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Process Compensated Resonance Testing Models for Quantification of Creep Damage in Single Crystal Nickel-based Superalloys

Process compensated resonant testing (PCRT) is a full body nondestructive evaluation (NDE) method that measures the resonance frequencies of a part and correlates them to the part’s material state, structural integrity, or damage state. This paper describes the quantification of creep damage in a virtual part population via the correlation of PCRT parameters to creep strain using inversion methods and vibrational pattern recognition (VIPR) analysis. Modeled populations were created using the finite element method (FEM) for single crystal (SX) nickel-based superalloy dogbone and turbine engine airfoil geometries. The modeled popula-tions include nominal variation in crystallographic orientation, geometric dimensions, and material properties. Modeled populations also include parts with variable levels of creep strain, allowing for NDE sensitivity studies. FEM model inversion tools quantified creep strain and distinguished it from other variations in the part populations. Resonant modes that were found to be particularly sensitive to creep strain were evaluated using VIPR algorithms to correlate and quantify creep strain with PCRT metrics. The results for PCRT forward models, model inversion, and VIPR correlations were verified with experimental creep strain measurements made for dogbone specimens. This verification demonstrated that PCRT inspections can be trained through forward models to detect and quantify creep damage in a part.


ASTM, ASTM E3081-16: Standard Practice for Outlier Screening Using Process Compensated Resonance Testing via Swept Sine Input for Metallic and Non-Metallic Parts, ASTM International, West Conshohocken, Pennsylvania, 2016.

Biedermann, Eric, Leanne Jauriqui, John C. Aldrin, Brent Goodlet, Tresa Pollock, Chris Torbet, and Siamack Mazdiyasni, “Resonance Ultrasound Spectroscopy Forward Modeling and Inverse Characterization of Nickel-Based Superalloys,” Review of Progress in QNDE, Vol. 34, AIP, 2015, pp. 835–844.

Biedermann, Eric, Leanne Jauriqui, John C. Aldrin, Alexander Mayes, Tom Williams, and Siamack Mazdiyasni, “Uncertainty Quantification in Modeling and Measuring Components with Resonant Ultrasound Spec-troscopy,” 42nd Annual Review of Progress in Quantitative Nondestructive Evaluation:, Incorporating the 6th European-American Workshop on Reli-ability of NDE, Minneapolis, Minnesota, 26–31 July 2015, AIP Conference Proceedings, Vol. 1706, published online 2016.

Biedermann Eric, Julieanne Heffernan, Alexander Mayes, Garrett Gatewood, Leanne Jauriqui, Brent Goodlet, Tresa Pollock, Chris Torbet, John C. Aldrin, Siamack Mazdiyasni, “Process Compensated Resonance Testing Modeling for Damage Evolution and Uncertainty Quantification,” 43rd Annual Review of Progress in Quantitative Nondestructive Evaluation: Vol. 36, Atlanta, Georgia, 17–22 July 2016, AIP Conference Proceedings, Vol. 1806, published online 2017.

Cudney, Elizabeth A., David Drain, Kioumars Paryani, Naresh Sharma, 

“A Comparison of the Mahalanobis-Taguchi System to A Standard Statistical Method for Defect Detection,” Journal of Industrial and Systems Engineering, Vol. 2, No. 4, 2009, pp. 250–258. 

Federal Aviation Administration (FAA), AC 33.70-1: Guidance Material For Aircraft Engine Life-Limited Parts Requirements, Advisory Circular 

No 33.70-1, Initialed by ANE-111, 2010 US Department of Transporta-tion, Washington, DC, 2009. 

Goodlet, B.R., C.J. Torbet, E.J. Biedermann, L.M. Jauriqui, J.C. Aldrin,

T.M. Pollock, “Forward Models for Extending the Mechanical Damage Evaluation Capability of Resonant Ultrasound Spectroscopy,” Ultrasonics, Vol. 77, 2017, pp. 183–196.

Grabcad, “CAD turbine blade model,” accessed 17 May 2017 from—4.

Jauriqui, Leanne and Lem Hunter, “A More Comprehensive NDE: PCRT for Ceramic Components,” Review of Progress in Quantitative Nonde-structive Evaluation: Volume 30AB, San Diego, California, 18–23 July 2010, API Conference Proceedings, Vol. 1335, published online 2011.

Migliori, A., J.L. Sarrao, William M. Visscher, T.M. Bell, M. Lei, Z. Fisk, and R.G. Leisure, ‘‘Resonant Ultrasound Spectroscopy Techniques for Measurement of the Elastic Moduli of Solids,’’ Physica B: Condensed Matter, Vol. 183, No. 1–2, 1993, pp. 1–24.

Migliori, Albert and John L. Sarrao, Resonant Ultrasound Spectroscopy: Applications to Physics, Materials Measurements, and Nondestructive Evaluation, Wiley, New York City, New York, 1997.

Pastor M., Binda M., Harcarika T., “Modal Assurance Criterion” Procedia Engineering 48 (2012) 543-548. 

Piotrowski, D., L. Hunter, and Trista Sloan, “Process Compensated Resonance Testing JT8D-219 1st Stage Blades,” ATA NDT Forum 2008,(September 24, 2008). ( 

Ramaglia, Alessandro D. and Paolo Villari, “Creep and Fatigue of Single Crystal and Directionally Solidified Nickel-base Blades via a Unified Approach Based on Hill48 Potential Function: Part 1 Plasticity and Creep,” ASME Turbo Expo 2013: Turbine Technical Conference and Exposition, San Antonio, Texas, 3–7 June 2013.

Schwarz, Jim, Jay Saxton, and Leanne Jauriqui, “Process Compensated Resonant Testing in Manufacturing Process Control,” Material Evaluation, Vol. 63, No. 7, 2005, pp. 736–739.

Taguchi, Genichi, Subir Chowdhury, and Yuin Wu, The Mahalanobis-Taguchi System, McGraw-Hill Professional, New York City, New York, 2001.

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