Fatigue in materials depends on several microstructural parameters. The length and time scales involved in such processes have been investigated by characterization methods that target microstructural effects or that rely on specimen-level observations. Combinations of in situ and ex situ techniques are also used to correlate microstructural changes to bulk properties. We present herein an effort to directly link local changes with specimen-level fatigue damage assessment. To achieve this goal, grain-scale observations in an aluminum alloy are linked with deformation measurements made by digital image correlation and with acoustic emission monitoring obtained from inside the scanning electron microscope. Damage assessment is attempted using a data-processing framework that involves noise removal, data reduction, and classification. The results demonstrate that nondestructive evaluation combined with small-scale testing can provide a means for fatigue damage assessment applicable to a broad range of materials and testing conditions.
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D.G. Aggelis, E.Z. Kordatos, and T.E. Matikas, Mech. Res. Commun. 38, 106 (2011).
Y. Akiniwa, K. Tanaka, and E. Matsui, Mater. Sci. Eng. A Struct. 104, 105 (1988).
L.P. Borrego, J.M. Costa, S. Silva, and J.M. Ferreira, Int. J. Fatigue 26, 1321 (2004).
P.A. Vanniamparambil, U. Guclu, and A. Kontsos, Exp. Mech. 55, 837 (2015).
T.M. Roberts and M. Talebzadeh, J. Constr. Steel Res. 59, 695 (2003).
Z. Zhong, X. Ai, Z. Liu, J. Liu, and Q. Xu, Int. J. Adv. Manuf. Technol. Int. 78, 281 (2014).
Y. Zhang, H.-J. Shi, J. Gu, C. Li, K. Kadau, and O. Luesebrink, Theor. Appl. Fract. Mech. 69, 80 (2014).
J. Payne, G. Welsh, R.J. Christ, J. Nardiello, and J.M. Papazian, Int. J. Fatigue 32, 247 (2010).
F. Pierron, M. Sutton, and V. Tiwari, Exp. Mech. 51, 537 (2011).
J. Abanto-Bueno and J. Lambros, Eng. Fract. Mech. 69, 1695 (2002).
A.H. Cannon, J.D. Hochhalter, A.W. Mello, G.F. Bomarito, and M.D. Sangid, Microsc. Microanal. 21, 451 (2015).
R. Carmi, P.A. Vanniamparambil, J. Cuadra, K. Hazeli, S. Rajaram, U. Guclu, A. Bussiba, I. Bartoli, and A. Kontsos, Advances in Acoustic Emission Technology, ed. G. Shen, Z. Wu, and J. Zhang (New York: Springer, 2015), pp. 605–622.
J.D. Carroll, W. Abuzaid, J. Lambros, and H. Sehitoglu, Int. J. Fatigue 57, 140 (2013).
A. Kammers and S. Daly, Meas. Sci. Technol. 22, 125501 (2011).
F. Khan, I. Bartoli, S. Rajaram, P. Vanniamparambil, A. Kontsos, M. Bolhassani, and A. Hamid, SPIE 9063, 90630B (2014).
P.A. Vanniamparambil, J. Cuadra, U. Guclu, I. Bartoli, and A. Kontsos, SPIE 9064, 906411 (2014).
M.N. Bassim, S.S. Lawrence, and C.D. Liu, Eng. Fract. Mech. 47, 207 (1994).
C. Scala and S.M. Cousland, J. Mater. Sci. Eng. 61, 211 (1983).
P. Vanniamparambil, U. Guclu, and A. Kontsos, Exp. Mech. 55, 837 (2015).
B.R. Tittmann and O. Buck, J. Nondestr. Eval. Diagn. Progn. Eng. Syst. 1, 123 (1980).
T.M. Roberts and M. Talebzadeh, J. Constr. Steel Res. 59, 679 (2003).
F. Bridier, D.L. McDowell, P. Villechaise, and J. Mendez, Int. J. Plast 25, 1066 (2009).
A. Merati, Int. J. Fatigue 27, 33 (2005).
J.D. Hochhalter, D.J. Littlewood, R.J. Christ Jr, M.G. Veilleux, J.E. Bozek, A.R. Ingraffea and A.M. Maniatty, Modell. Simul. Mater. Sci. Eng., 18, 045004 (2010)
J.D. Hochhalter, D.J. Littlewood, R.J. Christ Jr, M.G. Veilleux, J.E. Bozek, A.R. Ingraffea and A.M. Maniatty, Modell. Simul. Mater. Sci. Eng., 19, 035008 (2011)
G. Bian, Y. Chen, J. Hu, and M. Yang, in The Proceedings of 2011 9th International Conference on Reliability, Maintainability and Safety, ed. G. Shen, Z. Wu, and J. Zhang (New Jersey: IEEE, 2011), pp. 416–419.
C.J. Boehlert, C.J. Cowen, S. Tamirisakandala, D.J. McEldowney, and D.B. Miracle, Scr. Mater. 55, 465 (2006).
B. Moser, J. Kuebler, H. Meinhard, W. Muster, and J. Michler, Adv. Eng. Mater. 7, 388 (2005).
B. Wisner and A. Kontsos, Fatigue Fract. Eng. Mater. Struct. 41, 581 (2017).
V. Patel and R. Mehta, in Proceedings of the International Conference on Soft Computing for Problem Solving (SocProS 2011) (New York, NY: Springer, 2011), pp. 691–700.
H. Bi, Z. Li, D. Hu, I. Toku-Gyamerah, and Y. Cheng, Materialwiss. Werkstofftech. 46, 736 (2015).
R. Gutkin, C.J. Green, S. Vangrattanachai, S.T. Pinho, P. Robinson, and P.T. Curtis, Mech. Syst. Signal Process. 25, 1393 (2011).
M. Wevers, NDT&E Int. 30, 99 (1997).
P.A. Vanniamparambil, I. Bartoli, K. Hazeli, J. Cuadra, E. Schwartz, R. Saralaya, and A. Kontsos, in Proceedings of SPIE—The International Society for Optical Engineering (2012), p. 83482J .
B. Wisner and A. Kontsos, Fracture, Fatigue, Failure and Damage Evolution, Vol. 1 (New York: Springer, 2017), pp. 1–8.
B. Wisner, M. Cabal, P. Vanniamparambil, J. Hochhalter, W. Leser, and A. Kontsos, Exp. Mech. 55, 1705 (2015).
B. Wisner and A. Kontsos, in Fracture, Fatigue, Failure and Damage Evolution, Vol. 1, ed. 37. A.T. Zehnder, J. Carroll, K. Hazeli, R.B. Berke, G. Pataky, M. Cavalli, A.M. Beese, and S. Xia (New York: Springer, 2017), pp. 1–8.
L. Al Shalabi and Z. Shaaban, in International Conference on Dependability of Computer Systems (Wroclaw, Poland: DepCos-RELCOMEX’06, 2006), pp. 207–214.
S. Azrour, S. Piérard, P. Geurts, and M. Van Droogenbroeck, in European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (Bruges, Belgium: ESANN, 2014), pp. 649–654.
C. Colantuoni, G. Henry, S. Zeger, and J. Pevsner, Bioinformatics 18, 1540–1541 (2002).
C. Boutsidis, M.W. Mahoney, and P. Drineas, in Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (Las Vegas, Nevada: SIGKDD, 2008), pp. 61–69
J.E. Jackson, A User’s Guide to Principal Components, Vol. 1 (Hoboken, NY: Wiley, 2004).
C. Aggarwal, Data Mining (New York, NY: Springer, 2015), pp. 237–263.
K. Worden, G. Manson, and N.R. Fieller, J. Sound Vib. 229, 647 (2000).
A. Kontsos would like to acknowledge financial support received by the Office of Naval Research Under Award #N00014-14-1-0571.
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Mazur, K., Wisner, B. & Kontsos, A. Fatigue Damage Assessment Leveraging Nondestructive Evaluation Data. JOM 70, 1182–1189 (2018). https://doi.org/10.1007/s11837-018-2882-4