Fast Blood Flow Index Reconstruction of Diffuse Correlation Spectroscopy Using a Back-Propagation-Free Data-Driven Algorithm
Biomedical Optics Express,
Год журнала:
2025,
Номер
16(3), С. 1254 - 1254
Опубликована: Фев. 13, 2025
This
study
introduces
a
fast
and
accurate
online
training
method
for
blood
flow
index
(BFI)
relative
BFI
(rBFI)
reconstruction
in
diffuse
correlation
spectroscopy
(DCS).
We
implement
rigorous
mathematical
models
to
simulate
the
auto-correlation
functions
(g
2)
semi-infinite
homogeneous
three-layer
human
brain
models.
implemented
algorithm
known
as
random
vector
functional
link
(RVFL)
reconstruct
from
noisy
g
2.
extensively
evaluated
RVFL
regarding
both
speed
accuracy
inference.
Moreover,
we
compared
with
extreme
learning
machine
(ELM)
architecture,
conventional
convolutional
neural
network
(CNN),
three
fitting
algorithms.
Results
indicate
that
achieves
higher
than
other
algorithms,
evidenced
by
comprehensive
metrics.
While
offers
comparable
CNNs,
it
boosts
speeds
are
3900-fold
faster
inference
19.8-fold
faster,
enhancing
its
generalizability
across
different
experimental
settings.
also
used
2
one-
Monte
Carlo
(MC)-based
in-silico
simulations,
well
analytical
models,
compare
consistency
of
results
obtained
ELM.
Furthermore,
discuss
how
is
more
suitable
embedded
hardware
due
lower
computational
complexity
ELM
CNN
Язык: Английский
Fast Multi-Distance Time-Domain NIRS and DCS System for Clinical Applications
Sensors,
Год журнала:
2024,
Номер
24(22), С. 7375 - 7375
Опубликована: Ноя. 19, 2024
We
have
designed
and
built
an
improved
system
for
combined
Time-Domain
Near-Infrared
Spectroscopy
(TD
NIRS)
Diffuse
Correlation
(DCS)
measurements.
The
features
two
independent
channels,
enabling
TD
NIRS
DCS
acquisition
at
short
long
source-detector
distances
to
enhance
depth
sensitivity
in
layered
tissues.
Moreover,
the
device
can
operate
fast
rates
(up
50
Hz)
monitor
hemodynamic
oscillations
biological
An
OEM
(Original
Equipment
Manufacturer)
enables
stable
robust
of
photon
distribution
time-of-flight.
For
signals,
use
a
time
tagger
software
correlator
allows
us
flexibility
post-processing.
A
user-friendly
GUI
controls
data
online
analysis.
present
results
characterization
on
calibrated
tissue
phantoms
according
standardized
protocols
performance
assessment
devices.
In-vivo
measurements
during
rest
vascular
occlusions
are
also
reported
validate
real
settings.
Язык: Английский
Proof of concept validation of bioresorbable optical fibers for diffuse correlation spectroscopy
Biomedical Optics Express,
Год журнала:
2024,
Номер
15(11), С. 6384 - 6384
Опубликована: Окт. 7, 2024
Optical
quality
bioresorbable
materials
have
been
gaining
interest
in
recent
years
for
various
interstitial
biomedical/medical
application.
An
example
of
this
is
when
the
implant
gradually
dissolves
body,
providing
physiological
information
over
extended
periods
time,
hence
reducing
need
revision
surgeries.
This
study
reports
first
time
in-house
fabrication
single
mode
(at
785
nm)
calcium
phosphate
glass
(CPG)
based
optical
fibers
and
investigates
their
suitability
microvascular
blood
flow
monitoring
using
diffuse
correlation
spectroscopy
(DCS).
Язык: Английский
Optical, contact-free assessment of brain tissue stiffness and neurodegeneration
Biomedical Optics Express,
Год журнала:
2024,
Номер
16(2), С. 447 - 447
Опубликована: Дек. 19, 2024
Dementia
affects
a
large
proportion
of
the
world's
population.
Approaches
that
allow
for
early
disease
detection
and
non-invasive
monitoring
progression
are
desperately
needed.
Current
approaches
centred
on
costly
imaging
technologies
such
as
positron
emission
tomography
magnetic
resonance
imaging.
We
propose
an
alternative
approach
to
assess
neurodegeneration
based
diffuse
correlation
spectroscopy
(DCS),
remote
optical
sensing
technique.
employ
this
in
mouse
brains
from
healthy
animals
those
with
prion
disease.
find
statistically
significant
difference
speckle
decorrelation
times
between
prion-diseased
animals.
directly
calibrated
our
DCS
technique
using
hydrogel
samples
varying
Young's
modulus,
indicating
we
can
optically
measure
changes
brain
tissue
stiffness
order
60
Pa
(corresponding
1
s
change
time).
holds
promise
contact-free
assessment
alteration
due
neurodegeneration,
similar
sensitivity
contact-based
(e.g.
nanoindentation)
approaches.
Язык: Английский