Hierarchical Classification Strategy for Mitigating the Impact of The Presence of Pain in fNIRS-based BCIs

A Subramanian, L Najafizadeh - 2023 45th Annual …, 2023 - ieeexplore.ieee.org
Brain computer interfaces (BCIs) can find applications in assistive systems for patients who
experience conditions that impede their motor abilities. A BCI uses signals acquired from the …

Analysis of the Impact of the Presence of Physical Pain in fNIRS-based BCI Systems

A Subramanian, F Shamsi… - 2022 IEEE Signal …, 2022 - ieeexplore.ieee.org
An important application of brain computer interface devices (BCIs) is in assistive systems
for patients with motor and communication disabilities. Due to their condition, these patients …

Investigation of the Performance of fNIRS-based BCIs for Assistive Systems in the Presence of Acute Pain

A Subramanian, F Shamsi, L Najafizadeh - Signal Processing in Medicine …, 2023 - Springer
A brain-computer interface (BCI) enables the control of a peripheral device using signals
acquired from the brain. A key application of BCIs is in assistive systems for patients with …

On the reliability of frequency-domain features for fNIRS BCIs in the presence of pain

A Subramanian, F Shamsi… - 2021 IEEE Signal …, 2021 - ieeexplore.ieee.org
In this paper, we study the effects of the presence of pain on the classification accuracy of
mental arithmetic tasks in functional near infrared spectroscopy (fNIRS)-based brain …

fNIRS-based brain-computer interfaces: a review

N Naseer, KS Hong - Frontiers in human neuroscience, 2015 - frontiersin.org
A brain-computer interface (BCI) is a communication system that allows the use of brain
activity to control computers or other external devices. It can, by bypassing the peripheral …

Multimodal fNIRS-EEG classification using deep learning algorithms for brain-computer interfaces purposes

M Saadati, J Nelson, H Ayaz - … Proceedings of the AHFE 2019 International …, 2020 - Springer
The development of brain-computer interface (BCI) systems has received considerable
attention from neuroscientists in recent years. BCIs can serve as a means of communication …

Detection of motor execution using a hybrid fNIRS-biosignal BCI: a feasibility study

R Zimmermann, L Marchal-Crespo, J Edelmann… - … of neuroengineering and …, 2013 - Springer
Abstract Background Brain-computer interfaces (BCIs) were recently recognized as a
method to promote neuroplastic effects in motor rehabilitation. The core of a BCI is a …

Experiment on control of decision-making abilities in prefrontal cortex

S Takano, T Shimokawa, T Misawa… - The 40th International …, 2010 - ieeexplore.ieee.org
In recent years, developments in functional neuroimaging technologies have helped
facilitate a clearer understanding of the activation of sites in the brain. This technology is …

Single trial classification of fNIRS-based brain-computer interface mental arithmetic data: a comparison between different classifiers

G Bauernfeind, D Steyrl, C Brunner… - 2014 36th Annual …, 2014 - ieeexplore.ieee.org
Functional near infrared spectroscopy (fNIRS) is an emerging technique for the in-vivo
assessment of functional activity of the cerebral cortex as well as in the field of brain …

Cortical activation pattern for grasping during observation, imagery, execution, FES, and observation-FES integrated BCI: An fNIRS pilot study

J An, SH Jin, SH Lee, G Jang… - 2013 35th Annual …, 2013 - ieeexplore.ieee.org
Passive movement, action observation and motor imagery as well as motor execution have
been suggested to facilitate the motor function of human brain. The purpose of this study is …