AI-Driven UAV Surveillance for Agricultural Fire Safety
Fire,
Journal Year:
2025,
Volume and Issue:
8(4), P. 142 - 142
Published: April 2, 2025
The
increasing
frequency
and
severity
of
agricultural
fires
pose
significant
threats
to
food
security,
economic
stability,
environmental
sustainability.
Traditional
fire-detection
methods,
relying
on
satellite
imagery
ground-based
sensors,
often
suffer
from
delayed
response
times
high
false-positive
rates,
limiting
their
effectiveness
in
mitigating
fire-related
damages.
In
this
study,
we
propose
an
advanced
deep
learning-based
framework
that
integrates
the
Single-Shot
MultiBox
Detector
(SSD)
with
computationally
efficient
MobileNetV2
architecture.
This
integration
enhances
real-time
fire-
smoke-detection
capabilities
while
maintaining
a
lightweight
deployable
model
suitable
for
Unmanned
Aerial
Vehicle
(UAV)-based
monitoring.
proposed
was
trained
evaluated
custom
dataset
comprising
diverse
fire
scenarios,
including
various
conditions
intensities.
Comprehensive
experiments
comparative
analyses
against
state-of-the-art
object-detection
models,
such
as
You
Only
Look
Once
(YOLO),
Faster
Region-based
Convolutional
Neural
Network
(Faster
R-CNN),
SSD-based
variants,
demonstrated
superior
performance
our
model.
results
indicate
approach
achieves
mean
Average
Precision
(mAP)
97.7%,
significantly
surpassing
conventional
models
detection
speed
45
frames
per
second
(fps)
requiring
only
5.0
GFLOPs
computational
power.
These
characteristics
make
it
particularly
deployment
edge-computing
environments,
UAVs
remote
monitoring
systems.
Language: Английский
Spatial–temporal patterns in anthropogenic and biomass burning emission contributions to air pollution and mortality burden changes in India from 1995 to 2014
Atmospheric chemistry and physics,
Journal Year:
2025,
Volume and Issue:
25(9), P. 4767 - 4783
Published: May 8, 2025
Abstract.
Anthropogenic
(ANTHRO)
and
biomass
burning
(BB)
emissions
are
major
contributors
to
ambient
air
pollution,
with
the
latter
playing
a
particularly
dominant
role
in
nonurban
regions.
India
has
experienced
dramatic
deterioration
quality
over
past
few
decades,
but
no
systematic
assessment
been
conducted
investigate
individual
contributions
of
ANTHRO
BB
emission
changes
long
term
India,
areas.
In
this
study,
we
conduct
comprehensive
analysis
long-term
trends
particulate
matter
aerodynamic
diameters
<
2.5
µm
(PM2.5)
ozone
(O3)
their
mortality
burden
from
1995
2014,
using
state-of-the-art
high-resolution
global
chemical
transport
model
(CAM-chem).
Our
simulations
reveal
substantial
nationwide
increase
annual
mean
PM2.5
(6.71
µg
m−3
per
decade)
O3
(7.08
ppbv
decade),
Indo-Gangetic
Plain
(IGP)
eastern
central
serving
as
hotspots
for
trend
changes,
respectively.
It
is
noteworthy
that
decreases
were
observed
northern
IGP,
potentially
linked
nitric
oxide
(NO)
titration
due
surge
nitrogen
oxides
(NOx)
emissions.
Sensitivity
analyses
highlight
primary
rising
O3,
while
play
prominent
winter
spring.
years
high
activity,
both
comparable
or
even
exceeded
specific
We
further
estimate
elevated
pollutant
levels
associated
increased
premature
attributable
leading
97
830
73
911
deaths
decade.
Although
there
decrease
capita
IGP
region,
population
offset
its
effectiveness.
Language: Английский
Methods, Progress and Challenges in Global Monitoring of Carbon Emissions from Biomass Combustion
Atmosphere,
Journal Year:
2024,
Volume and Issue:
15(10), P. 1247 - 1247
Published: Oct. 18, 2024
Global
biomass
burning
represents
a
significant
source
of
carbon
emissions,
exerting
substantial
influence
on
the
global
cycle
and
climate
change.
As
emissions
become
increasingly
concerning,
accurately
quantifying
from
has
emerged
as
pivotal
challenging
area
scientific
research.
This
paper
presents
comprehensive
review
primary
monitoring
techniques
for
burning,
encompassing
both
bottom-up
top-down
approaches.
It
examines
current
status
limitations
these
in
practice.
The
method
primarily
employs
terrestrial
ecosystem
models,
emission
inventory
methods,
fire
radiation
power
(FRP)
techniques,
which
rely
integration
activity
data
factors
to
estimate
emissions.
atmospheric
observation
chemical
transport
models
invert
fluxes.
Both
methods
continue
face
challenges,
such
limited
satellite
resolution
affecting
accuracy,
uncertainties
regions
lacking
ground
validation,
difficulties
model
optimization
due
complexity
processes.
In
light
considerations,
this
explores
prospective
evolution
technology
with
particular
emphasis
significance
high-precision
estimation
methodologies,
technological
advancements
remote
sensing,
inventories.
study
aims
provide
forward-looking
perspective
offering
valuable
reference
point
related
research
policy
formulation.
Language: Английский
Soil Emissions of Reactive Oxidized Nitrogen Reduce the Effectiveness of Anthropogenic Source Control in China
Yurun Wang,
No information about this author
Yanan Wang,
No information about this author
Qinyi Li
No information about this author
et al.
Environmental Science & Technology,
Journal Year:
2024,
Volume and Issue:
58(47), P. 21015 - 21024
Published: Nov. 15, 2024
Nitrogen
dioxide
(NO
Language: Английский
Spatial-temporal patterns of anthropogenic and biomass burning contributions on air pollution and mortality burden changes in India from 1995 to 2014
Published: May 6, 2024
Abstract.
Anthropogenic
and
biomass
burning
emissions
are
the
major
sources
of
ambient
air
pollution.
India
has
experienced
a
dramatic
deterioration
in
quality
over
past
few
decades,
but
no
systematic
assessment
been
made
to
investigate
individual
contributions
anthropogenic
emissions.
In
this
study,
we
conducted
pioneering
comprehensive
analysis
long-term
trends
particulate
matter
with
aerodynamic
diameters
<
2.5
μm
(PM2.5)
ozone
(O3)
their
mortality
burden
changes
from
1995
2014,
using
state-of-the-art
high-resolution
global
chemical
transport
model
(CAM-chem).
Our
simulations
revealed
substantial
nationwide
increase
annual
mean
PM2.5
(6.71
μg
m-3
decade-1)
O3
(7.08
ppbv
decade-1),
Indo-Gangetic
Plain
(IGP)
eastern
central
as
hotspots
for
trend
individually.
Noteworthy
decreases
were
observed
northern
IGP
which
potentially
linked
NO
titration
due
surge
NOx
Sensitivity
analyses
highlighted
primary
contributors
rising
O3,
while
played
prominent
role
winter
spring.
years
high
activity,
BB
on
both
comparable
or
even
exceeding
specific
areas.
The
elevated
pollutants
associated
increased
premature
attributable
leading
97.83
K
73.91
per
decade.
Despite
capita
decrease
region,
population
offset
its
effectiveness.
Language: Английский
Exploring the sources of light-absorbing carbonaceous aerosols by integrating observational and modeling results: insights from Northeast China
Yuan Cheng,
No information about this author
Xu-bing Cao,
No information about this author
Sheng-qiang Zhu
No information about this author
et al.
Published: May 21, 2024
Abstract.
Light-absorbing
carbonaceous
aerosols
are
important
contributors
to
both
air
pollution
and
radiative
forcing.
However,
their
abundances
sources
still
subject
non-negligible
uncertainties,
which
highly
responsible
for
the
frequently-identified
discrepancies
between
observed
modeled
results.
In
this
study,
we
focused
on
elemental
carbon
(EC)
light-absorbing
organic
(i.e.,
BrC)
in
Northeast
China,
a
new
targeted
region
of
latest
clean
actions
China.
Three
campaigns
were
conducted
during
2018‒2021
Harbin,
covering
distinct
meteorological
conditions
emission
features.
Various
analytical
methods
first
evaluated,
mass
concentrations
BrC
EC
validated.
The
validated
measurement
results
then
used
source
apportionment,
together
with
other
species
including
tracers
(e.g.,
levoglucosan).
observation-based
suggested
that
despite
frigid
winter
formation
secondary
aerosol
(SOA)
was
enhanced
at
high
levels
relative
humidity
(RH).
This
enhancement
could
also
be
captured
by
an
quality
model
incorporating
heterogeneous
chemistry.
failed
reproduce
SOA,
significant
underestimations
regardless
RH
levels.
addition,
agricultural
fires
effectively
increased
primary
(POC)
POC
ratios.
Such
roles
not
model,
pointing
substantial
underestimation
open
burning
emissions
inventory.
problem
merits
particular
attention
given
its
massive
sector.
Language: Английский
Comment on egusphere-2024-974
Published: May 30, 2024
Anthropogenic
and
biomass
burning
emissions
are
the
major
sources
of
ambient
air
pollution.
India
has
experienced
a
dramatic
deterioration
in
quality
over
past
few
decades,
but
no
systematic
assessment
been
made
to
investigate
individual
contributions
anthropogenic
emissions.
In
this
study,
we
conducted
pioneering
comprehensive
analysis
long-term
trends
particulate
matter
with
aerodynamic
diameters
<
2.5
μm
(PM2.5)
ozone
(O3)
their
mortality
burden
changes
from
1995
2014,
using
state-of-the-art
high-resolution
global
chemical
transport
model
(CAM-chem).
Our
simulations
revealed
substantial
nationwide
increase
annual
mean
PM2.5
(6.71
μg
m-3
decade-1)
O3
(7.08
ppbv
decade-1),
Indo-Gangetic
Plain
(IGP)
eastern
central
as
hotspots
for
trend
individually.
Noteworthy
decreases
were
observed
northern
IGP
which
potentially
linked
NO
titration
due
surge
NOx
Sensitivity
analyses
highlighted
primary
contributors
rising
O3,
while
played
prominent
role
winter
spring.
years
high
activity,
BB
on
both
comparable
or
even
exceeding
specific
areas.
The
elevated
pollutants
associated
increased
premature
attributable
leading
97.83
K
73.91
per
decade.
Despite
capita
decrease
region,
population
offset
its
effectiveness.
Language: Английский
Comment on egusphere-2024-1260
Yuan Cheng,
No information about this author
Xu-bing Cao,
No information about this author
Sheng-qiang Zhu
No information about this author
et al.
Published: June 2, 2024
Light-absorbing
carbonaceous
aerosols
are
important
contributors
to
both
air
pollution
and
radiative
forcing.
However,
their
abundances
sources
still
subject
non-negligible
uncertainties,
which
highly
responsible
for
the
frequently-identified
discrepancies
between
observed
modeled
results.
In
this
study,
we
focused
on
elemental
carbon
(EC)
light-absorbing
organic
(i.e.,
BrC)
in
Northeast
China,
a
new
targeted
region
of
latest
clean
actions
China.
Three
campaigns
were
conducted
during
2018‒2021
Harbin,
covering
distinct
meteorological
conditions
emission
features.
Various
analytical
methods
first
evaluated,
mass
concentrations
BrC
EC
validated.
The
validated
measurement
results
then
used
source
apportionment,
together
with
other
species
including
tracers
(e.g.,
levoglucosan).
observation-based
suggested
that
despite
frigid
winter
formation
secondary
aerosol
(SOA)
was
enhanced
at
high
levels
relative
humidity
(RH).
This
enhancement
could
also
be
captured
by
an
quality
model
incorporating
heterogeneous
chemistry.
failed
reproduce
SOA,
significant
underestimations
regardless
RH
levels.
addition,
agricultural
fires
effectively
increased
primary
(POC)
POC
ratios.
Such
roles
not
model,
pointing
substantial
underestimation
open
burning
emissions
inventory.
problem
merits
particular
attention
given
its
massive
sector.
Language: Английский
Comment on egusphere-2024-1260
Yuan Cheng,
No information about this author
Xu-bing Cao,
No information about this author
Sheng-qiang Zhu
No information about this author
et al.
Published: June 4, 2024
Light-absorbing
carbonaceous
aerosols
are
important
contributors
to
both
air
pollution
and
radiative
forcing.
However,
their
abundances
sources
still
subject
non-negligible
uncertainties,
which
highly
responsible
for
the
frequently-identified
discrepancies
between
observed
modeled
results.
In
this
study,
we
focused
on
elemental
carbon
(EC)
light-absorbing
organic
(i.e.,
BrC)
in
Northeast
China,
a
new
targeted
region
of
latest
clean
actions
China.
Three
campaigns
were
conducted
during
2018‒2021
Harbin,
covering
distinct
meteorological
conditions
emission
features.
Various
analytical
methods
first
evaluated,
mass
concentrations
BrC
EC
validated.
The
validated
measurement
results
then
used
source
apportionment,
together
with
other
species
including
tracers
(e.g.,
levoglucosan).
observation-based
suggested
that
despite
frigid
winter
formation
secondary
aerosol
(SOA)
was
enhanced
at
high
levels
relative
humidity
(RH).
This
enhancement
could
also
be
captured
by
an
quality
model
incorporating
heterogeneous
chemistry.
failed
reproduce
SOA,
significant
underestimations
regardless
RH
levels.
addition,
agricultural
fires
effectively
increased
primary
(POC)
POC
ratios.
Such
roles
not
model,
pointing
substantial
underestimation
open
burning
emissions
inventory.
problem
merits
particular
attention
given
its
massive
sector.
Language: Английский
Exploring the sources of light-absorbing carbonaceous aerosols by integrating observational and modeling results: insights from Northeast China
Yuan Cheng,
No information about this author
Xu-bing Cao,
No information about this author
Sheng-qiang Zhu
No information about this author
et al.
Atmospheric chemistry and physics,
Journal Year:
2024,
Volume and Issue:
24(17), P. 9869 - 9883
Published: Sept. 6, 2024
Abstract.
Light-absorbing
carbonaceous
aerosols
are
important
contributors
to
both
air
pollution
and
radiative
forcing.
However,
their
abundances
sources
remain
poorly
constrained,
as
can
be
seen
from
the
frequently
identified
discrepancies
between
observed
modeled
results.
In
this
study,
we
focused
on
elemental
carbon
(EC;
a
measure
of
black
carbon)
light-absorbing
organic
(i.e.,
BrC)
in
Northeast
China,
new
targeted
region
latest
clean-air
actions
China.
Three
campaigns
were
conducted
during
2018–2021
Harbin,
covering
distinct
meteorological
conditions
emission
features.
Various
analytical
methods
first
evaluated,
mass
concentrations
BrC
EC
validated.
The
validated
measurement
results
then
used
for
source
apportionment,
together
with
other
species
including
tracers
(e.g.,
levoglucosan).
observation-based
suggested
that
despite
frigid
winter
formation
secondary
(SOC)
was
enhanced
at
high
levels
relative
humidity
(RH).
This
enhancement
could
also
captured
by
an
quality
model
incorporating
heterogeneous
chemistry.
failed
reproduce
SOC,
significant
underestimations
regardless
RH
levels.
addition,
agricultural
fires
effectively
increased
primary
(POC)
POC
ratios.
Such
roles
not
model,
pointing
substantial
underestimation
open
burning
emissions
inventory.
problem
merits
particular
attention
given
its
massive
sector.
Language: Английский