IEEE Transactions on Intelligent Transportation Systems,
Journal Year:
2023,
Volume and Issue:
24(4), P. 4158 - 4172
Published: Jan. 9, 2023
Falsification
detection
is
a
critical
advance
in
ensuring
that
real-time
information
about
vehicles
and
their
movement
states
certified
on
the
Internet
of
Vehicles
(IoV).
Thus,
detecting
nodes
are
propagating
inaccurate
requirement
for
successful
deployment
IoV
services
although
only
few
research
studies
have
been
carried
out
Basic
Safety
Message
(BSM)
falsification.
As
such,
this
paper
proposes
Randomized
Search
Optimization
Ensemble-based
Detection
Scheme
(RSO-FDS).
The
RSO
technique
was
used
to
construct
proposed
Random
Forest
(RF)
model.
evaluation
performed
three
different
datasets
developed
evaluate
falsification
IoV.
In
addition,
six
most
popular
supervised
learning
(SL)
algorithms
were
investigated
capability
RSO-FDS,
which
had
best
performance
across
all
datasets.
metrics
considered
computational
efficiency
terms
prediction
time,
validation
accuracy
overall
attack
classification,
precision,
recall,
F1
scores.
For
validation,
RSO-FDS
further
compared
with
results
from
recent
works.
Furthermore,
irrelevance
data
balancing
illustrated
real-life
scenarios.
result
shows
model
outperformed
state-of-the-art
implemented
work
related
Energies,
Journal Year:
2023,
Volume and Issue:
16(8), P. 3465 - 3465
Published: April 14, 2023
The
Internet
of
Things
(IoT)
is
a
global
network
interconnected
computing,
sensing,
and
networking
devices
that
can
exchange
data
information
via
various
protocols.
It
connect
numerous
smart
thanks
to
recent
advances
in
wired,
wireless,
hybrid
technologies.
Lightweight
IoT
protocols
compensate
for
with
restricted
hardware
characteristics
terms
storage,
Central
Processing
Unit
(CPU),
energy,
etc.
Hence,
it
critical
identify
the
optimal
communication
protocol
system
architects.
This
necessitates
an
evaluation
next-generation
networks
improved
connectivity.
paper
highlights
significant
wireless
wired
technologies
their
applications,
offering
new
categorization
conventional
provides
in-depth
analysis
detailed
technical
about
stacks,
limitations,
applications.
study
further
compares
industrial
IoT-compliant
software
simulation
tools.
Finally,
summary
current
challenges,
along
broad
overview
future
directions
tackle
next
generation.
aims
provide
comprehensive
primer
on
concepts,
protocols,
insights
academics
professionals
use
contexts.
Electronics,
Journal Year:
2023,
Volume and Issue:
12(12), P. 2651 - 2651
Published: June 13, 2023
Throughout
human
history,
agriculture
has
undergone
a
series
of
progressive
transformations
based
on
ever-evolving
technologies
in
an
effort
to
increase
productivity
and
profitability.
Over
the
years,
farming
methods
have
evolved
significantly,
progressing
from
Agriculture
1.0,
which
relied
primitive
tools,
2.0,
incorporated
machinery
advanced
practices,
subsequently
3.0,
emphasized
mechanization
employed
intelligent
technology
enhance
levels.
To
further
automate
agricultural
while
minimizing
inputs
pollutants,
new
approach
management
concepts
fourth
industrial
revolution
is
being
embraced
gradually.
This
referred
as
“Agriculture
4.0”
mainly
implemented
through
use
Internet
Things
(IoT)
technologies,
enabling
remote
control
sensors
actuators
efficient
collection
transfer
data.
In
addition,
fueled
by
such
robotics,
artificial
intelligence,
quantum
sensing,
four-dimensional
communication,
form
smart
agriculture,
called
5.0,”
now
emerging.
5.0
can
exploit
growing
5G
network
infrastructure
basis.
However,
only
6G-IoT
networks
will
be
able
offer
technological
advances
that
allow
full
expansion
5.0,
inferred
relevant
scientific
literature
research.
this
article,
we
first
introduce
scope
well
key
features
leveraged
much-anticipated
communication
systems.
We
then
highlight
importance
influence
these
developing
advancement
conclude
with
discussion
future
challenges
opportunities.
Electronics,
Journal Year:
2023,
Volume and Issue:
12(3), P. 647 - 647
Published: Jan. 28, 2023
The
sixth
generation
(6G)
mobile
communication
system
is
expected
to
meet
the
different
service
needs
of
modern
scenarios.
Heterogeneous
networks
(HetNets)
have
received
a
lot
attention
in
recent
years
due
their
potential
as
novel
structure
for
evolutionary
networks.
When
compared
homogeneous
networks,
HetNets
provide
more
spatial
spectrum
reuse
and
higher
quality
(QoS).
However,
effective
resource
management
(RM)
solutions
are
essential
prevent
interference
accomplish
sharing
mutual
interference.
This
paper
presents
comprehensive
review
6G
HetNets.
study
aims
give
crucial
background
on
aid
creation
methods
this
field
study.
First,
detailed
examination
work
presented
aspects
such
power
allocation,
user
association,
mode
selection,
allocation.
Second,
we
identify
most
severe
challenges
associated
with
current
propose
suitable
solutions.
Finally,
several
open
issues
emerging
areas
research
highlighted.
Sensors,
Journal Year:
2024,
Volume and Issue:
24(6), P. 1888 - 1888
Published: March 15, 2024
In
the
rapidly
evolving
landscape
of
wireless
communication,
each
successive
generation
networks
has
achieved
significant
technological
leaps,
profoundly
transforming
way
we
connect
and
interact.
From
analog
simplicity
1G
to
digital
prowess
5G,
journey
mobile
been
marked
by
constant
innovation
escalating
demands
for
faster,
more
reliable,
efficient
communication
systems.
As
5G
becomes
a
global
reality,
laying
foundation
an
interconnected
world,
quest
even
advanced
leads
us
threshold
sixth-generation
(6G)
era.
This
paper
presents
hierarchical
exploration
6G
networks,
poised
at
forefront
next
revolution
in
technology.
study
delves
into
advancements
that
underpin
need
6G,
examining
its
key
features,
benefits,
enabling
technologies.
We
dissect
intricacies
cutting-edge
innovations
like
terahertz
ultra-massive
MIMO,
artificial
intelligence
(AI),
machine
learning
(ML),
quantum
reconfigurable
intelligent
surfaces.
Through
meticulous
analysis,
evaluate
strengths,
weaknesses,
state-of-the-art
research
these
areas,
offering
wider
view
current
progress
potential
applications
networks.
Central
our
discussion
is
transformative
role
AI
shaping
future
By
integrating
ML,
are
expected
offer
unprecedented
capabilities,
from
enhanced
broadband
groundbreaking
areas
smart
cities
autonomous
integration
heralds
new
era
intelligent,
self-optimizing
promise
redefine
parameters
connectivity
interaction.
also
address
critical
challenges
deployment
hurdles
regulatory
concerns,
providing
holistic
assessment
barriers.
highlighting
interplay
between
technologies,
this
maps
out
lights
path
forward
domain.
aims
be
cornerstone
resource,
essential
insights,
addressing
unresolved
questions,
stimulating
further
investigation
multifaceted
realm
synergy
aim
illuminate
field.
IEEE Access,
Journal Year:
2024,
Volume and Issue:
12, P. 13125 - 13145
Published: Jan. 1, 2024
5G
and
the
Internet
of
Things
(IoT)
are
a
potent
combination
that
offers
vast
IoT
infrastructure
can
support
billions
connected
devices
while
maintaining
reliability,
affordability,
high-speed
connectivity.
Nevertheless,
integration
5G-enabled
has
received
insufficient
attention
from
security
analysts,
engineers,
researchers,
resulting
in
lack
information
viable
solutions.
This
study
investigates
benefits
issues
associated
with
IoT,
including
its
privacy
concerns
as
well
technology
drivers
enable
various
layers.
By
incorporating
into
several
enhancements
have
been
achieved,
enhanced
simplicity,
practicability,
analysis,
efficiency,
agility,
flexibility,
accessibility.
To
achieve
full
potential
for
however,
researchers
must
also
address
many
research
obstacles,
such
designing
5G-IoT
architecture,
managing
committed
machine
interactions,
addressing
concerns.
A
promising
strategy
overcoming
these
obstacles
involves
ensuring
compatibility
operating
systems
all
devices,
which
will
lead
to
development
modern
open-source
standardization
smooth
communication
across
diverse
devices.
innovation
improve
by
equipping
their
hardware
intelligence
recognize,
verify,
authorize
processes
predetermined
characteristics.
provide
authorized
users
autonomy
persistent
connectivity,
enhancing
overall
user
experience.
However,
requires
thorough
examination
implications
difficulties.
safer
more
efficient
ecosystem
may
be
established
encouraging
industry-wide
collaboration.
International Journal of Computational and Experimental Science and Engineering,
Journal Year:
2025,
Volume and Issue:
11(1)
Published: Feb. 6, 2025
The
fast
growth
of
IO
networks
has
resulted
in
a
security
crisis
besides
the
development
decentralized-based
innovations,
and
such
decentralized
bases
or
technologies
also
made
challenges
terms
speed,
performance,
scalability.
Traditional
machine
learning-based
intrusion
detection
systems
(IDS)
are
unable
to
manage
intricate
non-linear
correlations
seen
massive
amounts
IoT
data.
They
produce
relatively
low
rates,
especially
multi-class
classification,
where
many
attack
types
must
be
addressed.
Overcoming
these
hurdles
calls
for
frameworks:
innovative
enough
accommodate
challenge
whilst
using
wealth
data
produced
by
devices.
Abstract
In
this
paper,
we
introduce
unique
MLP-based
deep
learning
architecture
settings.
This
framework
includes
preprocessing
pipeline
that
optimally
normalizes
applies
one-hot-encoding
prepare
it
classification.
We
tested
algorithms
on
UNSW-NB15
dataset,
commonly
used
IDS.
Mere
quantitative
results
show
MLP
surpasses
classical
models
like
Logistic
Regression,
SVM,
Random
Forests,
giving
precision
97.53%,
recall
97.23%,
accuracy
97.73%
classification
task.
is
undoubtedly
scalable
provides
sufficient
mechanism
whole
ecosystem;
hence,
can
various
actual
use
cases.
performance
shows
could
solve
new
threats
developing
environments.
IEEE Open Journal of the Communications Society,
Journal Year:
2023,
Volume and Issue:
4, P. 1787 - 1812
Published: Jan. 1, 2023
The
upcoming
sixth
generation
(6G)
mobile
communication
system
is
expected
to
operate
across
a
wide
range
of
spectrum
that
includes
not
only
the
bands
used
by
previous
generations
but
also
higher
frequency
such
as
millimeter
wave
(mmWave),
which
are
currently
assigned
fifth
(5G)
networks,
terahertz
(THz),
and
optical
spectrum.
By
utilizing
broader
frequencies,
it
will
be
possible
support
6G
applications
with
faster
data
rates,
capacity,
lower
latency.
However,
pose
unique
challenges
path
loss,
absorption
engineering
difficulties
for
antennas
radio
(RF)
circuitry
design,
require
advanced
technologies
innovative
solutions.
Given
scarce
resource,
efficient
management
crucial
ensure
most
effective
exploitation
bands.
has
evolved
over
years,
different
approaches
being
assign
utilize
In
this
paper,
we
provide
review
approaches,
including
their
use
in
awarding
5G
spectrum,
explore
6G.
We
then
offer
brief
overview
sharing
its
role
enabling
resources.
regulations,
standardization,
features,
limitations,
potential
cases
as,
mmWave,
THz,
visible
light
(VL)
analyzed
comprehensive
understanding
options
available
technology.
Sustainability,
Journal Year:
2023,
Volume and Issue:
15(23), P. 16387 - 16387
Published: Nov. 28, 2023
This
article
provides
a
comprehensive
examination
of
sustainable
6G
wireless
communication
systems,
addressing
the
urgent
need
for
environmentally
friendly
and
energy-efficient
networks.
The
background
establishes
broader
context
significance
study,
emphasizing
escalating
concerns
surrounding
environmental
impact
energy
consumption
systems.
purpose
this
study
is
to
explore
propose
solutions
methods
employed
in
research
encompass
an
analysis
various
strategies
technologies,
including
energy-aware
network
design,
dynamic
power
management,
harvesting,
green
infrastructure
deployment.
main
findings
highlight
effectiveness
these
approaches
enhancing
efficiency,
reducing
carbon
footprint,
optimizing
resource
management
conclusions
drawn
from
emphasize
importance
systems
achieving
more
eco-friendly
future.
It
crucial
adopt
practices
minimize
address
increasing
demands
valuable
insights
researchers,
industry
practitioners,
policymakers,
aiding
development
implementation
Future Internet,
Journal Year:
2023,
Volume and Issue:
15(11), P. 348 - 348
Published: Oct. 25, 2023
The
emergence
of
the
sixth
generation
cellular
systems
(6G)
signals
a
transformative
era
and
ecosystem
for
mobile
communications,
driven
by
demands
from
technologies
like
internet
everything
(IoE),
V2X
factory
automation.
To
support
this
connectivity,
mission-critical
applications
are
emerging
with
challenging
network
requirements.
primary
goals
6G
include
providing
sophisticated
high-quality
services,
extremely
reliable
further-enhanced
broadband
(feMBB),
low-latency
communication
(ERLLC),
long-distance
high-mobility
communications
(LDHMC),
ultra-massive
machine-type
(umMTC),
low-power
(ELPC),
holographic
quality
experience
(QoE),
grounded
in
incorporating
massive
broad-bandwidth
(mBBMT),
(MBBLL),
(mLLMT)
communications.
In
attaining
its
objectives,
faces
challenges
that
demand
inventive
solutions,
AI,
softwarization,
cloudification,
virtualization,
slicing
features.
Technologies
function
virtualization
(NFV),
slicing,
software-defined
networking
(SDN)
play
pivotal
roles
integration,
which
facilitates
efficient
resource
utilization,
responsive
service
provisioning,
expanded
coverage,
enhanced
reliability,
increased
capacity,
densification,
heightened
availability,
safety,
security,
reduced
energy
consumption.
It
presents
innovative
infrastructure
concepts,
such
as
resource-as-a-service
(RaaS)
infrastructure-as-a-service
(IaaS),
featuring
management
orchestration
mechanisms.
This
includes
nomadic
networks,
AI-aware
strategies,
dynamic
diverse
resources.
paper
provides
an
in-depth
survey
wireless
evolution
leading
to
addressing
future
issues
associated
technology
environments
considering
presenting
+challenges
architecture,
spectrum,
air
interface,
density,
flexibility,
mobility,
security.