Mental fatigue during VR-based motor imagery training can be detected from brain activity. EEG-based fatigue detection reached ~83% accuracy, even in realistic noisy conditions. This could support VR rehabilitation that adapts training intensity to the user’s cognitive state. doi.org/10.3389/fnbe...

Frontiers | EEG-based monitoring of mental fatigue during virtual-reality motor imagery tasks

Prolonged motor-imagery training in immersive virtual-reality environments can induce mental fatigue, reducing engagement and potentially limiting the effect...

doi.org

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New publication! How can noise be reduced in measured signals without destroying information about the underlying dynamical system? Conventional methods can strongly distort information. The solution is to leverage the inherent dynamics of the process. link.springer.com/article/10.1...

Dynamics-aware noise reduction in time Series - Nonlinear Dynamics

Filtering methods tailored to noisy observables from deterministic dynamical systems go beyond traditional noise reduction techniques by leveraging the system’s inherent dynamics to distinguish the tr...

link.springer.com