The
main
purpose
of
this
study
is
to
investigate
the
application
predictive
analytics
techniques
in
energy
field
and
identify
strategies
stimulate
renewable
production.
analysis
begins
by
examining
four
key
indicators:
energy,
gas
price,
consumption
through
a
detailed
descriptive
analysis.
Visual
graphs
are
built
get
an
overview
evolution
sector
period
2011-2020
with
help
Tableau
software.
supported
use
Random
Forest
algorithm
as
prediction
model,
considering
critical
indicators
such
consumption.
results
provide
insight
into
anticipating
changes
production
European
countries
studied.
At
same
time,
highlights
current
situation
Europe
identifies
necessary
measures
for
its
sustainable
development
specialized
literature.
It
also
examines
way
which
big
data
management,
facilitated
technologies
smart
meters
drone
sensors,
can
improve
sector.
This
research
offers
valuable
results,
providing
insights
fossil
well
comparison
prices,
trends
By
integrating
techniques,
management
energy-specific
indicators,
makes
innovative
contribution
systems
Its
focus
on
contributes
understanding
growth
potential
generation
region.
Construction Research Congress 2022,
Год журнала:
2024,
Номер
unknown, С. 10 - 20
Опубликована: Март 18, 2024
With
the
anticipated
growth
in
construction
activities,
minimizing
value
chain
emissions,
including
those
attributed
to
activities
beyond
an
organization's
direct
control—aka
"Scope
3"
and
adopting
circular
economy
(CE)
practices
have
become
critical
attaining
2050
climate
goals.
Extant
literature
lacks
a
value-chain-comprehensive
set
of
CE
strategies
on
one
hand,
analysis
their
actual
project
applications
other.
This
research
aims
build
holistic
portfolio
actionable
that
span
across
entire
built
environment
chain,
analyzing
extent
implementation
interlinkages
within
versus
projects.
To
this
end,
authors
conducted
systematic
practice
review
extract
collate
case
studies,
quantified
frequency
for
each
through
network
analysis.
Results
revealed
broad
yet
fragmented
implementation,
with
most
frequently
implemented
requiring
sustainability
ratings,
passive
design
measures,
landfill
diversion,
whereas
targeting
logistics
property
market
phases
were
rather
scarce.
Ultimately,
findings
herein
can
serve
as
foundation
multifunctional
database
chain-specific
studies
guide
industry
its
track
decarbonization.
Journal of Construction Engineering and Management,
Год журнала:
2024,
Номер
150(8)
Опубликована: Май 21, 2024
Despite
the
increasing
recognition
of
potential
Circular
Economy
(CE)
strategies,
their
effective
application
to
decarbonize
construction
value
chain
faces
multiple
challenges.
Ambiguity
surrounding
CE,
stemming
from
a
lack
clarity
on
actionable
is
common
concern.
Existing
studies
holistic
approach
for
systematically
integrating
CE
principles
throughout
chain,
resulting
in
scarcity
information
how
practically
adopt
within
projects.
This
research
aims
accelerate
adoption
by
creating
chain-structured
portfolio
strategies
and
analyzing
implementation
such
actual
To
this
end,
was
compiled
chain-based-structure,
which
evaluated
against
71
US-based
projects
exemplary
sustainability
criteria
scrutinize
successful
implementation.
Additionally,
study
examined
interconnections
network
dynamics
among
these
through
association
rule
mining,
network,
statistical
analysis
techniques.
Results
revealed
pronounced
focus
design,
construction,
end-of-life
phases,
with
significant
gaps
existing
areas
related
project
financing,
planning,
logistics,
property
market,
operations.
"Requiring
certifications,
standards,
or
labels"
emerged
as
most
pivotal
strategy
terms
frequency
number
associations,
highlighting
owners'
role
transition.
contributes
body
knowledge
providing
practical
guidance
insights
industry
practitioners
state
implementation,
ultimately
fostering
more
sustainably
built
environment.
IOP Conference Series Earth and Environmental Science,
Год журнала:
2024,
Номер
1363(1), С. 012038 - 012038
Опубликована: Июнь 1, 2024
Abstract
The
concept
of
Circular
Economy
(CE)
has
been
gaining
increasing
attention
in
the
context
built
environment
recent
years.
Many
different
circular
strategies
for
buildings,
such
as
reusing
structures,
Design
Disassembly
and
Adaptability,
have
frequently
discussed
literature,
but
a
clear
definition
framework
are
lacking.
This
study
provides
categorization
new
buildings
laying
groundwork
common
understanding.
methodology
involves
an
integrative
review
to
synthesize
relevant
research
analyzing
building
existing
literature
case
reviews.
analysis
revealed
five
key
dimensions
categorizing
diverse
found
publications:
concept,
level,
approach,
implementation
time,
impact.
Based
on
these
findings,
proposed
help
clarify
fundamental
characteristics
strategies.
Overall,
this
contributes
understanding
various
buildings.
As
practical
tool,
facilitates
systematic
both
researchers
practitioners,
enabling
identification
synergies
driving
holistic
adoption
CE
environment.
