NeuroImage,
Journal Year:
2025,
Volume and Issue:
unknown, P. 121076 - 121076
Published: Feb. 1, 2025
People
often
strive
for
deep
engagement
in
activities,
a
state
typically
associated
with
feelings
of
flow
-
full
task
absorption
accompanied
by
sense
control
and
enjoyment.
The
intrinsic
factors
driving
such
facilitating
subjective
remain
unclear.
Building
on
computational
theories
motivation,
this
study
examines
how
learning
progress
predicts
directs
cognitive
control.
Results
showed
that
engagement,
indicated
low
distractibility,
is
function
progress.
Electroencephalography
data
further
revealed
enhanced
proactive
preparation
(e.g.,
reduced
pre-stimulus
contingent
negativity
variance
parietal
alpha
desynchronization)
improved
feedback
processing
increased
P3b
amplitude
desynchronization).
impact
observed
at
the
task-block
goal-episode
levels,
but
not
trial
level.
This
suggests
shapes
over
extended
periods
as
accumulates.
These
findings
highlight
critical
role
sustaining
goal-directed
behavior.
A
Markov
chain
(MC)
is
a
mathematical
model
used
to
describe
system
where
the
probability
of
moving
next
state
depends
solely
on
current
and
not
sequence
preceding
states.
blanket
(MB)
for
node
includes
its
parents,
children
other
parents
children,
capturing
minimal
set
nodes
required
make
conditionally
independent
from
rest
network.
We
examined
EEG
data
healthy
individuals
assess
MC
MB
connectivity
patterns
associated
with
two
representative
electrodes.
The
electrode
FP1,
cognitive
functions,
displayed
connections
predominantly
frontal
central
regions.
C3,
located
in
primary
motor
cortex,
bilateral
parietal
electrodes
had
shared
connections,
highlighting
integration
between
networks,
while
also
retaining
distinct
that
underscored
their
specialized
roles
functions.
Temporal
analysis
demonstrated
significant
fluctuations
across
time
segments,
phases
increased
neural
reorganization
stability.
Entropy
showed
variability
dynamics
over
time.
FP1
exhibited
greater
entropy
variability,
reflecting
flexibility
involvement
processes,
C3
more
stable
patterns,
aligning
motor-related
functionality.
demonstrate
utility
MBs
dynamic
complexity
nervous
activity,
underscoring
overlapping
brain
regions
balancing
functional
specialization.
Our
findings
have
implications
neuroscience
brain-computer
interface
design.
Measurement Science and Technology,
Journal Year:
2025,
Volume and Issue:
36(3), P. 036103 - 036103
Published: Jan. 29, 2025
Abstract
Bearing
fault
diagnosis
under
variable
speed
conditions
is
essential
due
to
the
complexities
introduced
by
fluctuations.
The
accurate
detection
of
multi-harmonic
faults
critical
for
ensuring
reliability
in
intricate
operating
environments.
From
perspective
beneficial
effects
noise,
this
study
we
propose
a
novel
damping-regulated
generalized
stochastic
resonance
(GSR)
array
method
designed
conditions.
First,
employ
computed
order
tracking
transform
non-stationary
time-domain
signals
into
stationary
angular
domain.
A
GSR
oscillator
then
within
domain,
forming
basis
our
array.
By
analyzing
system
response,
reveal
diagnostic
performance
theory
assess
array’s
capacity
enhancing
characteristics.
Through
simulations
and
experimental
validation,
demonstrates
superior
accuracy,
particularly
scenarios.
It
excels
preserving
weak
characteristics
while
offering
significant
advantages
high
robustness.
These
findings
provide
potential
practical
applications
diagnostics
across
various
engineering
systems.
NeuroImage,
Journal Year:
2025,
Volume and Issue:
unknown, P. 121076 - 121076
Published: Feb. 1, 2025
People
often
strive
for
deep
engagement
in
activities,
a
state
typically
associated
with
feelings
of
flow
-
full
task
absorption
accompanied
by
sense
control
and
enjoyment.
The
intrinsic
factors
driving
such
facilitating
subjective
remain
unclear.
Building
on
computational
theories
motivation,
this
study
examines
how
learning
progress
predicts
directs
cognitive
control.
Results
showed
that
engagement,
indicated
low
distractibility,
is
function
progress.
Electroencephalography
data
further
revealed
enhanced
proactive
preparation
(e.g.,
reduced
pre-stimulus
contingent
negativity
variance
parietal
alpha
desynchronization)
improved
feedback
processing
increased
P3b
amplitude
desynchronization).
impact
observed
at
the
task-block
goal-episode
levels,
but
not
trial
level.
This
suggests
shapes
over
extended
periods
as
accumulates.
These
findings
highlight
critical
role
sustaining
goal-directed
behavior.