In
this
study,
a
cost
minimization
model
of
ground
source
heat
pump
(GSHP)
was
performed
to
obtain
its
best
design
configurations
based
on
system
reliability.
To
implement
high-fidelity
optimization,
the
uncertainties
decision
parameters
and
geological
parameters’
distributions
were
considered.
The
GSHP’s
lifespan
costs
functionalized
an
analytical
borehole
transfer
model.
Multiple
constraints
established
serve
as
reliability
goals
ensure
turbulent
pipe
flow
without
extreme
temperature
variations.
thermal
conductivity,
groundwater
velocity,
unit
price
electricity
considered
three
random
variables.
Their
dynamic
characteristics
incorporated
by
assigning
different
increasing
rates
average
magnitudes
them.
Additionally,
their
transient
fluctuations
accommodated
integrating
probabilistic
into
optimization
process,
all
which
followed
normal
distributions.
results
demonstrated
that
time-dependent
these
uncertain
variables
could
significantly
affect
investment
GSHP
reducing
total
20.7%
21.1%
when
velocity
conductivity
reach
5%
4%
respectively.
study
also
provided
optimized
under
85%
confidence
level
in
various
predicted
scenarios,
considering
wide
range
energy
costs.
Sustainability,
Год журнала:
2023,
Номер
15(18), С. 13464 - 13464
Опубликована: Сен. 8, 2023
This
article
explores
the
possible
ramifications
of
incorporating
ideas
from
AEC
Industry
6.0
into
design
and
construction
intelligent,
environmentally
friendly,
long-lasting
structures.
statement
highlights
need
to
shift
away
current
methods
seen
in
5.0
effectively
respond
increasing
requirement
for
creative
sustainable
infrastructures.
Modern
building
techniques
have
been
made
more
efficient
because
6.0’s
cutting-edge
equipment,
digitalization,
ecologically
concerned
methods.
The
academic
community
has
thoroughly
dissected
many
benefits
5.0.
Examples
are
increased
stakeholder
involvement,
automation,
robotics
optimization,
decision
structures
based
on
data,
careful
resource
management.
However,
difficulties
implementing
principles
laid
bare
this
research.
It
calls
skilled
experts
who
latest
technologies,
coordinate
technical
expertise
stakeholders,
orchestrate
interoperable
standards,
strengthen
cybersecurity
procedures.
study
evaluates
how
well
can
create
smart,
long-lasting,
sound
goal
is
specify
these
may
revolutionize
industry.
In
addition,
research
provides
an
in-depth
analysis
industry
might
best
adopt
6.0,
underscoring
sector-wide
significance
paradigm
change.
analyzes
about
big
data
analytics,
IoT,
collaborative
robotics.
To
better
understand
potential
pitfalls
buildings,
examines
interaction
between
organizational
dynamics,
human
actors,
robotic
systems.
Journal of Materials Research and Technology,
Год журнала:
2023,
Номер
27, С. 4074 - 4087
Опубликована: Ноя. 1, 2023
Currently,
the
research
efforts
on
machining
indices
such
as
tool
wear,
surface
roughness,
power
consumption
etc.
is
well
reported
in
literature,
but
energy
analysis
based
material
removal
methods
and
machine
learning
has
received
comparatively
little
attention.
Therefore,
present
work
deals
with
simultaneous
reduction
of
specific
cutting
sustainable
Inconel
601
alloy
different
models.
The
studies
were
conducted
using
dry,
minimum
quantity
lubrication
(MQL),
nano-MQL,
cryogenic,
hybrid
cooling
(cryo-nano-MQL).
(SCE)
values
calculated
data
obtained
from
rate.
Subsequently,
SCE
employed
to
construct
crucial
maps,
which
are
then
utilized
several
sophisticated
models,
including
Multiple
Linear
Regression,
Lasso
Bayesian
Ridge
Voting
Regressor,
facilitate
predictive
modeling
outcomes.
findings
study
indicate
that
model
exhibits
a
reduced
error
rate
closely
aligned
R2
value
when
compared
other
prediction
Moreover,
novelty,
nanoparticles
addition
into
(cryo
+
nano
MQL)
also
showed
better
performance
0.3
%
less
than
only
cryo
method
previously
used
former
studies.
Kybernetes,
Год журнала:
2024,
Номер
54(4), С. 2363 - 2388
Опубликована: Янв. 12, 2024
Purpose
This
study
investigates
the
crucial
link
between
sustainable
practices
and
organizational
development,
focusing
on
knowledge
management
(SKM),
green
innovation
(GI)
corporate
development
(CSD)
in
diverse
Pakistani
organizations.
Design/methodology/approach
employs
a
comprehensive
research
methodology
involving
advanced
statistical
techniques,
such
as
confirmatory
factor
analysis,
structural
equation
modeling
hierarchical
linear
modeling.
These
methods
are
instrumental
exploring
complex
interrelationships
SKM,
GI,
moderating
factors
CSD.
Findings
generates
significant
findings
actively
contributes
to
development.
The
following
sections
(Sections
4
5)
delve
into
specific
in-depth
discussions,
shedding
light
how
industry
regulation,
sustainability
priorities,
workplace
culture
collaboration
alignment
influence
relationships
GI
provide
valuable
insights
for
community
organizations
striving
sustainability.
Practical
implications
study’s
have
practical
seeking
enhance
their
efforts
embrace
socially
environmentally
conscious
approach
growth.
Originality/value
literature
Researchers
business
people
can
learn
lot
from
it
because
uses
econometric
models
new
ways
focuses
management,
