International Journal of Intelligent Systems,
Год журнала:
2024,
Номер
2024, С. 1 - 21
Опубликована: Апрель 3, 2024
In
the
dynamic
global
trade
environment,
accurately
predicting
values
of
diverse
commodities
is
challenged
by
unpredictable
economic
and
political
changes.
This
study
introduces
Meta-TFSTL
framework,
an
innovative
neural
model
that
integrates
Meta-Learning
Enhanced
Trade
Forecasting
with
efficient
multicommodity
STL
decomposition
to
adeptly
navigate
complexities
forecasting.
Our
approach
begins
partition
value
sequences
into
seasonal,
trend,
residual
elements,
identifying
a
potential
10-month
cycle
through
Ljung–Box
test.
The
employs
dual-channel
spatiotemporal
encoder
for
processing
these
components,
ensuring
comprehensive
grasp
temporal
correlations.
By
constructing
spatial
graphs
leveraging
correlation
matrices
graph
embeddings
introducing
fused
attention
multitasking
strategies
at
decoding
phase,
surpasses
benchmark
models
in
performance.
Additionally,
integrating
meta-learning
fine-tuning
techniques
enhances
shared
knowledge
across
import
export
predictions.
Ultimately,
our
research
significantly
advances
precision
efficiency
forecasting
volatile
scenario.
AIP conference proceedings,
Год журнала:
2024,
Номер
unknown
Опубликована: Янв. 1, 2024
The
study
is
devoted
to
analysing
the
pre-vaccination
and
vaccination
periods
of
COVID-19
pandemic.
A
search
was
made
for
factors
that
affect
important
indicators
resilience
national
health
social
systems
coronavirus,
such
as
number
infections
deaths.
Causality
testing
carried
out,
according
which
it
found
quarantine
restrictions
use
pharmaceuticals
had
an
impact
on
ability
European
countries
resist
spread
disease
severity
its
consequences
individuals
in
period
until
2021.
This
revealed
society's
digitalization
level
influenced
damage
from
COVID-19.
It
proven
trust
government
determinant
effectiveness
information
campaign
prevention
treatment
AIP conference proceedings,
Год журнала:
2024,
Номер
3033, С. 020012 - 020012
Опубликована: Янв. 1, 2024
The
work
aims
to
perform
a
bibliometric
analysis
of
scientific
works
on
the
ecosystem
transformation
energy
sector.
A
total
646
publications
this
topic
were
found
in
Web
Science
database.
Sixty
percent
them
have
been
published
since
2018.
Most
fields
Environmental
Sciences
Ecology,
Engineering,
Chemistry,
Other
Technology,
and
Energy
Fuels.
by
researchers
from
China,
USA,
India,
England,
Germany.
research
was
funded
National
Natural
Foundation
European
Commission,
Fundamental
Research
Funds
for
Central
Universities,
Foundation,
UK
Innovation,
others.
is
devoted
transformation,
performance,
energy,
renewable
sustainability,
impact,
efficiency,
green
economy.
As
result
cluster
analysis,
five
main
clusters
identified.
Only
one
dedicated
climate
neutrality.
No
study
inclusive
balance
principles
included
sample,
further
needed.
largest
breakthrough
sector
occurred
2016–2020.
In
2016–2017,
building,
chemistry,
gas,
biofuels,
carbon
dioxide,
model,
oxidation,
iron,
oxide,
stability,
identification
mainly
studied.
Starting
2020,
transition,
power,
hydrogen,
generation,
economy,
innovation,
sector,
emissions,
cities,
economic
growth,
environmental
regulation,
empirical
evidence,
trade
began
be
likely,
these
areas
will
develop
coming
years.
results
can
used
studying
looking
funding
organizations,
journals
publication,
participants
cooperation
research.
AIP conference proceedings,
Год журнала:
2024,
Номер
3033, С. 020002 - 020002
Опубликована: Янв. 1, 2024
The
importance
of
innovation
production
is
indubitable
with
majority
businesses
considering
it.
However,
enterprises
face
challenges
in
adapting
processes
to
current
conditions.
Currently,
encounter
an
inclusive
economy
which
focuses
on
achieving
engagement,
growth,
sustainability,
stability,
and
equal
opportunities,
contributing
strengthening
total
well-being.
Accordingly,
while
developing
innovations,
must
consider
the
principles
economy.
research
aims
at
studying
problems
based
bibliometric
visualization
analysis.
A
analysis
supplemented
by
a
make
graphical
presentation.
Data
from
two
databases
were
used
for
analysis:
those
Scopus
Web
Science.
Summarized
tested
Endnote
publications
investigated
BibExcel.
Additionally,
19
highlighted
as
they
are
simultaneously
recorded
simultaneously.
results
study
supported
map
using
Pajek.
185
published
papers
studied
achieve
purpose
this
research.
provided
helped
some
valuable
insights.
First,
problem
relatively
new.
Publication
activity
started
grow
2014
reaching
its
peak
2021.
Second,
turns
out
be
global
it
was
scholars
Europe,
Asia,
North
South
America.
In
addition,
there
strong
cooperation
among
scientists
different
countries
affiliations.
Nevertheless,
authors
Africa
show
leading
positions.
Third,
connections
who
form
scientific
clusters
perform
co-authorships.
Fourth,
three
most
frequently
words
paper
titles
frequent
keywords
equal.
They
'inclusive',
'development',
'innovation'.
Fifth,
demonstrate
high
level
co-occurrence.
Thus,
although
introducing
innovations
new
process,
already
enough
work
implementation
successful.
AIP conference proceedings,
Год журнала:
2024,
Номер
3033, С. 020020 - 020020
Опубликована: Янв. 1, 2024
The
global
expansion
of
online
education
is
a
natural
process
in
developing
the
information
society.
purpose
this
research
to
study
factors
that
influence
stakeholders'
attitudes
towards
learning
and
their
willingness
buy
courses.
To
achieve
research,
there
was
carried
out
quantitative
analysis
results
survey
comprising
120
respondents
regarding
determine
demand
for
courses,
taking
into
account
user
experience
during
COVID-19
pandemic.
paper
shows
quarantine
pandemic
social
factor
which
led
significant
improvement
attitude
education.
Also,
inductive
respondents'
answers
showed
these
are
students,
self-employed
employees
age
group
from
25
45
years
old
with
sufficient
income,
motivation
ability
who
more
inclined
Most
students
prefer
short-term
courses
suit
income
goals.
self-employed,
being
demanding
outcomes,
long-term
expensive
did
not
reveal
differences
aspects
by
gender.
These
consistent
statistical
on
topic
"Would
you
be
willing
pay
an
course
obtain
business-related
knowledge?"
held
early
2020
(at
start
pandemic).
can
used
as
informational
analytical
base
evaluating
trends
development
AIP conference proceedings,
Год журнала:
2024,
Номер
3033, С. 020023 - 020023
Опубликована: Янв. 1, 2024
The
study
is
devoted
to
analysing
the
impact
of
greenwashing
level
on
process
forming
a
country's
brand
in
context
implementing
Sustainable
Development
Goals.
As
part
research,
comparative
analysis
search
queries
was
conducted
using
Google
Trends
toolkit.
A
bibliometric
also
carried
out
based
data
from
scientometric
databases
Scholar,
Scopus
and
Web
Science.
visualization
map
citations
evolution
keywords
built
VOSviewer
software.
According
results
study,
strong
connection
between
studied
terms
relevance
further
research
this
area
revealed.
AIP conference proceedings,
Год журнала:
2024,
Номер
3033, С. 020013 - 020013
Опубликована: Янв. 1, 2024
This
research
considers
a
telematics
system
which
includes
devices
for
tracking
vehicles.
The
main
purpose
of
the
paper
is
to
overview
and
select
software.
Existing
software
products
telemetry
monitoring
are
analyzed.
Sustainable
development
considered
as
model
resource
utilization,
human-nature
interaction,
civilization
based
on
innovations
intellectual
systems.
Effective
means
data
collection,
generalization
systematization
in
field
agricultural
mechanization,
complexes
collection
management
machines
by
different
manufacturers
analyzed,
well
an
extensive
group
sustainable
infrastructure.
Particular
attention
paid
need
determine
most
appropriate
ways
comprehensively
solve
problem
collecting
managing
from
manufacturers.
following
methods
used
this:
Method
1-Send
Wialon.
Some
systems
have
relay
function-sending
online
about
desired
vehicles
another
using
agreed
protocol.
In
other
words,
it
ability
copy
location
information
both
systems;
2-WiaTag.
For
farmers
who
not
equipped
with
MTP
Global
Positioning
System
equipment,
solution
offered
WiaTag
mobile
application.
Wiatag
app
free
global
positioning
tracker
smartphone
that
does
require
any
costs
be
installed
car.
It
systematize
problems
studied
market
form
block
diagram
differentiates
shows
important
characteristics
role
position
subjects
achieving
goal
–
reconstruction
machinery
allowing
innovative
technical
restructuring
domestic
production.
At
certain
stage
development,
necessary
proceed
fact
each
can
transferred
one
another.
proposed
lack
high-quality
attractiveness
market,
shown
first
diagram,
partially
insufficient
preferences
part
state.
Machine-building
enterprises
and,
result,
solving
low
level
technological
equipment
AIP conference proceedings,
Год журнала:
2024,
Номер
3033, С. 020010 - 020010
Опубликована: Янв. 1, 2024
The
opportunity
to
travel
is
one
of
the
most
favorite
human
activities,
given
that
on
a
trip
person
gets
new
knowledge,
impressions
and
positive
emotions.
Recreational
trips
occupy
prominent
place
in
concept
economics
happiness,
study
factors
influence
decision-making
regarding
important
for
forecasting
number
tourists,
infrastructure
development,
income
expenses
businesses
authorities.
Using
panel
data
representative
Poland,
authors
concluded
price
fuel
level
actual
are
not
key
travelers.
At
same
time,
proposed
model
gives
an
error
tourists
less
than
1%
average
entire
period
research
monthly
from
January
2014
May
2022
cost
at
gas
stations,
population's
income,
inflation
drivers'
decency
road.
obtained
can
be
used
calculate
estimates
flow
welfare
happiness
society.
AIP conference proceedings,
Год журнала:
2024,
Номер
3033, С. 020014 - 020014
Опубликована: Янв. 1, 2024
The
study
of
the
energy
impact
on
economic
and
social
sphere
under
modern
conditions
is
highly
relevant.
In
this
paper,
two
different
approaches
are
used
to
answer
question
development
status
sector.
first
approach
based
bibliometric
analysis,
which
allows
determining
current
areas
studying
role
in
economy
place
these
studies
science.
information
base
for
analysis
a
thematic
selection
Scopus
publications.
second
mathematical
statistical
from
open
sources
determine
consumption
intensity
GDP
number
indicators.
AIP conference proceedings,
Год журнала:
2024,
Номер
3033, С. 020009 - 020009
Опубликована: Янв. 1, 2024
The
paper
examines
the
application
of
systematic
and
risk-based
approaches
to
problem
solving
in
agro-industrial
complex,
which
generally
prompted
research
field
various
model-based
methodologies.
Of
particular
interest
this
study
is
Quality
by
Design
initiative
complex.
Motivated
their
need,
reports
some
contributions
analysing
existence
availability
experimental
plan.
analysis
feasibility
adaptation
nested
sampling
algorithm
for
probabilistic
characteristics
design
space
considered.
There
described
an
initial
algorithm,
common
large
Bayesian
calculations,
characterization
spatial
design,
a
key
work
practitioners
choice-based
approach
has
been
found
be
effective
with
optimization
approach,
allowing
take
advantage
other
methods.
A
step-by-step
technology
given
complex
one-time
implementations
original
sample
further
reduces
computational
load,
thereby
solutions
more
problems.
Design-centring
methodology
shown
as
alternative
coding
method
methodological
choice,
providing
practitioner
convenient
format
communicating
process
operators.
attention
paid
several
pronounced
problems
that
arise
special
experiments
when
there
are
levels
model
uncertainty,
often
encountered
early
stages
development.
presents
results
obtained
developing
optimal
queries
presence
restrictions.
AIP conference proceedings,
Год журнала:
2024,
Номер
3033, С. 020007 - 020007
Опубликована: Янв. 1, 2024
The
development
of
innovation,
the
widespread
use
new
technologies
in
crop
production,
reducing
negative
anthropogenic
impact
on
agrocenoses,
is
an
important
direction
for
achieving
economic
growth
and
improving
quality
population's
life
modern
world.
most
task
agricultural
sector
Ukraine
to
provide
population
with
adequate
high-quality
food.
A
significant
place
implementing
this
belongs
melon
industry,
whose
products
are
used
not
only
fresh
but
also
as
a
raw
product
delicious
dishes.
purpose
research
identify
current
tendencies
global
market
crops
ecological
aspects
national
production
potential
cultivation
view
Ukraine's
aspirations
accessing
European
Union
make
suggestions
concerning
increase
efficiency.
article
presents
dynamics
world
watermelons
melons
identifies
leaders
exporting
importing
products.
characteristics
gross
harvests,
sown
areas
level
yield
food
given.
by
categories
farms
characterized.
Proposals
increasing
efficiency
provided.