ArticleCognitive neurodynamics2024
Decoding of movement-related cortical potentials at different speeds.
Article in Cognitive neurodynamics, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.
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Who cites it
5 citing papers in PubMed.
- Visuomotor Training to Enhance Proprioception of Contralateral Wrist Based on the Cross-Transfer Effect.CNS neuroscience & therapeutics · 2025Trial
- Pre-movement EEG microstates reflect intended lifted load of volitional movement.Frontiers in computational neuroscience · 2026Article
- Exoskeleton-guided passive movement elicits standardized EEG patterns for generalizable BCIs in stroke rehabilitation.Journal of neuroengineering and rehabilitation · 2025Article
- A novel paradigm for fast training data generation in asynchronous movement-based BCIs.Frontiers in human neuroscience · 2025Article
- A feature fusion network with spatial-temporal-enhanced strategy for the motor imagery of force intensity variation.Frontiers in neuroscience · 2025Article
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Authors and funding
6 authors.
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No grant is acknowledged in the PubMed record.
Abstract
The decoding of electroencephalogram (EEG) signals, especially motion-related cortical potentials (MRCP), is vital for the early detection of motor intent before movement execution. To enhance the decoding accuracy of MRCP and promote the application of early motion intention in active rehabilitation training, we propose a method for decoding MRCP signals. Specifically, an experimental paradigm is designed for the efficient capture of MRCP signals. Moreover, a feature extraction method based on differentiation is proposed to effectively characterize action variability. Six subjects were recruited to validate the effectiveness of the decoding method. Experiments such as fixed-window classification, sliding-window detection, and asynchronous analysis demonstrate that the method can detect motion intention 316 milliseconds before action execution and is capable of continuously detecting both rapid and slow movements.
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