A conceptual meta‐level digital twin architecture for energy communities in Romania and other ex‐communist countries
Environmental Progress & Sustainable Energy,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Jan. 30, 2025
Abstract
In
contrast
to
the
prevalent
ecological
motivations
seen
in
European
Energy
Communities
(ECs),
Romania,
driving
forces
behind
EC
initiatives
are
somewhat
different.
Approximately
60%
of
these
primarily
focused
on
addressing
energy
poverty.
The
remaining
40%
driven
by
a
desire
for
autonomy.
This
article
explores
intricate
landscape
projects,
focusing
their
role
aligning
with
climate
change
necessities.
We
delve
into
current
state
industry,
identifying
critical
needs,
gaps,
and
challenges
that
hinder
full
potential.
Furthermore,
we
propose
potential
research
directions
bridge
emphasizing
development
Meta‐level
digital
twin
(DT)
architecture.
It
aims
enhance
decision‐making
processes
simulating
systems
real‐time
responses
various
scenarios
regulatory
changes.
Then,
focus
cost‐effectiveness
installing
PV
Romania
estimate
technical
households
(12.9
GW)
prosumers'
installations
2030
2050.
To
forecast
adoption
from
2025
2050,
proposed
model
relies
several
assumptions,
such
as
annual
decreases
CAPEX
1%,
OPEX
0.15%,
increment
electricity
prices
0.1%
per
year,
degradation
rate
year
systems.
following
projections
obtained
(3948
MW)
2050
(5265
MW),
estimating
growth
will
be
33%.
Language: Английский
MLSC: A Multi-label Stock Classifier for Multi-horizon Stock Trend Prediction
Computational Economics,
Journal Year:
2025,
Volume and Issue:
unknown
Published: April 17, 2025
Language: Английский
Technical Analysis and Machine Learning Applied to the Short-Term Electricity Trading Market: Italian and Brazilian Cases
Computational Economics,
Journal Year:
2025,
Volume and Issue:
unknown
Published: April 25, 2025
Language: Английский
Integrating PNN classification and ELM-Bootstrap for enhanced Day-Ahead negative price forecasting
Applied Energy,
Journal Year:
2025,
Volume and Issue:
392, P. 126013 - 126013
Published: May 2, 2025
Language: Английский
From day-ahead to mid and long-term horizons with econometric electricity price forecasting models
Paul Ghelasi,
No information about this author
Florian Ziel
No information about this author
Renewable and Sustainable Energy Reviews,
Journal Year:
2025,
Volume and Issue:
217, P. 115684 - 115684
Published: April 25, 2025
Language: Английский
Profiling public perception of emerging technologies: gene editing, brain chips and exoskeletons. A data-analytics framework
Heliyon,
Journal Year:
2024,
Volume and Issue:
10(22), P. e40268 - e40268
Published: Nov. 1, 2024
Three
AI
developments,
classified
as
forms
of
human
enhancements,
center
around
progress
at
the
intersection
AI,
nanotechnology
and
biotechnology.
Our
research
advances
understanding
enhancement
by
data-driven
analytics
offers
practical
tools
for
future
societal
applications.
It
is
based
on
a
survey
that
was
launched
PRC
in
February
2021
to
more
than
5,000
respondents
from
U.S.
consists
about
100
questions
are
grouped
using
prefix
code
3
above-mentioned
enhancement,
science
role,
concerns
excitements,
perceived
algorithm
fairness
demographics.
To
investigate
this
extract
insights
regarding
general
attitude,
data
framework
proposed
clustering
DBSCAN
K-means,
ANOVA
clusters,
PCA,
t-SNE
UMAP
graphical
visualization,
prediction
advanced
customers'
profiles
analyses.
Both
methods
indicate
distinct
customers.
Most
them
moderate,
but
two
smaller
groups
define
tech-ethics
advocates
tech-forward
visionaries.
For
prediction,
multi-class
classification
task,
ROC-AUC
score
0.852
average
F1
Score
0.987.
Following
results,
both
technology
creators
legislators
must
work
collaboratively
ensure
technological
advancements
ethically
grounded,
widely
accepted
aligned
with
values.
Language: Английский