Prediction of motor imagery based brain computer interface performance using a reaction time test. 2015

Sam Darvishi, and Derek Abbott, and Mathias Baumert

Brain computer interfaces (BCIs) enable human brains to interact directly with machines. Motor imagery based BCI (MI-BCI) encodes the motor intentions of human agents and provides feedback accordingly. However, 15-30% of people are not able to perform vivid motor imagery. To save time and monetary resources, a number of predictors have been proposed to screen for users with low BCI aptitude. While the proposed predictors provide some level of correlation with MI-BCI performance, simple, objective and accurate predictors are currently not available. Thus, in this study we have examined the utility of a simple reaction time (SRT) test for predicting MI-BCI performance. We enrolled 10 subjects and measured their motor imagery performance with either visual or proprioceptive feedback. Their reaction time was also measured using a SRT test. The results show a significant negative correlation (r ≈ -0.67) between SRT and MI-BCI performance. Therefore SRT may be used as a simple and reliable predictor of MI-BCI performance.

UI MeSH Term Description Entries
D007092 Imagination A new pattern of perceptual or ideational material derived from past experience. Imaginations
D011930 Reaction Time The time from the onset of a stimulus until a response is observed. Response Latency,Response Speed,Response Time,Latency, Response,Reaction Times,Response Latencies,Response Times,Speed, Response,Speeds, Response
D001921 Brain The part of CENTRAL NERVOUS SYSTEM that is contained within the skull (CRANIUM). Arising from the NEURAL TUBE, the embryonic brain is comprised of three major parts including PROSENCEPHALON (the forebrain); MESENCEPHALON (the midbrain); and RHOMBENCEPHALON (the hindbrain). The developed brain consists of CEREBRUM; CEREBELLUM; and other structures in the BRAIN STEM. Encephalon
D004569 Electroencephalography Recording of electric currents developed in the brain by means of electrodes applied to the scalp, to the surface of the brain, or placed within the substance of the brain. EEG,Electroencephalogram,Electroencephalograms
D006801 Humans Members of the species Homo sapiens. Homo sapiens,Man (Taxonomy),Human,Man, Modern,Modern Man
D062207 Brain-Computer Interfaces Instrumentation consisting of hardware and software that communicates with the BRAIN. The hardware component of the interface records brain signals, while the software component analyzes the signals and converts them into a command that controls a device or sends a feedback signal to the brain. Brain Machine Interface,Brain-Computer Interface,Brain-Machine Interfaces,Brain Computer Interface,Brain Computer Interfaces,Brain Machine Interfaces,Brain-Machine Interface,Interface, Brain Machine,Interface, Brain-Computer,Interface, Brain-Machine,Interfaces, Brain Machine,Interfaces, Brain-Computer,Interfaces, Brain-Machine,Machine Interface, Brain,Machine Interfaces, Brain
D019018 Imagery, Psychotherapy The use of mental images produced by the imagination as a form of psychotherapy. It can be classified by the modality of its content: visual, verbal, auditory, olfactory, tactile, gustatory, or kinesthetic. Common themes derive from nature imagery (e.g., forests and mountains), water imagery (e.g., brooks and oceans), travel imagery, etc. Imagery is used in the treatment of mental disorders and in helping patients cope with other diseases. Imagery often forms a part of HYPNOSIS, of AUTOGENIC TRAINING, of RELAXATION TECHNIQUES, and of BEHAVIOR THERAPY. (From Encyclopedia of Human Behavior, vol. 4, pp29-30, 1994) Directed Reverie Therapy,Guided Imagery,Imagery (Psychotherapy),Imagery Psychotherapy,Imagery, Guided,Imagery, Psychotherapeutic,Psychotherapeutic Imagery,Psychotherapy Imagery,Directed Reverie Therapies,Psychotherapy, Imagery,Reverie Therapies, Directed,Reverie Therapy, Directed,Therapies, Directed Reverie,Therapy, Directed Reverie

Related Publications

Sam Darvishi, and Derek Abbott, and Mathias Baumert
January 2018, Frontiers in human neuroscience,
Sam Darvishi, and Derek Abbott, and Mathias Baumert
August 2013, Clinical neurophysiology : official journal of the International Federation of Clinical Neurophysiology,
Sam Darvishi, and Derek Abbott, and Mathias Baumert
August 2016, Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference,
Sam Darvishi, and Derek Abbott, and Mathias Baumert
July 2019, Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference,
Sam Darvishi, and Derek Abbott, and Mathias Baumert
January 2022, Journal of medical signals and sensors,
Sam Darvishi, and Derek Abbott, and Mathias Baumert
March 2016, Journal of medical systems,
Sam Darvishi, and Derek Abbott, and Mathias Baumert
January 2012, Studies in health technology and informatics,
Sam Darvishi, and Derek Abbott, and Mathias Baumert
March 2015, Journal of neuroscience methods,
Sam Darvishi, and Derek Abbott, and Mathias Baumert
November 2023, IEEE journal of biomedical and health informatics,
Sam Darvishi, and Derek Abbott, and Mathias Baumert
August 2022, IEEE transactions on cybernetics,
Copied contents to your clipboard!