A framework for data-driven decision making in advanced manufacturing systems: Development and implementation
Concurrent Engineering,
Год журнала:
2024,
Номер
32(1-4), С. 58 - 77
Опубликована: Ноя. 5, 2024
Integration
of
sophisticated
technologies
such
as
Internet
Things,
cyber
physical
systems
and
big
data
analytics
have
revolutionized
the
advanced
manufacturing
(AMS).
However,
implementation
data-driven
decision
making
in
AMS
still
remains
challenging
due
to
heterogeneity,
real-time
processing
demands,
integration
complexities.
This
paper
overcomes
this
challenge
by
presenting
a
novel
framework
for
adoption
DDDM
enhance
its
decision-making
capabilities.
consists
six
stages:
stage,
sensing
knowledge
application
stage.
The
proposed
leverages
extract
actionable
insights
from
diverse
datasets,
integrates
CPS
create
seamless
interaction
between
digital
systems,
employs
IoT
acquisition
monitoring.
is
validated
through
comprehensive
case
study
involving
CNC
milling
machine
dataset,
demonstrating
significant
improvements
operational
efficiency,
accuracy,
response
time.
involves
detailed
collection
steps,
preprocessing,
analysis,
showcasing
framework’s
practical
effectiveness.
results
show
that
addresses
existing
challenges
provides
scalable
solution
AMS.
Язык: Английский
Impact of Lean Manufacturing Strategies and Success Factors on Performance Improvement—A Case Study
SAE International Journal of Materials and Manufacturing,
Год журнала:
2024,
Номер
18(2)
Опубликована: Дек. 10, 2024
<div>LM
(Lean
manufacturing)
is
the
manufacturing
strategy
focused
on
continuous
improvement
of
operations.
This
study
has
been
carried
out
in
industry
northern
India
to
assess
important
success
factors,
LM
strategies
applied,
and
benefits
both
approach.
Questionnaire
survey
performed
achieve
desired
objectives.
Results
indicated
that
organizations
have
great
affinity
for
viz.
small
incremental
improvements
(kaizen)
strategic
success.
Production
rates
are
highly
improved
after
implementing
Mediating
role
every
factor
measured
using
regression
analysis
structural
equation
modeling.
Moreover,
correlation
shows
significant
relations
between
approach.</div>
Язык: Английский