Abstract

Certification of additively manufactured (AM) parts and qualification of AM processes, suppliers, and machines for aerospace applications involve significant mechanical testing, cost, and time. The AM community requires capabilities for fast, affordable, and effective certification and qualification. These capabilities include rapid component and model validation, characterization of process and geometry impact on material properties, build and process monitoring, and effective nondestructive evaluation (NDE). Process compensated resonance testing (PCRT) uses the resonance frequencies of a component to rapidly detect defective parts, monitor build and processes and post-processing, characterize material properties, and can be used as a basis for model validation. This study examines the use of PCRT model-based inversion to nondestructively determine the material properties of as-built titanium AM components. Over 100 samples were printed with intentional variations in build parameters, with the intention to produce generic “acceptable” and “unacceptable” components. PCRT modeling tools were then used to train the inversion code algorithms. The model-based inversion estimated the elastic properties of the as-built parts as well as a residual fit error, identifying several components with outlying properties. Parts were then mechanically tested, and the outliers were confirmed. As PCRT model-inversion is a powerful NDE method, several examples are described showing how inversion results can augment traditional AM inspection techniques.

References

1.
Weaver
,
G.
,
2018
, “
Additive Manufacturing and Inspection Difficulties
,”
Qual. Mag.
, https://www.qualitymag.com/articles/94838-additive-manufacturing-and-inspection-difficulties
2.
McCann
,
R.
,
Obeidi
,
M. A.
,
Hughes
,
C.
,
McCarthy
,
É.
,
Egan
,
D. S.
,
Vijayaraghavan
,
R. K.
,
Joshi
,
A. M.
, et al
,
2001
, “
In-Situ Sensing, Process Monitoring, and Machine Control in Laser Power Bed Fusion: A Review
,”
Addit. Manuf.
,
45
, p.
102058
.
3.
ASTM E3166
,
2020
, “
Standard Guide for Nondestructive Examination of Metal Additively Manufactured Aerospace Parts After Build
,”
ASTM International
, www.astm.org
4.
Cunha
,
F.
,
Santos
,
T.
, and
Xavier
,
J.
,
2021
, “
In Situ Monitoring of Additive Manufacturing Using Digital Image Correlation: A Review
,”
Materials
,
14
(
6
), p.
1511
.
5.
Foster
,
B. K.
,
Reutzel
,
E. W.
,
Nassar
,
A. R.
,
Hall
,
B. T.
,
Brown
,
S. W.
, and
Dickman
,
C. J.
,
2015
, “
Optical, Layerwise Monitoring of Powder Bed Fusion
,”
26th Annual International Solid Freeform Fabrication Symposium, SFF-2015
, http://utw10945.utweb.utexas.edu/sites/default/files/2015/2015-24-Foster.pdf
6.
Vibrant Corporation
,
2018
, “
PCRT Resonance Solutions—Additive Manufacturing
,” White Paper, https://www.vibrantndt.com/advanced-technology/
7.
Schwarz
,
J.
,
Saxton
,
J.
, and
Jauriqui
,
L.
,
2005
, “
Process Compensated Resonant Testing in Manufacturing Process Control
,”
Mater. Eval.
,
63
(
7
), pp.
736
739
.
8.
Todorov
,
E.
,
Spencer
,
R.
,
Gleeson
,
S.
,
Jamshidinia
,
M.
, and
Kelly
,
S.
,
2014
, “
America Makes: National AM Innovation Institute (NAMII)—Project 1: Nondestructive Evaluation (NDE) of Complex Metallic AM (AM) Structures—June 2014 Interim Report. AFRL-RX-WP-TR-2014-0162
.”
9.
Mayes
,
A.
,
Heffernan
,
J.
,
Jauriqui
,
L.
,
Livings
,
R.
,
Biedermann
,
E.
,
Aldrin
,
J.
,
Goodlet
,
B.
, and
Mazdiyasni
,
S.
,
2019
, “
Process Compensated Resonance Testing (PCRT) Inversion for Material Characterization and Digital Twin Calibration
,”
AIP Conf. Proc.
,
38
, p.
020019
.
10.
Migliori
,
A.
,
Sarrao
,
J.
,
Visscher
,
M. W.
,
Bell
,
T.
,
Lei
,
M.
,
Fisk
,
Z.
, and
Leisure
,
R.
,
1993
, “
Resonant Ultrasound Spectroscopy Techniques for Measurement of the Elastic Moduli of Solids
,”
Phys. B
,
183
(
1–2
), pp.
1
24
.
11.
Migliori
,
A.
, and
Sarrao
,
J. L.
,
1997
,
Resonant Ultrasound Spectroscopy
,
Wiley
,
New York
.
12.
Aldrin
,
J. C.
,
Mayes
,
A.
,
Jauriqui
,
L.
,
Biedermann
,
E.
,
Heffernan
,
J.
,
Livings
,
R.
,
Goodlet
,
B.
, and
Mazdiyasni
,
S.
,
2018
, “
Uncertainty Quantification of Resonant Ultrasound Spectroscopy for Material Property and Single Crystal Orientation Estimation on a Complex Part
,”
AIP Conf. Proc.
,
37
(44th Annual Review of Progress in Quantitative Nondestructive Evaluation, Volume), p.
140010
.
13.
Heffernan
,
J.
,
Jauriqui
,
L.
,
Biedermann
,
E.
,
Mayes
,
A.
,
Livings
,
R.
,
Goodlet
,
B.
, and
Mazdiyasni
,
S.
,
2017
, “
Process Compensated Resonance Testing Models for Quantification of Creep Damage in Single Crystal Nickel-Based Superalloys
,”
Mater. Eval.
,
75
(
7
), pp.
941
952
.
14.
Heffernan
,
J.
,
Biedermann
,
E.
,
Mayes
,
A.
,
Livings
,
R.
,
Jauriqui
,
L.
,
Goodlet
,
B.
,
Aldrin
,
J. C.
, and
Mazdiyasni
,
S.
,
2018
, “
Detection and Quantification of Creep Strain Using Process Compensated Resonance Testing (PCRT) Sorting Modules Trained With Modeled Resonance Spectra
,”
AIP Conf. Proc.
,
37
(44th Annual Review of Progress in Quantitative Nondestructive Evaluation), p.
140006
.
15.
Mayes
,
A.
,
Jauriqui
,
L.
,
Biedermann
,
E.
,
Heffernan
,
J.
,
Livings
,
R.
,
Aldrin
,
J. C.
,
Goodlet
,
B.
, and
Mazdiyasni
,
S.
,
2018
, “
Part-to-Itself (PTI) Model Inversion in Process Compensated Resonance Testing (PCRT)
,”
AIP Conf. Proc.
,
38
(45th Annual Review of Progress in Quantitative Nondestructive Evaluation), p.
020019
.
16.
Iman
,
R. L.
,
Davenport
,
J. M.
, and
Zeigler
,
D. K.
,
1980
,
Latin Hypercube Sampling (Program User’s Guide)
,
Sandia Laboratories and Texas Tech University
,
Albuquerque, NM
.
17.
ASTM Standard E8
,
2021
, “
Standard Test Method for Tension Testing of Metallic Materials
,” ASTM International, www.astm.org
18.
Lee
,
Y. T.
, and
Welsch
,
G.
,
1990
, “
Young’s Modulus and Damping of Ti-6AL-4V Alloy as a Function of Heat Treatment and Oxygen Concentration
,”
Mater. Sci. Eng. A
,
128
(
1
), pp.
77
89
.
19.
Sonne
,
H. M.
,
1999
, Bestimmung des Elastizitätsmoduls im Zugversuch; “Determination of Young’s modulus in tensile testing. Tagung” Werkstoffprüfung, Vortrags- und Diskussionstagung, Bad Nauheim, Friedberg, Germany, pp.
219
230
.
20.
Kostić
,
S.
,
Miljojkovic
,
J.
,
Simunovic
,
G.
,
Vukelic
,
D.
, and
Tadic
,
B.
,
2021
, “
Uncertainty in the Determination of Elastic Modulus by Tensile Testing
,”
Eng. Sci. Technol. J.
,
25
.
21.
Antonysamy
,
A.
,
Meyer
,
J.
, and
Prangnell
,
P. B.
,
2013
, “
Effect of Build Geometry on the β-Grain Structure and Texture in Additive Manufacture of Ti-6AL-4V by Selective Electron Beam Melting
,”
Mater. Charact.
,
84
, pp.
153
168
.
22.
ASTM E3081
,
2021
, “
Standard Practice for Outlier Screening Using Process Compensated Resonance Testing Via Swept Sine Input for Metallic and Non-Metallic Parts
,”
ASTM International
, www.astm.org
You do not currently have access to this content.