JOIV International Journal on Informatics Visualization,
Journal Year:
2024,
Volume and Issue:
8(1), P. 158 - 158
Published: March 31, 2024
This
review
article
looks
at
the
developing
field
of
artificial
intelligence
and
machine
learning
in
maritime
marine
environment
management.
The
industry
is
increasingly
interested
applying
advanced
AI
ML
technologies
to
solve
sustainability,
efficiency,
regulatory
compliance
issues.
paper
examines
applications
using
a
deep
literature
case
study
analysis.
Modeling
ship
fuel
consumption,
which
impacts
operating
expenses,
top
responsibility.
demonstrates
that
approaches
such
as
Random
Forest
Tweedie
models
can
estimate
use.
Statistical
analysis
model
beats
regarding
accuracy
consistency.
For
training
testing
datasets,
has
high
R2
values
0.9997
0.9926,
indicating
solid
match.
Low
Root
Mean
Square
Error
(RMSE)
average
absolute
relative
deviation
(AARD)
suggest
accurately
reflects
use
variability.
While
still
performing
well,
lower
higher
RMSE
AARD
values,
suggesting
reduced
precision
consumption
prediction.
These
findings
provide
light
on
potential
Advanced
analytics
enables
decision-makers
analyze
patterns
better,
increase
operational
decrease
environmental
impact,
thus
improving
sustainability.
Systems,
Journal Year:
2023,
Volume and Issue:
11(2), P. 69 - 69
Published: Jan. 29, 2023
With
the
development
of
Internet
technologies,
shipping
industry
has
also
entered
Industry
4.0
era,
which
is
era
using
information
technology
to
promote
industrial
change.
Group
decision
making
(GDM),
as
one
key
methods
in
science,
can
be
used
obtain
optimal
solutions
by
aggregating
opinions
experts
on
several
alternatives,
and
it
been
applied
many
fields
optimize
decision-making
process.
This
paper
provides
an
overview
analysis
specific
applications
GDM
Shipping
4.0,
discusses
future
developments
research
directions.
First,
existing
relevant
literature
analyzed
bibliometrics.
Then,
general
procedure
investigated:
opinion/preference
representation,
consensus
measure,
feedback
mechanism,
selection
alternatives.
Next,
are
summarized.
Lastly,
possible
directions
discussed
advance
this
area
research.
Polish Maritime Research,
Journal Year:
2023,
Volume and Issue:
30(2), P. 146 - 164
Published: June 1, 2023
Abstract
Due
to
recent
emission-associated
regulations
imposed
on
marine
fuel,
ship
owners
have
been
forced
seek
alternate
fuels,
in
order
meet
the
new
limits.
The
aim
of
achieving
low-carbon
shipping
by
year
2050,
has
meant
that
alternative
as
well
various
technological
and
operational
initiatives,
need
be
taken
into
account.
This
article
evaluates
examines
clean
fuels
novel
technologies
for
vessels.
are
classified
carbon-free
carbon
neutral
based
their
properties.
Fuel
properties,
status
development,
existing
challenges
also
summarised
this
paper.
Furthermore,
researchers
investigated
energy-saving
devices
discovered
zero-carbon
virtually
together
with
production,
might
play
an
important
part
shipping,
despite
commercial
impracticability
costs
infrastructure.
More
interestingly,
transition
fuel
is
known
a
lengthy
process;
thus,
early
consensus-building,
action-adoption,
maritime
community
critical
meeting
expectations
aims
sustainable
transportation.
Polish Maritime Research,
Journal Year:
2023,
Volume and Issue:
30(2), P. 39 - 60
Published: June 1, 2023
Abstract
In
marine
vessel
operations,
fuel
costs
are
major
operating
which
affect
the
overall
profitability
of
maritime
transport
industry.
The
effective
enhancement
using
ship
will
increase
operation
efficiency.
Since
consumption
depends
on
different
factors,
such
as
weather,
cruising
condition,
cargo
load,
and
engine
it
is
difficult
to
assess
pattern
for
various
types
ships.
Most
traditional
statistical
methods
do
not
consider
these
factors
when
predicting
consumption.
With
technological
development,
models
have
been
developed
estimating
patterns
based
data.
Artificial
Neural
Networks
(ANN)
some
most
artificial
modelling
validating
application
ANN
in
improves
accuracy
regression
analysing
interactive
relationships
between
factors.
present
review
sheds
light
consolidating
works
carried
out
ANN,
with
an
emphasis
topics
structure,
prediction
algorithms.
Future
research
directions
also
proposed
can
be
a
benchmark
mathematical
ANN.
International Journal of Applied Research in Social Sciences,
Journal Year:
2024,
Volume and Issue:
6(3), P. 326 - 336
Published: March 17, 2024
In
contemporary
design
discourse,
the
intersection
of
fine
arts
with
industrial
and
graphic
emerges
as
a
pivotal
avenue
for
promoting
sustainability.
This
paper
explores
evolving
relationship
between
disciplines,
highlighting
their
collaborative
potential
in
addressing
environmental
challenges.
By
adopting
cross-disciplinary
approach,
it
investigates
how
incorporating
principles
into
practices
can
foster
sustainable
solutions.
The
begins
by
contextualizing
current
crisis
imperative
interventions.
It
then
delves
fundamental
arts,
emphasizing
its
emphasis
on
creativity,
expression,
aesthetic
sensibility.
Through
comparative
analysis,
elucidates
these
complement
technical
aspects
to
imbue
products
visuals
sustainability-driven
narratives.
Furthermore,
examines
case
studies
examples
where
techniques
philosophies
have
been
integrated
processes
enhance
These
include
such
upcycling,
biomimicry,
eco-conscious
visual
communication
strategies.
Additionally,
role
education
nurturing
mindset
that
prioritizes
stewardship
within
professionals.
findings
suggest
embracing
approach
embraces
principles,
designers
transcend
traditional
boundaries
create
innovative,
synthesis
art
not
only
enriches
appeal
but
also
instills
deeper
consciousness
responsibility.
Ultimately,
this
advocates
holistic
integration
means
promote
sustainability
face
global
challenges.
Keywords:
Fine
Arts,
Graphic
Design,
Cross-Disciplinary,
Industrial,
Sustainability,
Reviews.
