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2026-09-10 00:00 Germany Papers Foundations & Methods Translated from EN

New Filtering Pipeline Keeps BCI Decoding at 76% During Brain Stimulation

Summary Running a motor-imagery BCI while transcranial alternating current stimulation (tACS) is switched on has been difficult, because stimulation artifacts swamp the brain rhythms the decoder relies on and push accuracy close to chance. In a controlled test with 14 healthy participants, a real-time spatial filtering pipeline combining spatio-spectral decomposition with beamforming held accuracy at 76 ± 9% during stimulation, while a standard Laplacian filter managed only 58 ± 9%. That makes closed-loop "stimulate while reading" operation feasible at the signal level; whether it actually improves BCI performance or produces neuroplastic changes, the paper explicitly leaves to future research.
Why it matters BCI decoding and brain stimulation have usually been run separately, because once stimulation starts, artifacts bury the EEG and the decoder effectively fails. Using spatio-spectral decomposition plus beamforming as a real-time spatial filter, this study brought decoding accuracy during stimulation in 14 people from near chance back to 76%, roughly level with the 73% seen without stimulation. It does not show that stimulation improves BCI performance, which the authors themselves list as future work, but it delivers a real-time framework for stimulating and decoding at once, giving causal tests of bidirectional BCIs a usable tool.

BCIwiki (bciwiki.com) — A real-time spatial filtering pipeline that combines spatio-spectral decomposition (SSD) with beamforming held motor-imagery BCI decoding accuracy at 76 ± 9% while frequency-tuned amplitude-modulated transcranial alternating current stimulation (AM-tACS) was running, compared with a drop to near chance (58 ± 9%) under a standard Laplacian filter. The work by Vermehren M, Peekhaus N, Colucci A, Wiskow M, Haslacher D and Curio G was reported in IEEE Transactions on Neural Systems and Rehabilitation Engineering on September 10, 2026.

Stimulation and decoding have been hard to combine because artifacts generated by the stimulation current overlap in frequency with endogenous brain rhythms, destabilizing real-time decoding. The researchers compared the two spatial filters in 14 healthy participants, assessing BCI control both with and without stimulation. Without stimulation, both pipelines performed comparably: 73 ± 9% for SSD-beamforming and 72 ± 8% for the Laplacian filter (p = .849). With AM-tACS on, Laplacian filtering declined significantly (p < .001), while SSD-beamforming preserved control at 76 ± 9%.

The authors write that the results show robust BCI control during frequency-tuned AM-tACS is achievable, and that enabling simultaneous stimulation and decoding establishes a paradigm for testing the causal contributions of brain rhythms during ongoing BCI control and for advancing stimulation-informed, bi-directional BCI interventions. They also state that future work will determine how AM-tACS can be leveraged to enhance BCI performance and to promote neuroplasticity during restorative BCI applications.

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