brain modeling

Capsule Attention for Multimodal EEG-EOG Representation Learning with Application to Driver Vigilance Estimation

Author(s): Guangyi Zhang, Ali Etemad
Capsule Attention for Multimodal EEG-EOG Representation Learning with Application to Driver Vigilance Estimation 150 150 Transactions on Neural Systems and Rehabilitation Engineering (TNSRE)

Driver vigilance estimation is an important task for transportation safety. Wearable and portable brain-computer interface devices provide a powerful means for real-time monitoring of the vigilance level of drivers to…

read more
Neural Decoding for Macaque’s Finger Position: Convolutional Space Model

Neural Decoding for Macaque’s Finger Position: Convolutional Space Model

Author(s): Haifeng Wu, Jingyi Feng, Yu Zeng
Neural Decoding for Macaque’s Finger Position: Convolutional Space Model 780 435 Transactions on Neural Systems and Rehabilitation Engineering (TNSRE)

   In this paper, we study how to use the number of spike signals in a macaque’s motor cortex to estimate the position of its finger movement. First, we analyze…

read more
Decoding Native Cortical Representations for Flexion and Extension at Upper Limb Joints Using Electrocorticography

Decoding Native Cortical Representations for Flexion and Extension at Upper Limb Joints Using Electrocorticography

Author(s): Tessy M. Thomas, Daniel N. Candrea, Matthew S. Fifer, David P. McMullen, W. S. Anderson, Nitish V. Thakor, Nathan E. Crone
Decoding Native Cortical Representations for Flexion and Extension at Upper Limb Joints Using Electrocorticography 780 435 Transactions on Neural Systems and Rehabilitation Engineering (TNSRE)

       Brain–machine interface (BMI) researchers have traditionally focused on modeling endpoint reaching tasks to provide the control of neurally driven prosthetic arms. Most previous research has focused on achieving an…

read more

simBCI – A framework for studying BCI methods by simulated EEG

Author(s): Jussi T. Lindgren, Adrien Merlini, Anatole Lecuyer, Francesco P. Andriulli
simBCI – A framework for studying BCI methods by simulated EEG 367 281 Transactions on Neural Systems and Rehabilitation Engineering (TNSRE)

Brain-Computer Interface (BCI) methods are commonly studied using Electroencephalogram (EEG) data recorded from human experiments. For understanding and developing BCI signal processing techniques real data is costly to obtain and…

read more
Mathematical Modeling for Description of Oscillation Suppression Induced by Deep Brain Stimulation

Mathematical Modeling for Description of Oscillation Suppression Induced by Deep Brain Stimulation

Author(s): Chen Liu, Changsong Zhou, Jiang Wang, Kenneth A. Loparo
Mathematical Modeling for Description of Oscillation Suppression Induced by Deep Brain Stimulation 502 819 Transactions on Neural Systems and Rehabilitation Engineering (TNSRE)

    A mathematical modeling for description of oscillation suppression by deep brain stimulation (DBS) is explored in this work. High frequency DBS introduced to the basal ganglia network can suppress…

read more