2022 IEEE International Conference on Environment and Electrical Engineering and 2022 IEEE Industrial and Commercial Power Systems Europe (EEEIC / I&CPS Europe),
Journal Year:
2023,
Volume and Issue:
unknown, P. 1 - 6
Published: June 6, 2023
Wind
power
forecasting
is
a
crucial
aspect
of
re-newable
energy
production,
as
it
helps
to
optimize
output
and
ensure
grid
stability.
In
recent
years,
Transformer-based
language
models
such
ChatGPT
have
been
successfully
used
in
natural
processing
tasks,
but
their
application
wind
remains
largely
unexplored.
this
article,
we
propose
using
Transformer
model,
the
core
ChatGPT,
improve
accuracy
forecasting.
Using
self-attention
mechanism,
developed
model
can
capture
complex
temporal
relationships
large-scale
time
series
data.
Furthermore,
proposed
method
evaluated
on
test
set
various
performance
metrics.
Results
show
that
our
outperforms
traditional
models,
achieving
higher
accuracy.
Our
findings
suggest
significant
potential
for
improving
ultimately
contributing
more
sustainable
future.
Sustainability,
Journal Year:
2023,
Volume and Issue:
15(10), P. 8333 - 8333
Published: May 20, 2023
Power
generation
from
wind
farms
is
growing
rapidly
around
the
world.
In
past
decade,
energy
has
played
an
important
role
in
contributing
to
sustainable
development.
However,
turbines
are
extremely
susceptible
component
damage
under
complex
environments
and
over
long-term
operational
cycles,
which
directly
affects
their
maintenance,
reliability,
operating
costs.
It
crucial
realize
efficient
early
warning
of
turbine
failure
avoid
equipment
breakdown,
prolong
service
life
turbines,
maximize
revenue
efficiency
power
projects.
For
this
purpose,
used
as
research
object.
Firstly,
paper
outlines
main
components
mechanisms
analyzes
causes
failure.
Secondly,
a
brief
analysis
cost
projects
based
on
presented.
Thirdly,
current
key
technologies
for
intelligent
operation
maintenance
(O&M)
industry
discussed,
decision
support
systems,
fault
diagnosis
models,
life-cycle
costs
Finally,
challenges
future
development
directions
summarized.
