., Hehenberger, L., Pinegger, A. & Sburlea, A. I., 15 Jan 2018, The 6th International Winter Conference on Brain-Computer Interface. p. 65-68 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearch

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

Müller-Putz, G., Ofner, P., Schwarz, A., Pereira, J., Pinegger, A., Lopes Dias, M. C., Hehenberger, L., Kobler, R. & Sburlea, A. I., 2017, 5th International Winter Conference on Brain-Computer Interfaces.

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Poster

A Co-adaptive SMR-BCI Based on Common Spatial Patterns and Random Forest

Schwarz, A., Scherer, R., Steyrl, D., Faller, J. & Müller-Putz, G., 2015.

Research output: Contribution to conferencePosterResearch

Open Access
File

Artifact, or not an artifact, that is the question?

Schwarz, A., Scherer, R. & Müller-Putz, G., 2014.

Research output: Contribution to conferencePosterResearch

BCI adaptation for end users The Graz-BCI approach

Schwarz, A., Steyrl, D., Höller, M. K., Statthaler, K. & Müller-Putz, G., 6 Oct 2016.

Research output: Contribution to conferencePosterResearch

Open Access
File

Decoding Movements of the Upper Limb from EEG

Ofner, P., Schwarz, A., Pereira, J. & Müller-Putz, G., 20 Jun 2017.

Research output: Contribution to conferencePosterResearch

File
Brain-Computer Interfaces
Upper Extremity
Electroencephalography
Spinal Cord Injuries
Arm

EEG-controlled noninvasive grasp neuroprosthesis for individuals with high spinal cord injury – decoding of multiple single limb movements and multi-pad electrodes for closed-loop grasp pattern

Rupp, R., Schneiders, M., Hessing, B., Smith, R. M., Ramsay, A., Schwarz, A., Pereira, J., Ofner, P., Pinegger, A. & Müller-Putz, G., 11 Dec 2017.

Research output: Contribution to conferencePosterResearchpeer-review

First contact screening of a BCI Pilot

Höller, M. K., Schwarz, A., Steyrl, D., Statthaler, K. & Müller-Putz, G., 6 Oct 2016.

Research output: Contribution to conferencePosterResearch

Open Access
File

Investigating goal-directed movement planning and intention using EEG

Pereira, J., Sburlea, A. I., Ofner, P., Schwarz, A. & Müller-Putz, G., 23 Oct 2019.

Research output: Contribution to conferencePosterResearchpeer-review

Mirage91: The Graz BCI-Racing Team – making students familiar with BCI research

Müller-Putz, G., Schwarz, A. & Steyrl, D., 2016.

Research output: Contribution to conferencePosterResearch

Open Access
File

Social inclusion as feature to improve BCI skill training: A feasibility case study in cerebral palsy

Scherer, R., Schwarz, A., Müller-Putz, G., Pammer-Schindler, V. & Lloria Garcia, M., 1 Jun 2016.

Research output: Contribution to conferencePosterResearch

The MIRAGE91 Brain-Computer Interface

Steyrl, D., Schwarz, A. & Müller-Putz, G., 6 Oct 2016.

Research output: Contribution to conferencePosterResearch

Open Access
File