Applied Sciences,
Journal Year:
2022,
Volume and Issue:
12(19), P. 9730 - 9730
Published: Sept. 27, 2022
Container
transportation
is
an
important
mode
of
international
trade
logistics
in
the
world
today,
and
its
changes
will
seriously
affect
development
market.
For
example,
COVID-19
pandemic
has
added
a
huge
drag
to
global
container
logistics.
Therefore,
accurate
forecasting
throughput
can
make
significant
contribution
stakeholders
who
want
develop
more
operational
strategies
reduce
costs.
However,
current
research
on
port
mainly
focuses
proposing
innovative
methods
single
time
series,
but
lacks
comparison
performance
different
basic
models
same
series
series.
This
study
uses
nine
forecast
historical
world’s
top
20
ports
compares
results
within
between
methods.
The
main
findings
this
are
as
follows.
First,
GRU
method
that
produce
(0.54–2.27
MAPE
7.62–112.48
RMSE)
with
higher
probability
(85%
for
75%
when
constructing
models.
Secondly,
NM
be
used
rapid
simple
estimation
computing
equipment
services
not
available.
Thirdly,
average
accuracy
machine
learning
than
traditional
methods,
individual
may
best
conventional
International Journal of Disaster Risk Reduction,
Journal Year:
2024,
Volume and Issue:
108, P. 104499 - 104499
Published: April 25, 2024
The
prolonged
COVID-19
pandemic
and
the
Russia-Ukraine
War
(multiple
crises
or
catastrophes)
affected
logistics
sector
in
world,
especially
developing
countries.
Collaborative
is
a
strategy
to
mitigate
negative
impacts
of
multiple
crises.
Thus,
this
study
aims
uncover
impact
on
collaboration
countries
case
Indonesia
disclose
patterns
among
companies
country.
Data
were
collected
through
questionnaire
survey
183
professionals
working
from
June
November
2023.
Of
respondents,
148
observations
used
statistical
analysis
using
Partial-Least
Square–Structural
Equation
Model
(PLS-SEM)
with
Rstudio.
This
had
following
findings:
First,
early
days
(2020-2021)
promoted
domestic
international
collaborations.
Second,
latter
(2022-2023)
promote
less
intensive
at
levels
due
termination
some
restrictions
contain
spread
relative
resiliency
sector.
Third,
drove
collaborate
intensively
levels.
Fourth,
companies'
responses
demonstrate
fluctuating
pattern,
depending
severity
crisis.
it
suggested
that
maintaining
gain
resilience
unintended
events
negatively
affect
supply
chain.
has
an
academic
contribution
chain
field,
emphasising
during
Applied Sciences,
Journal Year:
2022,
Volume and Issue:
12(19), P. 9730 - 9730
Published: Sept. 27, 2022
Container
transportation
is
an
important
mode
of
international
trade
logistics
in
the
world
today,
and
its
changes
will
seriously
affect
development
market.
For
example,
COVID-19
pandemic
has
added
a
huge
drag
to
global
container
logistics.
Therefore,
accurate
forecasting
throughput
can
make
significant
contribution
stakeholders
who
want
develop
more
operational
strategies
reduce
costs.
However,
current
research
on
port
mainly
focuses
proposing
innovative
methods
single
time
series,
but
lacks
comparison
performance
different
basic
models
same
series
series.
This
study
uses
nine
forecast
historical
world’s
top
20
ports
compares
results
within
between
methods.
The
main
findings
this
are
as
follows.
First,
GRU
method
that
produce
(0.54–2.27
MAPE
7.62–112.48
RMSE)
with
higher
probability
(85%
for
75%
when
constructing
models.
Secondly,
NM
be
used
rapid
simple
estimation
computing
equipment
services
not
available.
Thirdly,
average
accuracy
machine
learning
than
traditional
methods,
individual
may
best
conventional
