Recent Advances in Machine Learning for Building Envelopes: From Prediction to Optimization
Published: Jan. 1, 2025
Nowadays,
advanced
building
envelopes
not
only
need
to
meet
traditional
design
requirements
but
also
address
emerging
demands,
such
as
achieving
low-carbon
transition
of
buildings
and
mitigating
the
urban
heat
island
(UHI)
effect.
Given
intricacy
indoor
conditions
complexity
variables,
approaches
can
hardly
keep
pace
with
evolving
demands.
Therefore,
integrating
Artificial
Intelligence
(AI)
into
envelope
is
trending
in
recent
years.
This
paper
provides
a
holistic
review
research
on
machine
learning
(ML)
design.
Popular
ML
algorithms,
data
input
requirements,
output
generation
are
first
elucidated,
aiming
shed
light
selection
appropriate
algorithms
for
specific
datasets
achieve
optimal
outcomes.
ML-involved
studies
related
types
(e.g.,
building-integrated
photovoltaic
(BIPV),
green
roofs,
PCM-integrated
walls,
glazing
systems,
etc.)
discussed.
The
further
highlights
capabilities
AI
technologies
predicting
parameters
material
properties,
environmental
impact)
optimizing
criteria
minimizing
energy
consumption),
from
micro-scope
(i.e.,
microenvironment)
macro-scope
impact
heat).
work
anticipated
yield
valuable
insights
promoting
AI-driven
solutions
tackle
both
conventional
challenges
sustainable
development.
Language: Английский
Solar Reflectance Index of Building Envelope Materials: A Comparative Review of North American and European Standards and Long-Term Performance
Buildings,
Journal Year:
2025,
Volume and Issue:
15(6), P. 888 - 888
Published: March 12, 2025
The
Solar
Reflectance
Index
(SRI)
is
a
standardized
metric
used
to
assess
the
reflective
properties
of
materials
in
relation
solar
radiation
and
their
capacity
emit
absorbed
heat,
particularly
within
infrared
spectrum.
Materials
with
high
SRI
values,
often
referred
as
“cool
materials”,
contribute
ambient
temperature
regulation,
Urban
Heat
Island
(UHI)
mitigation,
cooling
energy
demand
reduction.
effectiveness
depends
on
factors
such
incidence
angles,
intrinsic
material
properties,
varying
environmental
conditions.
Accurate
assessments
require
implementation
testing
rating
methodologies.
This
paper
reviews
compares
North
American
(ASTM
E1980,
ASTM
C1549,
C1371)
European
(EN
15976)
standards
determine
SRI,
focusing
impacts
weathering
climatic
aging.
study
highlights
inadequacy
current
practices,
which
typically
measure
after
only
three
years
exposure,
advocates
for
long-term
performance
monitoring
across
diverse
climates.
Key
findings
reveal
that
high-SRI
can
reduce
surface
temperatures
by
up
20
°C,
significantly
lowering
demands.
recommends
development
comparable
reflectivity
vertical
surfaces,
emphasizing
importance
assessing
various
Findings
underscore
advanced
modeling,
innovative
development,
effective
maintenance
strategies
extend
durability
efficacy
cool
materials.
novelty
this
work
lies
its
comprehensive
framework
assessment,
integrating
real-world
monitoring.
provides
actionable
insights
policymakers,
urban
planners,
architects
enhance
building
efficiency
resilience.
Language: Английский
Optimizing Energy Efficiency: Louver Systems for Sustainable Building Design
Buildings,
Journal Year:
2025,
Volume and Issue:
15(7), P. 1183 - 1183
Published: April 3, 2025
As
the
global
focus
on
sustainability
intensifies,
architects
and
engineers
are
increasingly
seeking
innovative
passive
strategies
to
improve
building
energy
efficiency.
Among
these
strategies,
strategic
integration
of
louvers
has
garnered
significant
attention
due
their
potential
optimize
envelope
performance
reduce
consumption.
Louvers
effectively
manage
solar
heat
gain,
mitigating
impact
extreme
temperatures
indoor
spaces.
Consequently,
reliance
active
HVAC
systems,
leading
notable
savings
a
decreased
carbon
footprint.
This
paper
presents
comprehensive
review
role
in
enhancing
efficiency,
highlighting
designs,
improvement
suggestions.
Moreover,
this
article
addresses
challenges
related
louver
design,
such
as
balancing
trade-off
between
gain
daylighting
how
configurations
for
specific
types.
Approaches
overcome
challenges,
including
advanced
modeling
techniques
parametric
also
explored
assist
designers
achieving
most
energy-efficient
outcomes.
Language: Английский
Energy-Saving Renovation of Existing Buildings: Balancing Thermal Performance and Visual Performance—A Case Study of a University Sports Training Annex in Guangzhou
Fengdeng Wan,
No information about this author
Huan Li,
No information about this author
Ziqiao Li
No information about this author
et al.
Energies,
Journal Year:
2025,
Volume and Issue:
18(9), P. 2186 - 2186
Published: April 24, 2025
Energy
conservation
renovation
of
existing
buildings
is
a
crucial
aspect
sustainable
energy
development.
This
study
examines
the
annex
university
sports
training
building
in
Guangzhou,
highlighting
conflict
between
maintaining
landscape
visibility
and
mitigating
excessive
solar
radiation
thermal
conditions
following
without
external
shading.
Specifically,
analysis
focuses
on
scenarios
where
building’s
primary
orientation
aligns
with
region’s
unfavorable
orientation.
To
address
this
challenge,
five
facade
optimization
strategies
are
proposed,
four
which
incorporate
shading
solutions:
horizontal
shading,
vertical
baffle
inclined
comprehensive
system.
Performance
simulations
were
conducted
using
Ladybug
Honeybee
tools
within
Grasshopper
platform
to
evaluate
multi-objective
visual
performance
under
constraints.
The
findings
demonstrate
that
an
integrated
system
significantly
influences
both
consumption
performance.
Notably,
46°
scheme
proves
particularly
effective
Guangzhou
context,
successfully
reducing
radiation,
improving
indoor
lighting
quality,
lowering
consumption,
while
minimizing
obstruction.
These
results
provide
valuable
insights
for
developing
energy-efficient
similar
region.
Language: Английский
Adhesion of cool roof coatings to mudbrick and corrugated metal roofs: manual peel adhesion testing
Aditi Bunker,
No information about this author
Guillaume Compoaré,
No information about this author
Susan T. Jackson
No information about this author
et al.
Next research.,
Journal Year:
2025,
Volume and Issue:
unknown, P. 100362 - 100362
Published: April 1, 2025
Language: Английский
DISTRICT HEATING SYSTEM ANALYSIS AND DESIGN OPTIMIZATION
Energy,
Journal Year:
2025,
Volume and Issue:
unknown, P. 136349 - 136349
Published: April 1, 2025
Language: Английский
Assessment of retrofitting smart glass on office building Façade to enhance thermal comfort and energy consumption in hot arid climates (Case study in Egypt)
MennatAllah Hassan,
No information about this author
Samaa Alaa,
No information about this author
Farah Sherief
No information about this author
et al.
Ain Shams Engineering Journal,
Journal Year:
2025,
Volume and Issue:
16(5), P. 103333 - 103333
Published: March 15, 2025
Language: Английский
Energy Efficiency and Environmental Sustainability in Rural Buildings: A Life Cycle Assessment of Photovoltaic Integration in Poultry Tunnels—A Case Study in Central Italy
Applied Sciences,
Journal Year:
2025,
Volume and Issue:
15(9), P. 5094 - 5094
Published: May 3, 2025
Livestock
buildings
in
rural
areas
are
increasingly
recognized
for
their
environmental
impact,
yet
few
studies
provide
applied,
scenario-based
evaluations
to
guide
retrofit
interventions.
While
the
existing
literature
acknowledges
burden
of
livestock
facilities,
it
often
lacks
operationally
grounded
analyses
applicable
real-world
agricultural
contexts.
This
paper
proposes
an
original
integration
experimental
climatic
monitoring
and
life
cycle
assessment
(LCA)
evaluate
scenarios
energy
efficiency
real
poultry
farming
Based
on
accurate
campaign
conducted
on-site
during
spring
summer
periods,
relevant
data
were
collected
air
temperature,
humidity,
wind
speed,
solar
radiation
affecting
two
tunnels
central
Italy,
highlighting
need
thermal
mitigation.
The
comparison
between
observed
operational
scenario
hypothesized
improved
scenario,
involving
supply
from
photovoltaic
sources,
evaluated
using
PVGIS
tool,
demonstrated
a
significant
reduction
with
33.4%
decrease
global
warming
potential
26.1%
consumption.
study
combines
collection
comparative
evaluation
LCA
methodology.
approach,
which
guided
entire
study,
highlighted
how
gained
through
panels
adequately
offsets
production
maintenance
costs
over
long
term.
These
findings
offer
replicable
model
retrofits
contributing
both
goals
resilience.
Language: Английский
Advances in Cold-Climate-Responsive Building Envelope Design: A Comprehensive Review
Buildings,
Journal Year:
2024,
Volume and Issue:
14(11), P. 3486 - 3486
Published: Oct. 31, 2024
Extreme
low
temperatures,
heavy
snowfall,
ice
accumulation,
limited
daylight,
and
increased
energy
consumption
in
cold
climates
present
significant
challenges
but
also
offer
opportunities
for
improving
building
efficiency.
Advanced
materials
technologies
climate-responsive
envelopes
can
enhance
sustainability,
reduce
carbon
footprints
operational
costs,
improve
thermal
comfort
under
these
environmental
conditions.
This
literature
review
combines
theoretical
aspects
of
performance
with
a
summary
current
critical
applications
envelope
design,
identifying
research
gaps
proposing
future
directions.
It
has
been
shown
that
various
BIPV
systems
require
further
climate-based
studies
to
optimize
solar
yield.
For
example,
integrating
PV
layers
PCM
within
DSFs
cooling
loads,
more
is
needed
on
transition
temperatures
ventilation
strategies
climates.
A
notable
gap
exists
building-integrated
vegetative
systems,
particularly
regarding
soil
thickness,
irrigation,
hygrothermal
performance,
snow
accumulation.
Despite
excellent
winter
buildings
incorporating
CLT
components,
they
face
potential
overheating
summer.
Additionally,
the
high
initial
moisture
content
raises
risk
mold
growth,
especially
when
covered
vapor-tight
layers.
The
design
examples
this
paper
emphasize
need
investigation
achieve
sustainable,
low-carbon,
energy-efficient
designs
Language: Английский