Mind the gap - The need to integrate novel plankton methods alongside ongoing long-term monitoring
Ocean & Coastal Management,
Journal Year:
2025,
Volume and Issue:
unknown, P. 107542 - 107542
Published: Jan. 1, 2025
Language: Английский
RAPID: real-time automated plankton identification dashboard using Edge AI at sea
Sophie G. Pitois,
No information about this author
Robert Blackwell,
No information about this author
Hayden Close
No information about this author
et al.
Frontiers in Marine Science,
Journal Year:
2025,
Volume and Issue:
11
Published: Jan. 10, 2025
We
describe
RAPID:
a
Real-time
Automated
Plankton
Identification
Dashboard,
deployed
on
the
Imager,
high-speed
line-scan
camera
that
is
connected
to
ship
water
supply
and
captures
images
of
particles
in
flow-through
system.
This
end-to-end
pipeline
for
zooplankton
data
uses
Edge
AI
equipped
with
classification
(ResNet)
model
separates
into
three
broad
classes:
Copepods,
Non-Copepods
Detritus.
The
results
are
transmitted
visualised
terrestrial
system
near
real
time.
Over
7-days
survey,
Imager
successfully
imaged
saved
128
million
mesozooplankton
size
range,
17
which
were
processed
real-time
via
AI.
Data
loss
occurred
along
pipeline,
mostly
due
processing
limitation
Nevertheless,
we
found
similar
variability
counts
classes
output
dashboard
(after
loss)
post-survey
entire
dataset.
concept
offers
rapid
cost-effective
method
monitoring
trends
events
at
fine
temporal
spatial
scales,
thus
making
most
continuous
collection
time
allowing
adaptive
sampling
be
deployed.
Given
pace
improvement
tools,
it
anticipated
will
soon
possible
deploy
expanded
classifiers
more
performant
computer
processors.
use
imaging
tools
still
its
infancy,
industrial
scientific
applications
presented
therein
being
open-ended.
Early
suggest
technological
advances
this
field
have
potential
revolutionise
how
monitor
our
seas.
Language: Английский
A bibliometric analysis of the marine fishing landscape in Africa and its implications for sustainable coastal communities’ resilience and governance to the increasing human-environmental risks
Anthropocene Coasts,
Journal Year:
2025,
Volume and Issue:
8(1)
Published: Jan. 26, 2025
Language: Английский
Publishing datasets, using artificial intelligence to help with metadata, can enhance ocean sustainability research and management
Frontiers in Ocean Sustainability,
Journal Year:
2025,
Volume and Issue:
3
Published: March 3, 2025
Language: Английский
A probabilistic sampling strategy for estimating plant density in Posidonia oceanica meadows
Environmental Monitoring and Assessment,
Journal Year:
2025,
Volume and Issue:
197(5)
Published: April 11, 2025
Abstract
Marine
and
coastal
ecosystems,
such
as
seagrasses,
mangroves,
coral
reefs,
provide
a
range
of
essential
provisioning,
regulating
cultural
ecosystem
services.
Recent
United
Nations
guidelines
on
accounting
(SEEA
EA)
emphasise
the
need
for
biophysical
data
foundation
compiling
accounts
conducting
economic
evaluations
developing
indicators
informing
policies
interventions.
However,
availability
marine
ecosystems
is
limited
with
respect
to
terrestrial
ones.
Moreover,
collection
extent
condition
required
(EA)
often
not
aligned
existing
habitat
monitoring
strategies.
This
study
aims
address
scarcity
spatial
facilitate
integration
current
strategies
scope
EA.
We
propose
application
design-based
inference
estimation,
mapping,
key
ecological
attributes
ecosystems.
focus
Posidonia
oceanica
,
an
endemic
seagrass
Mediterranean
Sea,
but
proposed
strategy
adaptable
other
The
benefits
appropriate
probabilistic
sampling
schemes
assessing
P.
are
explored
via
simulation
testing.
performance
different
sample
in
artificial
populations
reveals
that
reliable
estimates
density
(as
well
their
precision)
can
be
obtained
even
low
sizes.
empirical
viability
our
methodology
exemplified
using
collected
meadow
located
Italian
Protected
Area
(Puglia
region,
Southern
Italy).
Language: Английский
Using fishery-related data, scientific expertise, and machine learning to improve marine habitat mapping in northeastern Mediterranean waters
Ecological Informatics,
Journal Year:
2025,
Volume and Issue:
unknown, P. 103154 - 103154
Published: April 1, 2025
Language: Английский
Recent Findings on the Pollution Levels in the Romanian Black Sea Ecosystem: Implications for Achieving Good Environmental Status (GES) Under the Marine Strategy Framework Directive (Directive 2008/56/EC)
Sustainability,
Journal Year:
2024,
Volume and Issue:
16(22), P. 9785 - 9785
Published: Nov. 9, 2024
This
study
provides
a
comprehensive
evaluation
of
contamination
levels
in
the
Romanian
Black
Sea
within
framework
Marine
Strategy
Framework
Directive
(MSFD).
Over
course
five
oceanographic
expeditions
between
2020
and
2022,
data
were
gathered
from
70
stations
transitional,
coastal,
shelf,
offshore
waters
Sea.
Analyses
conducted
on
water,
sediment,
biota
samples
for
key
contaminants:
heavy
metals
(HMs),
polycyclic
aromatic
hydrocarbons
(PAHs),
persistent
organic
pollutants
(POPs)
such
as
organochlorinated
pesticides
(OCPs)
polychlorinated
biphenyls
(PCBs).
The
assessment
identified
hotspots
near
riverine
inputs,
urban
runoff,
harbor
activities,
industrial
discharges.
Offshore
also
showed
measurable
pollutant
levels,
likely
diffuse
sources
atmospheric
deposition.
findings
reveal
widespread
HMs,
PAHs,
POPs
across
Sea,
with
concentrations
certain
areas
exceeding
acceptable
environmental
thresholds,
highlighting
ongoing
challenges
regional
pollution
management.
PAHs
prevalent
both
nearshore
regions,
while
OCPs
PCBs
detected
various
matrices,
significant
observed
water
samples.
emphasizes
importance
integrated
assessments
MSFD
framework,
suggesting
that
future
evaluations
should
complement
“one
out-all
out”
(OOAO)
approach
multi-metric
tools,
to
enhance
robustness
status
reporting.
Despite
improvements
some
areas,
remains
critical
challenge,
requiring
strengthened
regulations,
improved
waste
management,
increased
cooperation
mitigate
risks
marine
ecosystems.
provide
valuable
upcoming
national
cycle
(2018–2023)
highlight
need
sustained
monitoring
coordinated
efforts
ensure
long-term
sustainability.
Language: Английский
Carbon stocks in Norwegian eelgrass meadows across environmental gradients
Scientific Reports,
Journal Year:
2024,
Volume and Issue:
14(1)
Published: Oct. 24, 2024
Seagrass
meadows
are
well-known
for
their
capacity
to
capture
and
store
blue
carbon
in
sediments.
However
stocks
vary
significantly
between
meadows,
spanning
more
than
three
orders
of
magnitude
on
both
local
global
scales.
Understanding
the
drivers
seagrass
could
help
improve
strategies
incorporating
into
management
plans.
Here,
we
measured
sediment
eelgrass
(Zostera
marina)
unvegetated
areas
along
Norwegian
coast,
wide
gradients
temperature,
wave
exposure,
water
depth,
salinity,
biomass.
Carbon
were
generally
higher
adjacent
areas,
yet
they
displayed
considerable
variation
(400
-
30
000
g
C
m
Language: Английский
Systems Thinking of Marine Policies in Promoting Environmental Law, Sustainability, and Digital Technologies: Social Challenges in Belt and Road Initiative Countries
Systems,
Journal Year:
2024,
Volume and Issue:
12(10), P. 400 - 400
Published: Sept. 27, 2024
The
success
of
marine
environmental
regulations
in
terms
social
challenges
Belt
and
Road
Initiative
(BRI)
countries
is
the
main
subject
this
study,
which
compares
contrasts
them
with
an
eye
toward
sustainability,
integration
digital
technologies,
law,
reducing
ecological
degradation.
Environmental
solid
governance
essential
as
BRI
increase
their
activity,
important
part
world
economy
by
systems
thinking;
industry
includes
a
broad
range
operations
about
ocean
its
resources
through
to
promote
legislation
emissions
participating
BRI.
This
study
evaluated
effects
institutional
quality
technical
advancements
policies
between
2013
2024.
project
aims
examine
how
various
policy
contexts
relate
conservation,
well
they
comply
international
regulations,
technology
can
improve
monitoring
implementation
thinking.
determine
common
obstacles
best
methods
for
enforcing
examining
research
from
different
countries.
results
deepen
our
understanding
these
be
utilized
meet
sustainable
development
objectives
while
preventing
degradation
ecosystems
due
economic
growth
business.
Language: Английский
Environmental Monitoring of Water and Lakes On-Site in Real-Time Using eDNA
IntechOpen eBooks,
Journal Year:
2024,
Volume and Issue:
unknown
Published: Nov. 27, 2024
Molecular
environmental
monitoring
is
essential
for
maintaining
the
health
and
sustainability
of
ecosystems,
especially
aquatic
environments
such
as
rivers,
lakes,
oceans.
Regular
assessment
molecular
activities
in
these
ecosystems
to
identify
changes
biodiversity
caused
by
climate
change,
human
activities,
invasion
alien
species.
These
factors
can
have
profound
effects
on
both
environment
well-being.
Traditional
methods
often
involve
manual
sampling
laboratory
analysis,
which
be
time-consuming,
costly,
limited
scope.
Recent
advances
technology
led
development
more
efficient,
automatic,
real-time
biomonitoring
systems
based
activity,
DNA
(eDNA)
or
RNA
(eRNA)
analysis.
This
chapter
focuses
status
new
methods,
techniques,
microfluidic
platforms,
Lab-on-a-Chip
(LOC)
technologies
provides
a
roadmap
future
efforts
automatic
systems.
Language: Английский