A Real-time Skeleton-based Fall Detection Algorithm based on Temporal Convolutional Networks and Transformer Encoder
Pervasive and Mobile Computing,
Год журнала:
2025,
Номер
unknown, С. 102016 - 102016
Опубликована: Янв. 1, 2025
Язык: Английский
Privacy-preserving explainable AI enable federated learning-based denoising fingerprint recognition model
Image and Vision Computing,
Год журнала:
2025,
Номер
unknown, С. 105420 - 105420
Опубликована: Янв. 1, 2025
Язык: Английский
Technology for Improving the Accuracy of Predicting the Position and Speed of Human Movement Based on Machine Learning Models
Technologies,
Год журнала:
2025,
Номер
13(3), С. 101 - 101
Опубликована: Март 3, 2025
The
solution
to
the
problem
of
insufficient
accuracy
in
determining
position
and
speed
human
movement
during
interaction
with
a
treadmill-based
training
complex
is
considered.
Control
command
generation
based
on
user’s
actions
may
be
performed
delay,
not
take
into
account
specificity
movements,
or
inaccurate
due
error
initial
data.
article
introduces
technology
for
improving
predicting
person’s
running
platform
using
machine
learning
computer
vision
methods.
proposed
includes
analysing
processing
data
from
tracking
system,
developing
models
improve
quality
raw
data,
movement,
implementing
integrating
neural
network
methods
control
system.
Experimental
results
demonstrate
that
decision
tree
(DT)
model
provides
better
performance
solving
positioning
key
points
conditions
overlapping
limbs.
For
prediction,
linear
regression
(LR)
showed
best
when
analysed
window
length
was
10
frames.
Prediction
(based
previous
frames)
DT
model,
which
optimal
terms
computation
time
relative
other
options.
comparison
advantage
combined
method
(linear
function
prediction
model),
an
average
absolute
value
0.116
m/s.
research
confirmed
achievement
primary
objective
(increasing
prediction),
making
promising
application
human-machine
systems.
Язык: Английский
Real-time fall detection on road using transfer learning-based granulated Bi-LSTM
Knowledge-Based Systems,
Год журнала:
2025,
Номер
311, С. 113038 - 113038
Опубликована: Фев. 1, 2025
Язык: Английский
A balancing act: falling versus aging
Deleted Journal,
Год журнала:
2024,
Номер
1(1)
Опубликована: Дек. 13, 2024
The
world
population
is
increasing
and
a
significant
factor
behind
this
longevity;
fallout
of
the
heightening
burden
on
healthcare.
In
particular,
tendency
to
fall
with
age
puts
toll
society
hinders
people
from
enjoying
their
sunset
years.
This
perspective
scrutinizes
underlying
causes
people's
deteriorating
ability
balance
as
they
presents
review
existing
ad
hoc
mitigation
measures.
It
concludes
by
shedding
some
light
way
forward
further
realization
well-balanced
healthier
successful
aging
minimal
fall.
Язык: Английский