An Industry-Focused Traffic System Utilising Internet of Things
Advances in civil and industrial engineering book series,
Journal Year:
2024,
Volume and Issue:
unknown, P. 200 - 213
Published: May 6, 2024
Radio
frequency
identification
technology
(RFID)
and
time
series
forecasts
are
used
to
create
a
dependable
IoT-based
traffic
system.
The
system
regulates
city
traffic.
suggested
method
estimates
junction
volume
over
using
LSTM
neural
networks.
RFID
improves
data
collection
accuracy
reliability.
Data
preparation
includes
outlier
remove
anomalies.
Training
the
model
on
preprocessed
reveals
trends.
trained
predicts
historical
data.
Prediction
performance
is
quantified
by
MAE,
MAPE,
R2.
proposed
approach
tested
four
intersection
Results
indicate
that
LSTM-based
estimation
works.
optimal
design
determined
evaluating
for
12-to-168-time
steps.
experimental
findings
suggest
can
accurately
anticipate
volume,
helping
managers
enhance
flow.
projections
bolster
Language: Английский
Building Information Modeling
Advances in civil and industrial engineering book series,
Journal Year:
2024,
Volume and Issue:
unknown, P. 305 - 331
Published: May 6, 2024
Building
information
modeling
(BIM)
has
changed
architecture,
engineering,
and
construction
professionals'
built
environment
conceptualization,
design,
building,
management.
BIM
tool
evolution,
principles,
components,
modelling
methodology
software,
user
interface
basic
functions,
post-construction
benefits,
safety,
intellectual
property
are
covered
in
this
chapter.
integrates
geometry,
spatial
relationships,
geographical
data,
material
qualities
for
interdisciplinary
communication
decision-making.
This
synergy
boosts
project
efficiency
by
improving
design
accuracy,
timelines,
conflict
resolution.
Technical
knowledge
professional
teamwork
needed
to
use
effectively.
competency
needs
a
paradigm
shift
schooling
growth.
As
AEC
digitises,
BIM's
potential
is
crucial
proficiency.
Language: Английский