Abstract
Artificial
intelligence
is
emerging
as
a
transformative
force
in
addressing
the
multifaceted
challenges
of
food
safety,
quality,
and
security.
This
review
synthesizes
advancements
AI-driven
technologies,
such
machine
learning,
deep
natural
language
processing,
computer
vision,
their
applications
across
supply
chain,
based
on
comprehensive
analysis
literature
published
from
1990
to
2024.
AI
enhances
safety
through
real-time
contamination
detection,
predictive
risk
modeling,
compliance
monitoring,
reducing
public
health
risks.
It
improves
quality
by
automating
defect
optimizing
shelf-life
predictions,
ensuring
consistency
taste,
texture,
appearance.
Furthermore,
addresses
security
enabling
resource-efficient
agriculture,
yield
forecasting,
chain
optimization
ensure
availability
accessibility
nutritious
resources.
also
highlights
integration
with
advanced
processing
techniques
high-pressure
ultraviolet
treatment,
pulsed
electric
fields,
cold
plasma,
irradiation,
which
microbial
extend
shelf
life,
enhance
product
quality.
Additionally,
technologies
Internet
Things,
blockchain,
AI-powered
sensors
enables
proactive
management,
analytics,
automated
control.
By
examining
these
innovations'
potential
transparency,
efficiency,
decision-making
within
systems,
this
identifies
current
research
gaps
proposes
strategies
address
barriers
data
limitations,
model
generalizability,
ethical
concerns.
These
insights
underscore
critical
role
advancing
safer,
higher-quality,
more
secure
guiding
future
fostering
sustainable
systems
that
benefit
consumer
trust.
Molecules,
Год журнала:
2024,
Номер
29(19), С. 4717 - 4717
Опубликована: Окт. 5, 2024
Due
to
the
urgent
need
for
a
transition
sustainable,
zero-waste
green
technology,
extraction
of
bioactives
from
food
and
agricultural
by-products
waste
has
garnered
increasing
interest.
Traditional
techniques
often
involve
using
organic
solvents,
which
are
associated
with
environmental
health
risks.
Natural
deep
eutectic
solvents
(NADESs)
have
emerged
as
promising
alternative,
offering
advantages
such
low
toxicity,
biodegradability,
ability
dissolve
wide
range
biomolecules.
This
review
provides
comprehensive
overview
recent
trends
in
application
NADESs
extracting
bioactive
compounds
sustainable
sources.
The
explains
composition
principles
preparation
highlights
various
applications
different
classes
compounds,
emphasizing
their
potential
revolutionize
processes.
By
summarizing
latest
advancements
trends,
this
aims
support
research
industrial
NADESs,
promoting
more
efficient
methods
sectors.
Nutrients,
Год журнала:
2024,
Номер
16(14), С. 2319 - 2319
Опубликована: Июль 18, 2024
Crocus
sativus
L.,
commonly
known
as
saffron,
is
a
precious
spice
coming
from
Asia,
in
particular
Iran,
the
country
leader
its
production.
The
derived
exclusively
dried
stigmas
and
it
most
expensive
one
world.
areas
of
application
saffron
are
multiple,
fact
ranging
across
food,
drinks,
pharmaceuticals
cosmetics
sectors.
As
case
with
other
phytochemicals,
not
only
final
product
but
also
by-products
considered
valuable
source
bioactive
natural
compounds.
In
fact,
healthy
effects,
especially
antioxidants
anti-inflammatories
(via
reducing
pro-inflammatory
cytokines),
well-recognized
internal
medicine.
particular,
effects
related
to
counteracting
degenerative
maculopathy,
depression
anxiety,
neurodegenerative
diseases,
metabolic
syndrome,
cancer
chronic
kidney
disease,
by
promoting
glucose
metabolism.
this
review,
we
summarize
important
papers
which
has
turned
out
be
ally
prevention
treatment
these
pathologies.
Moreover,
would
like
promote
use
part
bio-circular
economy
system,
aimed
at
wastes,
maximizing
resources
environmental
economic
sustainability.
Macromol—A Journal of Macromolecular Research,
Год журнала:
2024,
Номер
4(3), С. 582 - 597
Опубликована: Авг. 12, 2024
Microalgae
are
a
substantial
group
of
unicellular
prokaryotic
and
eukaryotic
marine
organisms.
Due
to
their
high
protein
content
50–70%,
microalgae
have
the
potential
become
sustainable
alternative
source,
as
well
aiding
in
development
bioactive
peptide-based
nutraceuticals.
A
series
major
steps
involved
production
peptides
from
microalgae,
which
include
disruption
microalgal
cell
wall,
hydrolysis
proteins,
extraction
or
isolation
derived
hydrolysis.
Physical
methods
wall
disruptions
favored
due
ability
obtain
high-quality
fractions
for
peptide
production.
Bioactive
fragments
two
twenty
amino
acid
residues
that
beneficial
impact
on
physiological
functions
conditions
human
health.
Strong
scientific
evidence
exists
vitro
antioxidant,
antihypertensive,
anti-atherosclerotic
properties
peptides.
This
review
is
aimed
at
summarizing
producing
peptides,
role
mechanisms
improving
cardiovascular
The
reveals
validation
benefits
relation
disease,
using
clinical
trials,
required.
Scientific Reports,
Год журнала:
2024,
Номер
14(1)
Опубликована: Окт. 17, 2024
Recent
advancements
in
sustainable
agriculture
have
spurred
interest
hydroponics
as
an
alternative
to
conventional
farming
methods.
However,
the
lack
of
data-driven
approaches
hydroponic
growth
presents
a
significant
challenge.
This
study
addresses
this
gap
by
varying
nitrogen,
magnesium,
and
potassium
concentrations
hydroponically
grown
soybeans
conducting
essential
nutrient
profiling
across
cycle.
Statistical
techniques
like
Linear
Interpolation
are
employed
interpolate
data
feature
selection
pipeline
consisting
chi-squared
testing
methods,
Regression
with
Recursive
Feature
Elimination
(RFE)
ExtraTreesClassifier
been
used
select
important
nutrients
for
predicting
water
uptake
using
non-parametric
regression
For
different
media,
i.e.
Hoagland
+
Nitrogen
Magnesium
Random
Forest
regressor
outperformed
other
methods
uptake,
achieving
Mean
Squared
Error
(MSE)
scores
24.55
(
Forecasting,
Год журнала:
2024,
Номер
6(4), С. 925 - 951
Опубликована: Окт. 19, 2024
Global
food
security
is
under
significant
threat
from
climate
change,
population
growth,
and
resource
scarcity.
This
review
examines
how
advanced
AI-driven
forecasting
models,
including
machine
learning
(ML),
deep
(DL),
time-series
models
like
SARIMA/ARIMA,
are
transforming
regional
agricultural
practices
supply
chains.
Through
the
integration
of
Internet
Things
(IoT),
remote
sensing,
blockchain
technologies,
these
facilitate
real-time
monitoring
crop
allocation,
market
dynamics,
enhancing
decision
making
sustainability.
The
study
adopts
a
mixed-methods
approach,
systematic
literature
analysis
case
studies.
Highlights
include
yield
in
European
hydroponic
systems
optimization
southeast
Asian
aquaponics,
showcasing
localized
efficiency
gains.
Furthermore,
AI
applications
processing,
such
as
plasma,
ozone
Pulsed
Electric
Field
(PEF)
treatments,
shown
to
improve
preservation
reduce
spoilage.
Key
challenges—such
data
quality,
model
scalability,
prediction
accuracy—are
discussed,
particularly
context
data-poor
environments,
limiting
broader
applicability.
paper
concludes
by
outlining
future
directions,
emphasizing
context-specific
implementations,
need
for
public–private
collaboration,
policy
interventions
enhance
scalability
adoption
contexts.
Applied Sciences,
Год журнала:
2024,
Номер
14(23), С. 10785 - 10785
Опубликована: Ноя. 21, 2024
Several
agri-food
byproducts
represent
valuable
sources
of
compounds
to
be
reutilized
for
nutritional,
nutraceutical,
and
cosmetic
purposes.
Examples
especially
comprise
from
the
processing
fruits
such
as
pomace,
because
their
richness
in
nutrients
(e.g.,
fibers)
bioactive
polyphenols)
that
can
destined
animal
human
use.
However,
agreement
with
principles
circular
economy
are
being
promoted
during
most
recent
years,
other
understudied
both
plant
origin
evaluated
assess
possible
reutilization
valorization.
In
this
review,
we
aim
at
summarizing
research
dealing
extraction
using
innovative
sustainable
approaches.
Specifically,
review
is
focused
on
generated
large
amounts
(tons/year)
by
food
industry
Northeast
Italy,
namely,
honey,
red
(grapes
berries),
chicory,
which
interest
content
phenolic
acids,
flavonoids,
anthocyanins,
dietary
fiber.
The
potential
applications
these
extracts
cosmetic,
nutritional
fields
also
discussed,
referring
published
literature,
well
utilization
novel
pharmacological
applications.
The
agri-food
sector
is
expanding,
driven
by
growing
global
demand.
At
the
same
time,
it
faces
challenge
of
increasing
its
efficiency
and
adopting
sustainable
practices.
This
study
aimed
to
map
scientific
production
in
this
field,
identifying
trends,
emerging
themes,
critical
gaps,
future
directions
for
research.
A
bibliometric
analysis
was
conducted
with
5141
papers
published
between
1977
2024,
extracted
from
Scopus
Web
Science
databases.
We
applied
keyword
co-occurrence
analysis,
thematic
evolution,
three-field
graphs
using
metrics
betweenness
centrality,
closeness
PageRank.
results
revealed
a
significant
growth
publications
sector,
especially
after
2012,
emphasizing
high
centrality
relevance
themes
such
as
sustainability,
agri-food,
agriculture.
Topics
bioactive
compounds,
blockchain,
traceability
were
identified
areas
interest,
circular
economy
stood
out
an
topic.
Italy,
Spain,
France
lead
international
collaboration.
most
prominent
journals
Sustainability,
Journal
Cleaner
Production,
Agriculture
Human
Values.
Research
focusing
on
economy,
compounds.
International
collaborations
high-impact
are
pillars
advances
sector.
Biodiversidade Brasileira,
Год журнала:
2025,
Номер
15(1), С. 1 - 12
Опубликована: Фев. 17, 2025
Biossurfactantes
(BS)
são
moléculas
de
relevância
industrial
significativa,
reconhecidas
por
suas
propriedades
tensoativas
e
potencial
para
produção
microrganismos
que
utilizam
fontes
alternativas
carbono
energia.
O
cacau
(Theobroma
cacao
L.),
fruto
amazônico
amplamente
utilizado
como
matéria-prima
na
chocolate,
representa
um
recurso
alternativo
exemplar.
Apesar
da
falta
valor
econômico
atribuído
aos
resíduos
provenientes
do
processamento
cacau,
esses
subprodutos
podem
ser
substratos
valiosos
a
BS.
Este
estudo
avaliou
eficácia
bactéria
Pseudomonas
aeruginosa
BM02
BS,
usando
matéria-prima,
bem
investigou
o
BS
agente
dispersante
óleo.
bruto
exibiu
uma
concentração
ramnolipídios
3,06
g/L
índice
emulsificação
60%,
influenciando
significativamente
capacidade
dispersão
óleo
motor,
atingiu
2,5
cm2/min
após
10
minutos.
Esses
resultados
evidenciam
viabilidade,
inovação
sustentabilidade
utilização
com
aplicações
promissoras
biorremediação
áreas
contaminadas
hidrocarbonetos.
Ademais,
essa
abordagem
contribui
diretamente
economia
circular
Amazônia,
pois
sustentável
agroindustriais
demonstra
aumentar
agregado
dentro
cadeia
local,
proporcionando,
assim,
implicações
sociais
importantes
ao
promover
crescimento
região.