AI-Driven Innovations in Building Energy Management Systems: A Review of Potential Applications and Energy Savings
Energies,
Journal Year:
2024,
Volume and Issue:
17(17), P. 4277 - 4277
Published: Aug. 27, 2024
Despite
the
tightening
of
energy
performance
standards
for
buildings
in
various
countries
and
increased
use
efficient
renewable
technologies,
it
is
clear
that
sector
needs
to
change
more
rapidly
meet
Net
Zero
Emissions
(NZE)
scenario
by
2050.
One
problems
have
been
analyzed
intensively
recent
years
operation
much
than
they
were
designed
to.
This
problem,
known
as
gap,
found
many
often
attributed
poor
management
building
systems.
The
application
Artificial
Intelligence
(AI)
Building
Energy
Management
Systems
(BEMS)
has
untapped
potential
address
this
problem
lead
sustainable
buildings.
paper
reviews
different
AI-based
models
proposed
applications
with
intention
reduce
consumption.
It
compares
evaluated
reviewed
papers
presenting
accuracy
error
rates
model
identifies
where
greatest
savings
could
be
achieved,
what
extent.
review
showed
offices
(up
37%)
when
employ
AI
HVAC
control
optimization.
In
residential
educational
buildings,
lower
intelligence
existing
BEMS
results
smaller
23%
21%,
respectively).
Language: Английский
A Review of Research on Intelligent Technology in Building Air Conditioning System Optimisation
Bo Li,
No information about this author
Jonathan Chung Ee Yong,
No information about this author
Lih Jiun Yu
No information about this author
et al.
International Journal of Refrigeration,
Journal Year:
2025,
Volume and Issue:
unknown
Published: May 1, 2025
Language: Английский
Change detection network for construction housekeeping using feature fusion and large vision models
Kailai Sun,
No information about this author
Zherui Shao,
No information about this author
Yang Miang Goh
No information about this author
et al.
Automation in Construction,
Journal Year:
2025,
Volume and Issue:
172, P. 106038 - 106038
Published: Feb. 6, 2025
Language: Английский
An experimental comparative study of energy saving based on occupancy-centric control in smart buildings
Building and Environment,
Journal Year:
2024,
Volume and Issue:
unknown, P. 112322 - 112322
Published: Nov. 1, 2024
Language: Английский
How can interventions of building renovation and household energy conversion effectively improve the physical and mental health outcomes? A systematic review and meta-analysis
Lanlan Li,
No information about this author
Xin Wang,
No information about this author
R.S.H. Yang
No information about this author
et al.
Indoor and Built Environment,
Journal Year:
2024,
Volume and Issue:
unknown
Published: Oct. 28, 2024
Household
energy
efficiency
measures
can
effectively
reduce
indoor
air
pollution
and
positively
impact
the
health
of
residents,
but
there
is
no
conclusive
evidence
on
effectiveness
different
for
various
diseases.
This
study
used
systematic
review
meta-analysis
to
research
effects
two
interventions
residents’
physical
mental
health:
building
renovation
(heating,
insulation,
double-glazed
windows
ventilation)
household
conversion
(stove
upgrading
clean
use).
A
total
79
papers
published
between
1977
2023
were
reviewed
in
this
study,
providing
comprehensive
meta-analytic
measures.
The
results
show
that
energy-saving
have
a
minor
significant
positive
influence
health,
with
effect
being
larger
than
health.
Stove
advantageous
respiratory
cardiovascular
diseases;
insulation
greatly
risk
skin
heating
beneficial
sensory
digestive
use
successfully
mitigate
integrative
Furthermore,
combination
has
most
favourable
conditions
such
as
depression,
anxiety
social
isolation.
findings
help
policymakers
relevant
organizations
take
appropriate
promote
Language: Английский