APL Machine Learning,
Год журнала:
2024,
Номер
2(3)
Опубликована: Сен. 1, 2024
A
multi-layer
perceptron
neural
network
was
used
to
predict
the
laser
transition
figure
of
merit,
a
measure
threshold
gain,
over
900
×
106
Quantum
Cascade
(QC)
designs
using
only
layer
thicknesses
and
applied
electric
field
as
inputs.
Designs
were
generated
by
randomly
altering
an
initial
10-layer
design.
Validating
predictions
with
our
1D
Schrödinger
solver,
predicted
values
show
5%–15%
error
for
structures,
well
within
QC
design
variations.
The
algorithm
(i)
allowed
identification
high
merit
(ii)
recognized
which
layers
should
be
altered
maximize
at
given
field,
(iii)
increased
original
94.7–141.2
eV
ps
Å2,
1.5-fold
improvement
significant
lasers.
computational
time
data
collection
is
greatly
reduced
from
32
h
27
000
solver
on
virtual
machine,
8
907
machine
learning
laptop
computer.
Applied Physics Reviews,
Год журнала:
2024,
Номер
11(2)
Опубликована: Апрель 10, 2024
Exploring
nanoscale
material
properties
through
light-matter
interactions
is
essential
to
unveil
new
phenomena
and
manipulate
materials
at
the
atomic
level,
paving
way
for
ground-breaking
advancements
in
nanotechnology
science.
Various
elementary
excitations
low-energy
modes
of
reside
terahertz
(THz)
range
electromagnetic
spectrum
(0.1–10
THz)
occur
over
various
spatial
temporal
scales.
However,
due
diffraction
limit,
a
slew
THz
studies
are
restricted
drawing
conclusions
from
spatially
varying
responses
around
half
probing
wavelengths,
i.e.,
tens
couple
hundred
micrometers.
To
address
this
fundamental
challenge,
scanning
near-field
optical
microscopy
(SNOM),
notably
scattering-type
SNOM
(s-SNOM),
combined
with
sources
has
been
employed
fueling
growing
interest
technique
across
multiple
disciplines.
This
review
(1)
provides
an
overview
system
developments
SNOM,
(2)
evaluates
current
approaches
understand
quantify
interactions,
(3)
explores
advances
applications,
especially
nano-scale
employing
s-SNOM,
(4)
envisions
future
challenges
potential
development
avenues
practical
use
s-SNOM.
Since
its
invention
in
1994,
the
quantum
cascade
laser
(QCL)
has
emerged
as
a
versatile
light
source
of
wavelength
4–12
µm,
covering
most
mid-
and
long-wavelength
infrared
spectral
ranges.
Its
application
range
widened
even
further
since
frequency
comb
operation
use
for
dual-comb
spectroscopy
(DCS)
was
demonstrated.
In
this
tutorial,
we
introduce
unique
properties
QCL
combs,
such
high
optical
power,
multi-GHz
repetition
rate,
narrow
linewidths.
Implemented
setup,
allows
broadband,
low-noise
measurements
strongly
absorbing
samples
with
sub-microsecond
time
resolution,
resolution
better
than
10−3
cm−1/30
MHz.
The
advantages
DCS
will
be
discussed
context
broad
applications.
power
(both
total
per
tooth)
is
leveraged
aqueous
solution
or
at
large
stand-off
distances.
Microsecond
temporal
address
demand
probing
rapid
protein
dynamics
combustion
diagnostics.
MHz-level
turn,
facilitates
accurate
line
parameter
studies
low
pressure
cold
molecular
gases.
Future
development
directions
technology
are
discussed,
including
response
DCS,
instrument
miniaturization,
expansion
toward
THz
frequencies.
Overall,
tutorial
aims
giving
introduction
to
Quantum
Cascade
Lasers
(QCLs)
have
immense
potential
for
generating
chip-scale
frequency
combs
in
the
mid-infrared
and
terahertz
spectral
regions.
In
this
work,
we
demonstrate
formation
of
within
ring
QCLs
using
optical
injection
from
a
Distributed
Feedback
(DFB)
laser.
By
carefully
selecting
DFB
design
that
aligns
with
cavity
modes
(around
3.3
THz)
employing
bus
waveguide
light
injection,
show
can
be
selectively
formed
controlled
cavity.
Numerical
modeling
suggests
observed
comb
is
frequency-modulated
nature,
acting
as
trigger.
Furthermore,
cavity's
ability
to
function
filter,
feature
could
hold
significant
value
photonic
integrated
circuits.
Our
findings
highlight
promise
couplers
robust
approach
injecting
extracting
radiation
offer
exciting
possibilities
generation
new
states
domain,
including
waves,
solitons,
more.
The Journal of Physical Chemistry A,
Год журнала:
2025,
Номер
unknown
Опубликована: Янв. 24, 2025
We
present
direct
frequency
comb
cavity
ring-down
spectroscopy
with
Vernier
filtering
as
a
straightforward
approach
to
sensitive
and
multiplexed
trace
gas
detection.
The
high
finesse
acts
both
extend
the
interaction
length
sample
spectral
filter,
alleviating
need
for
dispersive
elements
or
an
interferometer.
In
this
demonstration,
free
running
interband
cascade
laser
was
used
generate
centered
at
3.3
μm
covering
∼10
cm–1
(300
GHz),
which
coupled
into
high-finesse
cavity,
providing
0.9
km
of
effective
path
length.
configuration
transmitted
modes
in
sequence,
decays
could
be
initiated
either
acousto-optic
modulator
by
scanning
beyond
adiabatic
limit,
trade-offs
between
duty
cycle
sensitivity.
This
implementation
achieved
figure
merit
4.3
×
10–8
Hz–1/2
per
element,
measurements
toluene
demonstrated
its
ability
observe
concentrations
continuum
absorber.
method
does
not
require
anything
conventional
single-mode
instrument
other
than
optical
comb,
making
it
readily
accessible
wide
range
applications.
Abstract
Recent
studies
have
demonstrated
that
a
laser
can
self-generate
frequency
combs
when
tuned
near
an
exceptional
point
(EP),
where
two
cavity
modes
coalesce.
These
EP
induce
periodic
modulation
of
the
population
inversion
in
gain
medium,
and
their
repetition
rate
is
independent
cavity’s
free
spectral
range.
In
this
work,
we
perform
stability
analysis
reveals
notable
properties
combs,
bi-stability
period-doubling
cascade.
The
cascade
enables
halving
while
maintaining
comb’s
total
bandwidth,
presenting
opportunities
for
design
highly
compact
comb
generators.
Abstract
Increasingly,
unipolar
quantum
optoelectronic
devices
such
as
cascade
lasers
are
employed
for
the
targeted
generation
of
dynamic
waveforms
in
mid-infrared
and
terahertz
regime.
These
include
example
short-pulse
trains,
frequency
combs
solitons.
For
theoretical
investigation
development
these
devices,
suitable
semiclassical
models
Maxwell–Bloch
type
equations
have
been
developed,
which
employ
a
two-
or
multilevel
density
matrix
description
electron
dynamics
classical
propagation
equation
optical
resonator
field.
Unipolar
typically
utilize
quantized
conduction
band
states
levels.
well
wire
structures,
additionally
characterized
by
wavevector
associated
with
free
motion
non-confined
directions.
This
degree
freedom
can
give
rise
to
nonparabolicity
effects
Bloch
gain,
both
leading
gain
asymmetry
linewidth
enhancement.
However,
fully
accounting
greatly
increases
computational
cost
approach.
Here,
we
introduce
an
effective
discrete-level
model,
includes
via
correction
factors
obtained
averaging.
parameters
be
extracted
from
carrier
transport
simulations
along
other
required
input
data,
yielding
self-consistent
model.
Coupling
results
Maxwell-density
approach,
is
well-suited
devices.
This
study
investigates
the
interaction
between
frequency
combs
and
optical
feedback
effects
in
Quantum
Cascade
Lasers
(QCLs).
The
theoretical
analysis
reveals
new
phenomena
arising
from
interplay
comb
generation
feedback.
By
considering
bias
current
corresponding
to
free-running
single
mode
emission,
introduction
of
can
trigger
combs,
including
both
fundamental
harmonic
combs.
presents
opportunities
extend
region
generate
with
different
orders
through
optimization
external
cavity
parameters,
such
as
losses
length.
Furthermore,
this
demonstrates
that
selectively
tune
order
a
pre-existing
by
adjusting
length,
particularly
for
ratios
around
1%,
which
are
readily
achievable
experimental
setups.
Under
strong
conditions
(Acket
parameter
C
>
4.6),
mixed
states
emerge,
displaying
features
laser
dynamics.
While
is
predominantly
centered
on
terahertz
QCLs,
we
have
also
confirmed
described
occur
when
utilizing
mid-infrared
QCL
parameters.
work
establishes
connection
technology
utilization
feedback,
providing
avenues
exploration
advancement
field.
In
fact,
novel
reported
open
pathway
toward
methodologies
across
various
domains,
design
tunable
sources,
hyperspectral
imaging,
multi-mode
coherent
sensing,
multi-channel
communication.
Journal of Applied Physics,
Год журнала:
2023,
Номер
133(23)
Опубликована: Июнь 16, 2023
Portable
terahertz
(THz)
frequency
comb
sources
are
highly
desired
for
applications
in
rotational
molecular
spectroscopy
and
sensing.
To
date,
direct
THz
quantum
cascade
laser
(QCL)
generation
is
not
achievable
at
room
temperature.
However,
based
on
intracavity
difference
(DFG)
mid-infrared
(mid-IR)
QCLs
a
promising
alternative.
Here,
we
present
numerical
study
of
DFG-QCL
formation
mid-IR
self-consistent
multi-domain
simulation
approach.
The
dynamical
simulations
performed
using
our
open-source
software
tool
mbsolve,
which
provides
flexible
efficient
codebase
solving
the
generalized
full-wave
Maxwell–Bloch
equations.
DFG
active
region
dual-wavelength
QCL
considered
radiation.
mixing
process
and,
thus,
require
high
second-order
intersubband
nonlinear
susceptibility
can
be
obtained
by
targeted
engineering.
associated
effects
included
Hamiltonian
All
necessary
input
parameters
description
system
determined
self-consistently
in-house
ensemble
Monte
Carlo
stationary
carrier
transport
simulations.
Notably,
such
solver
that
does
employ
common
rotating
wave
approximation,
as
broadband
optical
field
extending
from
to
investigated.
Our
modeling
approach
results
two
setups
validated
against
experimental
data,
showing
reasonable
agreement.
Furthermore,
obtain
locked
modulated
state
regimes.
Advances in mechatronics and mechanical engineering (AMME) book series,
Год журнала:
2024,
Номер
unknown, С. 195 - 211
Опубликована: Май 17, 2024
The
chapter
discusses
the
advancements
in
technology
security
and
aerospace
inspection,
focusing
on
terahertz
(THz)
technology.
THz,
a
mix
of
radio
light
waves,
is
used
detection
hazardous
compounds
weapons,
enabling
accurate
chemical
identification,
high-bandwidth
communication,
imaging,
material
analysis.
However,
Terahertz
Gap
presents
challenges,
leading
to
development
THz
Photoconductive
Antennas
(THz-PCAs),
quantum
cascade
lasers
(QCLs),
frequency
combs,
optical
photonic
oscillators
(OPOs),
superconducting
bolometers,
field-effect
transistors.
revolutionizing
non-destructive
industrial
quality
control
aviation,
space
exploration,
non-invasive
medical
imaging.
Challenges
include
cost,
size,
complexity,
lack
standardization.
This
suggests
reducing
costs,
miniaturization,