Objective: A motor imagery (MI)-based brain-computer interface (BCI) enables users to engage with external environments by capturing and decoding electroencephalography (EEG) signals associated with the imagined movement of specific limbs. Despite significant advancements in BCI technologies over the past 40 years, a notable challenge remains: many users lack BCI proficiency, unable to produce sufficiently distinct and reliable MI brain patterns, hence leading to low classification rates in their BCIs. The objective of this study is to enhance the online performance of MI-BCIs in a personalized, biomarker-driven approach using transcranial alternating current stimulation (tACS).

Approach: Previous studies have identified that the peak power spectral density (PSD) value in sensorimotor idling rhythms is a neural correlate of participants' upper limb MI-BCI performances. In this active-controlled, single-blind study, we applied 20 minutes of tACS at the participant-specific, peak µ frequency in resting-state sensorimotor rhythms (SMRs), with the goal of enhancing resting-state µ SMRs.

Main Results: After tACS, we observed significant improvements in event-related desynchronizations (ERDs) of µ sensorimotor rhythms (SMRs), and in the performance of an online MI-BCI that decodes left versus right hand commands in healthy participants (N=10) -but not in an active control-stimulation control group (N=10). Lastly, we showed a significant correlation between the resting-state µ SMRs and µ ERD, offering a mechanistic interpretation behind the observed changes in online BCI performances.

Significance: Our research lays the groundwork for future non-invasive interventions designed to enhance BCI performances, thereby improving the independence and interactions of individuals who rely on these systems.

Download full-text PDF

Source
http://dx.doi.org/10.1088/1741-2552/ada9c0DOI Listing

Publication Analysis

Top Keywords

alternating current
8
current stimulation
8
brain-computer interface
8
sensorimotor rhythms
8
rhythms smrs
8
bci
5
personalized μ-transcranial
4
μ-transcranial alternating
4
stimulation improves
4
online
4

Similar Publications

Parental relationship dissolution is among the most prevalent life crises for youths and is associated with both short- and long-term intra- and interpersonal struggles. Extant support programs tend to be in-person and in a group format. However, the structure and personnel needed for these programs make them costly to implement, less accessible, and difficult to scale.

View Article and Find Full Text PDF

Objectives: Dementia, a growing concern globally, affects more than 55 million people-a number projected to rise to 152 million by 2050. Current medications target Alzheimer's disease, the most prevalent form of dementia. This study investigated L.

View Article and Find Full Text PDF

The electrocatalytic carbon dioxide reduction reaction (CORR) at industrial-level current densities provides a sustainable approach to converting CO into value-added fuels and feedstocks using renewable electricity. However, the CORR conducted typically in alkaline and neutral electrolytes encounters some challenges due to the inevitable reaction between CO and OH ions, which undermines CO utilization and leads to poor operational stability. Acidic media present a viable alternative by reducing (bi)carbonate production, thereby enhancing the carbon efficiency and stability in CORR.

View Article and Find Full Text PDF

Introduction: Epilepsy encompasses numerous syndromes characterized by spontaneous, intermittent, and abnormal electrical activity in the brain. Affecting about 1-2% of the population, it is estimated that approximately 30-40% of patients experience refractory epilepsy, which does not respond to traditional anticonvulsant drugs.

Aims: Therefore, developing novel, safe, and effective antiepileptic drugs remains a medical need.

View Article and Find Full Text PDF

Objective: The supraglottic airway device is a viable alternative to tracheal intubation for elective surgery. To conduct a comparative analysis of the advantages and disadvantages associated with use of the Baska mask and I-gel across various dimensions.

Design: A comprehensive search was conducted across PubMed, Embase, Cochrane Library, Web of Science, and other relevant databases to identify randomised controlled trials (RCTs) involving patients who used the Baska mask and I-gel.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!