A study of effect of N-back and arithmetic mental workload on performance of P300-Speller

Abstract

As one of the most important brain-computer interface (BCI) systems, P300-Speller has been extensively studied and is attracting much public attention. According to user's ability of eye movements, two kinds of P300-Speller are existed—overt attention speller and covert attention speller. P300-Speller depends on the difference between event-related potential (ERP) evoked by target stimulus and non-target stimulus to achieve character recognition and output. In practical applications of P300-Speller, users may inevitably encounter complex situations and various mental activities that have proved to affect users' ERP. Therefore, it is suspected that mental workload will also affect the performance of P300-Speller. In the current study, the effect of mental workload on overt and covert attention P300-Speller was studied. 3-back and mental arithmetic tasks were performed based on the classical Farewell paradigm. The results under workload condition and zero-load condition were comparatively analyzed. They showed that mental workload in the forms of 3-back task and arithmetic task will lead to obviously lower recognition accuracy in both overt and covert attention pattern, attributed to the effect of mental workload on amplitude and discriminability of ERP. The impaired performance of P300-Speller caused by mental workload may be a challenge in the practical applications of P300-Speller.