Frequency analysis of a task-evoked pupillary response: Luminance-independent measure of mental effort.
Pupil diameter is a widely-studied cognitive load measure, which, despite its convenience for non-intrusive operator state monitoring in complex environments, is still not available for in situ measurements because of numerous methodological limitations. The most important of these limitations is the influence of pupillary light reflex. Hence, there is the need of providing a pupil-based cognitive load measure that is independent of light conditions. In this paper, we present a promising technique of pupillary signal analysis resulting in luminance-independent measure of mental effort that could be used in real-time without a priori on luminous conditions. Twenty-two participants performed a short-term memory task under different screen luminance conditions. Our results showed that the amplitude of pupillary dilation due to load on memory was luminance-dependent with higher amplitude corresponding to lower-luminance condition. Furthermore, our experimentation showed that load on memory and luminance factors express themselves differently according to frequency. Therefore, as our statistical analysis revealed, the ratio between low (0-1.6 Hz) and high frequency (1.6-4 Hz) bands (LF/HF ratio) of power spectral densities of pupillary signal is sensitive to the cognitive load but not to luminance. Our results are promising for the measurement of load on memory in ecological settings.
DCAS, ISAE, Université de Toulouse, 10 Avenue E. Belin, 31055 Toulouse Cedex 4, France. Electronic address: vsevolod.peysakhovich@isae.fr.
Vsevolod
V
Peysakhovich
DCAS, ISAE, Université de Toulouse, 10 Avenue E. Belin, 31055 Toulouse Cedex 4, France.
Mickaël
M
Causse
DCAS, ISAE, Université de Toulouse, 10 Avenue E. Belin, 31055 Toulouse Cedex 4, France.
Sébastien
S
Scannella
DCAS, ISAE, Université de Toulouse, 10 Avenue E. Belin, 31055 Toulouse Cedex 4, France.
Frédéric
F
Dehais
D000328:Adult; D053483:Eye Movement Measurements; D005260:Female; D006801:Humans; D008027:Light; D008297:Male; D008570:Memory, Short-Term / Q000502:physiology*; D011680:Pupil / Q000502:physiology*; D012025:Reflex, Pupillary / Q000502:physiology*; D013647:Task Performance and Analysis; D055815:Young Adult
LF/HF ratio; Load on memory; Pupil diameter; Pupillary power spectrum; Spectral analysis; Task-evoked pupillary response