LatIA,
Journal Year:
2025,
Volume and Issue:
3, P. 80 - 80
Published: Feb. 19, 2025
The
increasing
complexity
of
global
air
traffic
management
requires
innovative
surveillance
solutions
beyond
traditional
radar.
This
chapter
explores
the
integration
artificial
intelligence
(AI)
and
machine
learning
(ML)
in
satellite
imagery
processing
for
enhanced
surveillance.
proposed
AI
framework
utilizes
remote
sensing,
computer
vision
algorithms,
geo-stamped
aircraft
data
to
improve
real-time
detection
classification.
It
addresses
limitations
conventional
systems,
particularly
areas
lacking
radar
coverage.
study
outlines
a
three-phase
approach:
extracting
coverage
from
imagery,
labeling
with
locations,
applying
deep
models
YOLO
Faster
R-CNN
distinguish
other
objects
high
accuracy.
Experimental
trials
demonstrate
AI-enhanced
monitoring's
feasibility,
achieving
improved
high-traffic
zones.
system
enhances
situational
awareness,
optimizes
flight
planning,
reduces
airspace
congestion,
strengthens
security.
also
aids
disaster
response
by
enabling
rapid
search-and-rescue
missions.
Challenges
like
adverse
weather
nighttime
monitoring
remain,
requiring
infrared
sensors
radar-based
techniques.
By
combining
big
analytics,
cloud
computing,
monitoring,
offers
scalable,
cost-effective
solution
future
management.
Future
research
will
refine
expand
predictive
analytics
autonomous
surveillance,
revolutionizing
aviation
safety
operational
intelligence.
Geoscientific model development,
Journal Year:
2015,
Volume and Issue:
8(8), P. 2465 - 2513
Published: Aug. 13, 2015
Abstract.
PISCES-v2
(Pelagic
Interactions
Scheme
for
Carbon
and
Ecosystem
Studies
volume
2)
is
a
biogeochemical
model
which
simulates
the
lower
trophic
levels
of
marine
ecosystems
(phytoplankton,
microzooplankton
mesozooplankton)
cycles
carbon
main
nutrients
(P,
N,
Fe,
Si).
The
intended
to
be
used
both
regional
global
configurations
at
high
or
low
spatial
resolutions
as
well
short-term
(seasonal,
interannual)
long-term
(climate
change,
paleoceanography)
analyses.
There
are
24
prognostic
variables
(tracers)
including
two
phytoplankton
compartments
(diatoms
nanophytoplankton),
zooplankton
size
classes
(microzooplankton
description
carbonate
chemistry.
Formulations
in
based
on
mixed
Monod–quota
formalism.
On
one
hand,
stoichiometry
C
/
N
P
fixed
growth
rate
limited
by
external
availability
Si.
other
iron
silicon
quotas
variable
internal
Fe.
Various
parameterizations
can
activated
PISCES-v2,
setting,
instance,
complexity
chemistry
particulate
organic
materials.
So
far,
has
been
coupled
Nucleus
European
Modelling
Ocean
(NEMO)
Regional
Modeling
System
(ROMS)
systems.
A
full
its
optional
functionalities
provided
here.
results
quasi-steady-state
simulation
presented
evaluated
against
diverse
observational
satellite-derived
data.
Finally,
some
new
tested
series
sensitivity
experiments.
Geoscientific model development,
Journal Year:
2016,
Volume and Issue:
9(4), P. 1293 - 1339
Published: April 5, 2016
Abstract.
The
European
Regional
Seas
Ecosystem
Model
(ERSEM)
is
one
of
the
most
established
ecosystem
models
for
lower
trophic
levels
marine
food
web
in
scientific
literature.
Since
its
original
development
early
nineties
it
has
evolved
significantly
from
a
coastal
model
North
Sea
to
generic
tool
simulations
shelf
seas
global
ocean.
current
release
contains
all
essential
elements
pelagic
and
benthic
parts
ecosystem,
including
microbial
web,
carbonate
system,
calcification.
Its
distribution
accompanied
by
testing
framework
enabling
analysis
individual
model.
Here
we
provide
detailed
mathematical
description
ERSEM
components
along
with
case
studies
mesocosm-type
simulations,
water
column
implementations,
brief
example
full-scale
application
north-western
shelf.
Validation
against
situ
data
demonstrates
capability
represent
contrasting
environments.
Journal of Geophysical Research Atmospheres,
Journal Year:
2011,
Volume and Issue:
116(C8)
Published: Aug. 5, 2011
[1] Tide
effects
on
the
structure
of
near-field
Changjiang
River
plume
and
extension
far-field
have
often
been
neglected
in
analysis
numerical
simulations,
which
is
focus
this
study.
Numerical
experiments
highlighted
crucial
role
tidal
forcing
modulating
plume.
Without
forcing,
results
an
unrealistic
upstream
along
Jiangsu
coast.
With
vertical
mixing
increases,
resulting
a
strong
horizontal
salinity
gradient
at
northern
side
mouth
coast,
acts
as
dynamic
barrier
restricts
northward
migration
Furthermore,
produces
bidirectional
near
field,
separation
located
head
submarine
canyon.
A
significant
bulge
occurs
around
canyon
rotates
anticyclonically,
carries
large
portion
diluted
water
toward
northeast
merges
into
moves
southeast,
mainly
caused
by
rectification.
This
more
evident
under
certain
wind
conditions.
During
neap
tide
with
reduced
energy,
extends
farther
offshore,
becomes
less
evident.
These
behaviors
are
maintained
fundamentally
important
region
river
even
summer
monsoon
shelf
currents,
although
far
field
currents
eventually
dominate
extension.
Journal of Geophysical Research Atmospheres,
Journal Year:
2010,
Volume and Issue:
115(C6)
Published: June 1, 2010
The
tidally
varying
circulation,
stratification,
and
salt
flux
mechanisms
are
investigated
in
a
shallow
wedge
estuary
where
fluvial
tidal
velocities
large
the
steady
baroclinic
circulation
is
comparatively
weak.
study
integrates
field
observations
numerical
simulations
of
Merrimack
River
estuary.
At
moderate
to
high
discharge
short
highly
stratified,
while
at
lower
discharges
it
shifts
longer,
more
weakly
stratified
estuary;
transition
occurs
when
length
salinity
intrusion
similar
excursion.
variable
time
scales
owing
advection
mixing
bottom
front.
Salt
predominantly
due
processes
rather
than
or
bathymetric
shear.
Tidal
pumping
important
near
mouth,
but
inside
asymmetries
elevation
thickness
halocline
that
depend
on
amplitude
river
discharge.
Conditions
Merrimack,
including
vary
with
event
seasonal
spring‐neap
changes
amplitude.
An
unstructured
grid
hydrodynamic
model
used
simulate
conditions
results
compared
quantitatively
against
observations.
achieves
skill
series
water
level,
salinity,
velocity
captures
spatial
structures
velocity,
observed
along‐
across‐estuary
transects.
High
skills
accurate
well‐resolved
bathymetry
low
background
vertical
horizontal
diffusivities.
Journal of Applied Ecology,
Journal Year:
2014,
Volume and Issue:
51(3), P. 612 - 622
Published: March 25, 2014
Summary
Marine
environmental
management
policies
seek
to
ensure
that
fishing
impacts
on
fished
populations
and
other
components
of
the
ecosystem
are
sustainable,
simultaneously
meet
objectives
for
fisheries
conservation.
For
example,
in
Europe,
targets
(i)
biodiversity,
(ii)
food
web
structure
as
indicated
by
proportion
large
fish
(iii)
mortality
rates
exploited
species
lead
maximum
sustainable
yield,
F
MSY,
being
proposed
support
implementation
Strategy
Framework
Directive.
Efforts
reconcile
any
trade‐offs
among
need
be
informed
knowledge
consequences
alternate
actions.
We
develop,
calibrate
apply
a
multispecies
size
spectrum
model
North
Sea
community
assess
response
fishing.
The
predicts
species'
distributions,
abundance,
productivity
interactions
therefore
provides
single
framework
evaluating
between
population
status,
structure,
biodiversity
yield.
show
can
replicate
realistic
past
responses
whether
meeting
(fishing
at
MSY
)
will
sufficient
indicators
under
two
scenarios
(status
quo
).
recovery
is
60%
greater
when
than
if
status
(2010)
maintained.
probability
achieving
target
was
both
spite
major
restructuring
revealed
structure.
Synthesis
applications
.
Our
applied
evaluate
indicator
conservation
objectives.
There
significant
reductions
below
would
needed
Europe
managers
make
binding
commitment
target,
with
concomitant