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43
|
|---|
detected O
|
in-situ S-CONPRI
|
via O
|
pyrometry S-CHAR
|
during O
|
laser B-MANP
|
powder I-MANP
|
bed I-MANP
|
fusion I-MANP
|
additive I-MANP
|
manufacturing E-MANP
|
and O
|
correlated S-CONPRI
|
with O
|
voids S-CONPRI
|
observed O
|
using O
|
post-build O
|
micro-computed B-CHAR
|
tomography E-CHAR
|
. O
|
Large O
|
two-color O
|
pyrometry S-CHAR
|
data S-CONPRI
|
sets O
|
were O
|
used O
|
to O
|
estimate O
|
instantaneous O
|
temperatures S-PARA
|
, O
|
melt B-MATE
|
pool E-MATE
|
orientations O
|
and O
|
aspect B-FEAT
|
ratios E-FEAT
|
. O
|
Machine B-ENAT
|
learning I-ENAT
|
algorithms E-ENAT
|
were O
|
then O
|
applied O
|
to O
|
processed S-CONPRI
|
pyrometry O
|
data S-CONPRI
|
to O
|
detect O
|
outlier O
|
images S-CONPRI
|
and O
|
conditions O
|
. O
|
It O
|
is O
|
shown O
|
that O
|
melt B-MATE
|
pool E-MATE
|
outliers O
|
are O
|
good O
|
predictors O
|
of O
|
voids S-CONPRI
|
observed O
|
post-build O
|
. O
|
With O
|
this O
|
approach O
|
, O
|
real O
|
time O
|
process B-CONPRI
|
monitoring E-CONPRI
|
can O
|
be S-MATE
|
incorporated O
|
into O
|
systems O
|
to O
|
detect O
|
defect S-CONPRI
|
and O
|
void S-CONPRI
|
formation O
|
. O
|
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