Technologies,
Journal Year:
2024,
Volume and Issue:
12(3), P. 38 - 38
Published: March 11, 2024
Cognitive
fatigue,
a
state
of
reduced
mental
capacity
arising
from
prolonged
cognitive
activity,
poses
significant
challenges
in
various
domains,
road
safety
to
workplace
productivity.
Accurately
detecting
and
mitigating
fatigue
is
crucial
for
ensuring
optimal
performance
minimizing
potential
risks.
This
paper
presents
comprehensive
survey
the
current
landscape
detection.
We
systematically
review
approaches,
encompassing
physiological,
behavioral,
performance-based
measures,
robust
objective
The
further
analyzes
different
challenges,
including
lack
standardized
ground
truth
need
context-aware
assessment.
aims
serve
as
valuable
resource
researchers
practitioners
seeking
understand
address
multifaceted
challenge
PeerJ,
Journal Year:
2019,
Volume and Issue:
7, P. e7086 - e7086
Published: July 9, 2019
Eye-tracking
experiments
rely
heavily
on
good
data
quality
of
eye-trackers.
Unfortunately,
it
is
often
the
case
that
only
spatial
accuracy
and
precision
values
are
available
from
manufacturers.
These
two
alone
not
sufficient
to
serve
as
a
benchmark
for
an
eye-tracker:
deteriorates
during
experimental
session
due
head
movements,
changing
illumination
or
calibration
decay.
Additionally,
different
paradigms
require
analysis
types
eye
movements;
instance,
smooth
pursuit
blinks
microsaccades,
which
themselves
cannot
readily
be
evaluated
by
using
alone.
To
obtain
more
comprehensive
description
properties,
we
developed
extensive
eye-tracking
test
battery.
In
10
tasks,
related
measures
such
as:
decay
accuracy,
fixation
durations,
pupil
dilation,
movement,
microsaccade
classification,
blink
influence
motion.
For
some
measures,
true
theoretical
exist.
others,
relative
comparison
reference
eye-tracker
needed.
Therefore,
collected
our
gaze
simultaneously
remote
EyeLink
1000
compared
with
mobile
Pupil
Labs
glasses.
As
expected,
average
0.57°
was
better
than
0.82°
glasses
(N
=
15).
Furthermore,
classified
less
fixations
shorter
saccade
durations
Similarly,
found
fewer
microsaccades
The
over
time
decayed
slightly
1000,
but
strongly
Finally,
observed
measured
diameters
differed
between
eye-trackers
individual
subject
level
group
level.
conclude,
battery
offers
tasks
allow
us
many
parameters
interest
in
stereotypical
situations
addresses
common
source
confounds
measurement
errors
(e.g.,
yaw
roll
movements).
All
recorded
(including
Labs'
videos),
stimulus
code
battery,
modular
pipeline
freely
(https://github.com/behinger/etcomp).
Frontiers in Psychology,
Journal Year:
2018,
Volume and Issue:
9
Published: Sept. 7, 2018
The
current
paper
investigates
the
value
and
application
of
a
range
physiological
neuroscientific
techniques
in
applied
marketing
research
consumer
science,
highlighting
new
insights
from
social
psychology
neuroscience.
We
review
measures
sweat
secretion,
heart
rate,
facial
muscle
activity,
eye
movements,
electrical
brain
using
including
skin
conductance,
pupillometry,
eyetracking
magnetic
imaging.
For
each
measure,
after
brief
explanation
underlying
technique,
we
illustrate
concepts
mechanisms
that
measure
allows
researchers
science
to
investigate,
with
focus
on
attitudes
behavior.
By
providing
reviews
recent
these
methods
relevant
related
fields,
also
highlight
methodological
theoretical
strengths
limitations,
an
emphasis
ecological
validity.
argue
inclusion
can
advance
by
into
often
unconscious
Therefore,
such
technologies
help
practitioners
understand
behavior
improve
predictions
Proceedings of the Royal Society B Biological Sciences,
Journal Year:
2019,
Volume and Issue:
286(1911), P. 20191593 - 20191593
Published: Sept. 18, 2019
In
conditions
of
constant
illumination,
the
eye
pupil
diameter
indexes
modulation
arousal
state
and
responds
to
a
large
breadth
cognitive
processes,
including
mental
effort,
attention,
surprise,
decision
biases,
value
beliefs,
uncertainty,
volatility,
exploitation/exploration
trade-off,
or
learning
rate.
Here,
I
propose
an
information
theoretic
framework
that
has
potential
explain
ensemble
these
findings
as
reflecting
pupillary
response
processing.
short,
updates
brain's
internal
model,
quantified
formally
Kullback-Leibler
(KL)
divergence
between
prior
posterior
would
be
common
denominator
all
instances
dilation
cognition.
show
stimulus
presentation
leads
is
proportional
amount
carries
about
itself
quantity
it
provides
other
task
variables.
context
making,
in
relation
uncertainty
explained
by
wandering
evidence
accumulation
process,
leading
summed
KL
divergences.
Finally,
effort
variations
tonic
size
are
also
formalized
terms
theory.
On
basis
this
framework,
compare
data
from
past
studies
simple
information-theoretic
simulations
designs
good
correspondance
with
across
studies.
The
present
unify
set
results
reported
on
cognition
provide
theory
guide
future
research.
Perception
and
behavior
can
be
guided
by
predictions,
which
are
often
based
on
learned
statistical
regularities.
Neural
responses
to
expected
stimuli
frequently
found
attenuated
after
learning.
However,
whether
this
sensory
attenuation
following
learning
occurs
automatically
or
depends
attention
remains
unknown.
In
the
present
fMRI
study,
we
exposed
human
volunteers
sequentially
presented
object
stimuli,
in
first
predicted
identity
of
second
object.
We
observed
a
reliable
neural
activity
for
compared
unexpected
ventral
visual
stream.
Crucially,
was
only
apparent
when
were
attended,
vanished
directed
away
from
predictable
objects.
These
results
put
important
constraints
neurocomputational
theories
that
cast
perception
as
process
probabilistic
integration
prior
knowledge
information.
Human Factors The Journal of the Human Factors and Ergonomics Society,
Journal Year:
2019,
Volume and Issue:
61(7), P. 1171 - 1185
Published: Feb. 28, 2019
The
aim
of
this
study
was
to
assess
motivation
as
a
factor
in
mental
fatigue
using
subjective,
performance,
and
physiological
measures.Sustained
performance
on
mentally
demanding
task
can
decrease
over
time.
This
decrement
has
two
possible
causes:
decline
available
resources,
meaning
that
cannot
be
sustained,
motivation,
willingness
sustain
performance.
However,
so
far,
few
experimental
paradigms
have
effectively
continuously
manipulated
which
is
essential
understand
its
effect
fatigue.Twenty
participants
performed
working
memory
with
14
blocks,
alternated
between
reward
nonreward
for
2.5
hr.
In
the
monetary
rewards
could
gained
good
Besides
reaction
time
accuracy,
we
used
measures
(heart
rate
variability,
pupil
diameter,
eyeblink,
eye
movements
video
distractor)
subjective
effort.Participants
reported
becoming
fatigued
invested
more
effort
blocks.
Even
though
they
fatigue,
their
accuracy
blocks
remained
constant
but
declined
Furthermore,
became
distractable,
less
cognitive
effort,
blinked
often,
made
fewer
saccades.
These
results
showed
an
fatigue.The
evidence
suggests
important
explaining
effects
fatigue.
Fluctuations
in
arousal,
controlled
by
subcortical
neuromodulatory
systems,
continuously
shape
cortical
state,
with
profound
consequences
for
information
processing.
Yet,
how
arousal
signals
influence
population
activity
detail
has
so
far
only
been
characterized
a
few
selected
brain
regions.
Traditional
accounts
conceptualize
as
homogeneous
modulator
of
neural
across
the
cerebral
cortex.
Recent
insights,
however,
point
to
higher
specificity
effects
on
different
components
and
Here,
we
provide
comprehensive
account
relationships
between
fluctuations
neuronal
human
brain.
Exploiting
established
link
pupil
size
central
performed
concurrent
magnetoencephalographic
(MEG)
pupillographic
recordings
large
number
participants,
pooled
three
laboratories.
We
found
cascade
relative
peak
timing
spontaneous
dilations:
Decreases
low-frequency
(2–8
Hz)
temporal
lateral
frontal
cortex,
followed
increased
high-frequency
(>64
mid-frontal
regions,
monotonic
inverted
U
intermediate
frequency-range
(8–32
occipito-parietal
Pupil-linked
also
coincided
widespread
changes
structure
aperiodic
component
activity,
indicative
excitation-inhibition
balance
underlying
microcircuits.
Our
results
novel
basis
studying
modulation
cognitive
computations
circuits.
Psychophysiology,
Journal Year:
2022,
Volume and Issue:
59(4)
Published: March 22, 2022
A
variety
of
psychological
and
physical
phenomena
elicit
variations
in
the
diameter
pupil
eye.
Changes
size
are
mediated
by
relative
activation
sphincter
pupillae
muscle
(decrease
diameter)
dilator
(increase
diameter),
innervated
parasympathetic
sympathetic
branches,
respectively,
autonomic
nervous
system.
The
current
guidelines
intended
to
inform
guide
psychophysiological
research
involving
measurement
(1)
summarizing
important
aspects
concerning
physiology
pupil,
(2)
providing
methodological
data-analytic
recommendations,
(3)
briefly
reviewing
that
modulate
pupillary
reactivity.
Because
increased
ease
tractability
measurement,
goal
these
is
promote
accurate
recording,
analysis,
reporting
data
research.
Science Advances,
Journal Year:
2022,
Volume and Issue:
8(16)
Published: April 20, 2022
The
pupil
dilates
and
reconstricts
following
task
events.
It
is
popular
to
model
this
task-evoked
response
as
a
linear
transformation
of
event-locked
impulses,
whose
amplitudes
are
used
estimates
arousal.
We
show
that
incorrect
propose
an
alternative
based
on
the
physiological
finding
common
neural
input
drives
saccades
size.
arousal
from
our
agreed
with
key
predictions:
Arousal
scaled
difficulty
behavioral
performance
but
was
invariant
small
differences
in
trial
duration.
Moreover,
offers
unified
explanation
for
wide
range
phenomena:
entrainment
size
timing,
modulation
amplitude
noise
difficulty,
reaction
time-dependent
timing
amplitude,
constrictory
time-locked
saccades,
task-dependent
distortion
saccade-locked
response.
Behavior Research Methods,
Journal Year:
2023,
Volume and Issue:
56(3), P. 1376 - 1412
Published: June 22, 2023
The
pupil
of
the
eye
provides
a
rich
source
information
for
cognitive
scientists,
as
it
can
index
variety
bodily
states
(e.g.,
arousal,
fatigue)
and
processes
attention,
decision-making).
As
pupillometry
becomes
more
accessible
popular
methodology,
researchers
have
proposed
techniques
analyzing
data.
Here,
we
focus
on
time
series-based,
signal-to-signal
approaches
that
enable
one
to
relate
dynamic
changes
in
size
over
with
stimulus
series,
continuous
behavioral
outcome
measures,
or
other
participants'
traces.
We
first
introduce
pupillometry,
its
neural
underpinnings,
relation
between
measurements
oculomotor
behaviors
blinks,
saccades),
stress
importance
understanding
what
is
being
measured
be
inferred
from
pupillary
activity.
Next,
discuss
possible
pre-processing
steps,
contexts
which
they
may
necessary.
Finally,
turn
analytic
techniques,
including
regression-based
approaches,
time-warping,
phase
clustering,
detrended
fluctuation
analysis,
recurrence
quantification
analysis.
Assumptions
these
examples
scientific
questions
each
address,
are
outlined,
references
key
papers
software
packages.
Additionally,
provide
detailed
code
tutorial
steps
through
figures
this
paper.
Ultimately,
contend
insights
gained
constrained
by
analysis
used,
offer
means
generate
novel
taking
into
account
understudied
spectro-temporal
relationships
signal
signals
interest.