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Performance variation in motor imagery brain–computer interface: a brief review
Brain–computer interface (BCI) technology has attracted significant attention over recent
decades, and has made remarkable progress. However, BCI still faces a critical hurdle, in …
decades, and has made remarkable progress. However, BCI still faces a critical hurdle, in …
A novel approach of decoding EEG four-class motor imagery tasks via scout ESI and CNN
Y Hou, L Zhou, S Jia, X Lun - Journal of neural engineering, 2020 - iopscience.iop.org
Objective. To develop and implement a novel approach which combines the technique of
scout EEG source imaging (ESI) with convolutional neural network (CNN) for the …
scout EEG source imaging (ESI) with convolutional neural network (CNN) for the …
Control of an ambulatory exoskeleton with a brain–machine interface for spinal cord injury gait rehabilitation
The closed-loop control of rehabilitative technologies by neural commands has shown a
great potential to improve motor recovery in patients suffering from paralysis. Brain–machine …
great potential to improve motor recovery in patients suffering from paralysis. Brain–machine …
Continuous decoding of movement intention of upper limb self-initiated analytic movements from pre-movement EEG correlates
Background Brain-machine interfaces (BMI) have recently been integrated within motor
rehabilitation therapies by actively involving the central nervous system (CNS) within the …
rehabilitation therapies by actively involving the central nervous system (CNS) within the …
The effects of handedness on sensorimotor rhythm desynchronization and motor-imagery BCI control
Brain–computer interfaces (BCIs) allow control of various applications or external devices
solely by brain activity, eg, measured by electroencephalography during motor imagery …
solely by brain activity, eg, measured by electroencephalography during motor imagery …
[HTML][HTML] SPoC: a novel framework for relating the amplitude of neuronal oscillations to behaviorally relevant parameters
Previously, modulations in power of neuronal oscillations have been functionally linked to
sensory, motor and cognitive operations. Such links are commonly established by relating …
sensory, motor and cognitive operations. Such links are commonly established by relating …
A comprehensive review of the movement imaginary brain-computer interface methods: Challenges and future directions
Brain-computer interface (BCI) aims to translate human intention into a control output signal.
In motor-imaginary (MI) BCI, the imagination of movement modifies the cortex brain activity …
In motor-imaginary (MI) BCI, the imagination of movement modifies the cortex brain activity …
[HTML][HTML] Alpha and high gamma phase amplitude coupling during motor imagery and weighted cross-frequency coupling to extract discriminative cross-frequency …
Motor imagery modulates specific neural oscillations like actual movement does.
Representatively, suppression of the alpha power (eg, event-related desynchronization …
Representatively, suppression of the alpha power (eg, event-related desynchronization …
Instrumentation, measurement, and signal processing in electroencephalography-based brain–computer interfaces: situations and prospects
Z Xue, Y Zhang, H Li, H Chen… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Proper signal measurement and processing are crucial in electroencephalography (EEG)-
based brain-computer interfaces (BCIs), as they form the basis of brain insight and precise …
based brain-computer interfaces (BCIs), as they form the basis of brain insight and precise …
Optimization of model training based on iterative minimum covariance determinant in motor-imagery BCI
The common spatial patterns (CSP) algorithm is one of the most frequently used and
effective spatial filtering methods for extracting relevant features for use in motor imagery …
effective spatial filtering methods for extracting relevant features for use in motor imagery …