Implicit Brain-Computer Interfaces (BCI) adapt system settings subtly based on real time measures of brain activation without the user’s explicit awareness. For example, measures of the user’s cognitive workload might drive a system that alters the timing of notifications in order to minimize user interruption. Here, we consider new avenues for implicit BCI based on recent discoveries in cognit...

The paper reviews nine robotic and virtual reality (VR) brain-computer interface (BCI) projects developed by the author, in collaboration with his graduate students, within the BCI-lab research group during its association with University of Tsukuba, Japan. The nine novel approaches are discussed in applications to direct brain-robot and brain-virtual-reality-agent control interfaces using tact...

The promise of Brain-Computer Interfaces (BCI) technology is to augment human capabilities by enabling interaction with computers through a conscious and spontaneous modulation of the brainwaves after a short training period. Indeed, by analyzing brain electrical activity online, several groups have designed brain-actuated devices that provide alternative channels for communication, entertainme...

The aim of this work is to find a good mathematical model for the classification brain states during visual perception with focus on interpretability results. To achieve it, we use deep learning models different activation functions and optimization methods their comparison best considered dataset 31 EEG channels trials. estimate influence features process make method more interpretable, SHAP l...

The electrode is the crucial component of Brain-Computer Interface (BCI), and key for development BCI technology. Compared with non-intrusive electrodes intrusive electrodes, semi-invasive...

The promise of Brain-Computer Interfaces (BCI) technology is to augment human capabilities by enabling interaction with computers through a conscious and spontaneous modulation of the brainwaves after a short training period. Indeed, by analyzing brain electrical activity online, several groups have designed brain-actuated devices that provide alternative channels for communication, entertainme...

Brain-Computer Interfaces (BCI) are a new kind of humanmachine interfaces emerging on the horizon. They form a communication pathway between the brain and a machine. This can be achieved by measuring brain signals and translate them directly into control commands. Such a system allows people with severe motor disabilities to manipulate their environment in an alternative way. However there’s st...

The (critical) development of Brain Computer Interfaces (BCIs) in the last two decades raised new hopes for disabled patients. In healthy persons, BCIs offer promising scopes for application in the field of entertainment or video gaming. Those commercial potential perspectives for applications in the digital industry explain a renewed interest in a subject until now highly confidential. General...

Successful operation of brain-computer interfaces (BCI) and brain-machine interfaces (BMI) depends significantly on the degree to which neural activity can be volitionally controlled. This paper reviews evidence for such volitional control in a variety of neural signals, with particular emphasis on the activity of cortical neurons. Some evidence comes from conventional experiments that reveal v...

Brain-computer interfaces (BCIs) are able to measure the activity of the human brain and detect and discriminate specific brain patterns. The main application of BCIs has been and is to control assistive devices and provide communication for people who have lost voluntary control of their muscle activity. Recent progress in BCI research, however, has broadened the field of possible applications...