What’s on your mind? Mental Task Awareness Using Single Electrode Brain Computer Interfaces

Posted by user | May 12, 2017 | Research

Recognizing and summarizing persons’ activities have proven to be effective for increasing self-awareness and enable to improve habits. Reading improves one’s language skills and periodic relaxing improves one’s health. Recognizing these activities and conveying the time spent would enable to ensure that users read and relax for an adequate time. Most previous attempts in activity recognition deduce mental activities by requiring expensive/bulky hardware or by monitoring behavior from the outside. Not all mental activities can, however, be recognized from the outside. If a person is sleeping, relaxing, or intensively thinks about a problem can hardly be differentiated by observing carried-out reactions. In contrast, we use simple wearable off-the-shelf single electrode brain computer interfaces. These devices have the potential to directly recognize user’s mental activities. Through a study with 20 participants, we collect data for five representative activities. We describe the dataset collected and derive potential features. Using a Bayesian classifier we show that reading and relaxing can be recognized with 97% and 79% accuracy. We discuss how sensory tasks associated with different brain lobes can be classified using a single dry electrode BCI.

Read Research Paper

Related Posts

Research
Posted by ENTROPIK | May 12, 2017
Brain Wave Signal (EEG) of NeuroSky, Inc.
Raw EEG signals with dry electrodes of NeuroSky system were compared to those with wet electrodes with Biopac system. FFTs...
Research
Posted by ENTROPIK | May 12, 2017
Exploration of the Effect of Electroencephalograph Levels in Experienced Archers
This preliminary study aims to record the brainwaves of two experienced archers, while undertaking the process of aiming and shooting...
Research
Posted by ENTROPIK | May 12, 2017
Evaluation of Attention and Relaxation Levels of Archers in Shooting Process using Brain Wave Signal Analysis Algorithms
Archer's capability of attention and relaxation control during shooting process was evaluated using EEG technology. Attention and meditation algorithms were...

Why Choose Us?

When most market research techniques rely on what users have to say, it is time to give yours a competitive edge by knowing a customer's unarticulated and unsaid feelings.

DON'T DELIVER A PRODUCT, DELIVER AN EXPERIENCE.
SCHEDULE A DEMO

100%

Impact on Topline

120sec

Setup Time

20+

Emotional Parameters Measured