Recent technological advances show the feasibility of offline decoding speech from neuronal signals, paving the way to the development of chronically implanted speech brain computer interfaces (sBCI). Two key steps that still need to be addressed for the online deployment of sBCI are, on the one hand, the definition of relevant design parameters of the recording arrays, on the other hand, the identification of robust physiological markers of the patient's intention to speak, which can be used to online trigger the decoding process. To address these issues, we acutely recorded speech-related signals from the frontal cortex of two human patients undergoing awake neurosurgery for brain tumors using three different micro-electrocorticographic ([Formula: see text]ECoG) devices. First, we observed that, at the smallest investigated pitch (600[Formula: see text][Formula: see text]m), neighboring channels are highly correlated, suggesting that more closely spaced electrodes would provide some redundant information. Second, we trained a classifier to recognize speech-related motor preparation from high-gamma oscillations (70-150[Formula: see text]Hz), demonstrating that these neuronal signals can be used to reliably predict speech onset. Notably, our model generalized both across subjects and recording devices showing the robustness of its performance. These findings provide crucial information for the design of future online sBCI.

Download full-text PDF

Source
http://dx.doi.org/10.1142/S0129065721500258DOI Listing

Publication Analysis

Top Keywords

speech onset
8
neuronal signals
8
prediction speech
4
onset micro-electrocorticography
4
micro-electrocorticography human
4
human brain
4
brain technological
4
technological advances
4
advances feasibility
4
feasibility offline
4

Similar Publications

Hearing loss in children can have a detrimental impact on their development, thus lowering the psychological well-being of parents. This study examined the amount of parental stress, learned helplessness, and perceived social support in mothers of children with hearing loss (MCHL) and mothers of typically developing children (MTDC), as well as the relationship between various possible contributing factors to parental stress such as learned helplessness and perceived social support. Three questionnaires measured parental stress (Parental Stress Scale; PSS), learned helplessness (Learned Helplessness Scale; LHS), and perceived social support (Perceived Social Support-Friends PSS-Fr and Perceived Social Support-Family PSS-Fa Scale) in 100 MCHL and 90 MTDC.

View Article and Find Full Text PDF

Introduction: While considerable research in language production has focused on incremental processing during conceptual and grammatical encoding, prosodic encoding remains less investigated. This study examines whether focus and accentuation processing in speech production follows linear or hierarchical incrementality.

Methods: We employed visual world eye-tracking to investigate how focus and accentuation are processed during sentence production.

View Article and Find Full Text PDF

Background: Family history (FH) of psoriasis has been implicated as a risk factor for developing psoriasis. However, whether FH also carries information on clinical presentation and treatment response to biological agents in patients with psoriasis remains unclear.

Objective: This prospective, multicenter observational study aimed to analyze the clinical presentation and efficacy differences between patients with psoriasis with and without a FH.

View Article and Find Full Text PDF

Acute ischemic stroke, a medical emergency caused by reduced cerebral blood flow, results in brain cell damage. While commonly associated with older individuals, strokes can also occur in young and middle-aged adults, posing significant socio-economic and health challenges due to the long-term impact of the condition. This poses significant socio-economic and health challenges because stroke is a leading cause of disability and mortality.

View Article and Find Full Text PDF

A woman in her 30s presented with sudden onset right-sided weakness, speech difficulties and transient loss of consciousness. She had a medical history of migraine, hypothyroidism and cervical lymphadenopathy. On examination, her National Institutes of Health Stroke Scale (NIHSS) score was 8 due to dense right-sided hemiparesis.

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!