Machine learning-guided strategies for reaction conditions design and optimization
Beilstein Journal of Organic Chemistry,
Journal Year:
2024,
Volume and Issue:
20, P. 2476 - 2492
Published: Oct. 4, 2024
This
review
surveys
the
recent
advances
and
challenges
in
predicting
optimizing
reaction
conditions
using
machine
learning
techniques.
The
paper
emphasizes
importance
of
acquiring
processing
large
diverse
datasets
chemical
reactions,
use
both
global
local
models
to
guide
design
synthetic
processes.
Global
exploit
information
from
comprehensive
databases
suggest
general
for
new
while
fine-tune
specific
parameters
a
given
family
improve
yield
selectivity.
also
identifies
current
limitations
opportunities
this
field,
such
as
data
quality
availability,
integration
high-throughput
experimentation.
demonstrates
how
combination
engineering,
science,
ML
algorithms
can
enhance
efficiency
effectiveness
design,
enable
novel
discoveries
chemistry.
Language: Английский
Design and Optimization of a shared synthetic route for multiple active pharmaceutical ingredients through combined Computer Aided Retrosynthesis and flow chemistry
Rodolfo I. Teixeira,
No information about this author
Brahim Benyahia
No information about this author
Process Safety and Environmental Protection,
Journal Year:
2025,
Volume and Issue:
unknown
Published: March 1, 2025
Language: Английский
Combination of near-infrared spectroscopy and a transient flow method for efficient kinetic analysis of the Claisen rearrangement
Reaction Chemistry & Engineering,
Journal Year:
2024,
Volume and Issue:
9(11), P. 2975 - 2983
Published: Jan. 1, 2024
An
automated
flow
reactor
with
a
rapid
inline
monitoring
using
compact
near-infrared
spectrometer
and
rate
ramp
control
enabled
high-density
kinetic
data
acquisition.
Language: Английский
Continuous flow synthesis of the antiviral drug tecovirimat and related sp3-rich scaffolds
Organic & Biomolecular Chemistry,
Journal Year:
2024,
Volume and Issue:
unknown
Published: Jan. 1, 2024
Fast,
high-yielding
syntheses
of
a
medicinally
relevant
sp
3
-rich
polycyclic
scaffold
have
been
developed
and
its
synthetic
utility
demonstrated
in
range
condensation
reactions.
Language: Английский