IEEE Transactions on Computational Intelligence and AI in Games · 2013 · 21 citations · 43 references
Life SciencesNeurosciencePsychologyCognitive NeurosciencePsychophysiologySensory NeuroscienceAttentional ControlAttentional LoadCognitive LoadElectroencephalographyEvent-related PotentialsMultisensory IntegrationDual-task ParadigmsEvent-related Potentials In AttentionMental Workload AssessmentTactile AttentionTask Difficulty Assessment
When using brain-computer interfaces (BCIs) to control a game, the BCI may have to compete with gaming tasks for the same perceptual and cognitive resources. We investigated: 1) if and to what extent event-related potentials (ERPs) and ERP-BCI performance are affected in a dual-task situation; and 2) if these effects are an area function of the level of difficulty of a concurrent task. Ten participants performed an ERP-BCI task that involved attending to a target location in sequences of tactile stimuli. The ERP-BCI task was performed either in isolation or secondary to a visual n-back task with two levels of difficulty. We observed: 1) a decreased P300 and BCI bit rate, and an increased level of subjective mental effort for both dual-task conditions compared to the BCI-only condition; the decreased classification accuracies were still well above chance, but arguably too low for effective BCI control; and 2) we did not find an effect of task difficulty on the P300, bit rates, and subjective mental effort. We discuss reallocation of attention caused by a concurrent task, but unaffected by task difficulty, and the role of task priority. Concluding, control of a tactile ERP-BCI in a dual-task situation is feasible, but performance is degraded.
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Significance Testing of Difference Potentials
Donald Guthrie, Jennifer S. Buchwald · Psychophysiology · 1991 · 759 citations
Nursing, Biostatistics, Neuroscience +11