Revealing the kinetics of atmospheric corrosion damage through in-situ x-ray computed tomography and machine vision 

Three images show evolving stages of pits.
In-situ XCT enables both the growth rate and morphology (yellow) of pits to be directly characterized in relationship to the evolving electrolyte (blue) and prior stages of pit morphology (black). 

Atmospheric corrosion is a critical materials degradation problem, yet the ability to predict its kinetics remains elusive. Conventional approaches provide no information about how localized damage evolves, giving limited predictive capabilities in common scenarios. The goal of this Sandia LDRD team was to employ in-situ X-ray computed tomography to directly observe how corrosion damage evolves, enabling the mechanistic relationships between environmental drivers, microstructural triggers, and the kinetics of atmospheric corrosion to be uncovered. To exploit the insights held within hundreds of 3D datasets, custom machine-vision algorithms were developed to automatically identify critical features. Ohio State University conducted electrochemical experiments to unravel these relationships and revealed that corrosion rates are closely tied to the evolution of the electrolyte and the local microstructure, enabling the development of predictive tools for Sandia missions. Other academic collaborators who contributed to this work were Sandia Alliance partners Georgia Tech and the University of Texas at Austin. This work has resulted in five journal publications including one in npj Materials Degradation, one in Corrosion – The Journal of Science & Engineering, and two in Journal of The Electrochemical Society, and four presentations.  

Sandia researchers linked to work 

  • Philip Noell 
  • Matthew Smith 
  • Michael Melia 
  • Remi Dingreville 

Sponsored by

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Associated Publications

  • Montes de Zapiain, D., Noell, P., Katona, R.M., Maestas, D., Roop, M., & Roop, M. (2024). An active learning framework for the rapid assessment of galvanic corrosion. npj Materials Degradation, 8(1). https://doi.org/10.1038/s41529-024-00476-4 Publication ID: 124776
  • Dingreville, R.P.M., Startt, J.K., Wood, M.A., McCarthy, M.J., Donegan, S., & Donegan, S. (2024). Bayesian blacksmithing: discovering thermomechanical properties and deformation mechanisms in high-entropy refractory alloys. npj Computational Materials, 10(1). https://doi.org/10.1038/s41524-024-01353-z Publication ID: 124980
  • Dingreville, R.P.M., Roberston, A.E., Attari, V., Greenwood, M., Ofori-Opoku, N., Ramesh, M., Voorhees, P.W., Zhang, Q., & Zhang, Q. (2024). Benchmarking machine learning strategies for phase-field problems. Modelling and Simulation in Materials Science and Engineering, 32(6). https://doi.org/10.1088/1361-651x/ad5f4a Publication ID: 124928
  • Dingreville, R.P.M., Desai, S., Karniadakis, G.E., Oommen, V., Shukla, K., & Shukla, K. (2024). Rethinking materials simulations: Blending direct numerical simulations with neural operators. npj Computational Materials, 10(1). https://doi.org/10.1038/s41524-024-01319-1 Publication ID: 124876
  • Vizoso, D.E., Dingreville, R.P.M., & Dingreville, R.P.M. (2024). Dataset of simulated vibrational density of states and X-ray diffraction profiles of mechanically deformed and disordered atomic structures in Gold, Iron, Magnesium, and Silicon. Data in Brief, 55(1). https://doi.org/10.1016/j.dib.2024.110689 Publication ID: 124944
  • Adamczyk, J.M., Choi, H., Hernandez-Sanchez, B.A., Koss, E.K., Noell, P., Spiak, S.R., Pucket, R.V., Escarcega-Herrera, K., Love, A.S., Karasz, E., Neary, V.S., Melia, M.A., Heiden, M.J., & Heiden, M.J. (2024). Wire arc additive manufactured A36 steel performance for marine renewable energy systems. International Journal of Advanced Manufacturing Technology, 132(9-10), pp. 4677-4688. https://doi.org/10.1007/s00170-024-13585-w Publication ID: 124668
  • Dingreville, R.P.M., Wixom, R.R., Khan, R.M., Delrio, F.W., Riedo, E., Rejhon, M., Li, Y., & Li, Y. (2024). Probing the Mechanical Properties of 2D Materials via Atomic-Force-Microscopy-Based Modulated Nanoindentation. Small Methods, 8(3). https://doi.org/10.1002/smtd.202301043 Publication ID: 122500
  • Dingreville, R.P.M., Khan, R.M., Natinsky, E., Cullinan, M., & Cullinan, M. (2024). Reconstruction of high-resolution atomic force microscopy measurements from fast-scan data using a Noise2Noise algorithm. Measurement, 227(C). https://doi.org/10.1016/j.measurement.2024.114263 Publication ID: 122636
  • Dingreville, R.P.M., Medlin, D.L., Spearot, D.E., Fernandez, M.E., & Fernandez, M.E. (2024). The Effect of Grain Boundary Facet Junctions on Segregation and Embrittlement. Acta Materialia, 269(1). https://doi.org/10.1016/j.actamat.2024.119805 Publication ID: 124308
  • Tsao, J.Y., Abbott, R.G., Crowder, D.C., Desai, S., Dingreville, R.P.M., Fowler, J.E., Garland, A., Murdock, J.M., Steinmetz, S.T., Yarritu, K.A., Johnson, C.M., Stracuzzi, D.J., Padmanabha Iyer, P., & Padmanabha Iyer, P. (2024). AI for Technoscientific Discovery: A Human-Inspired Architecture. Journal of Creativity (Online), 34(2). https://doi.org/10.1016/j.yjoc.2024.100077 Publication ID: 124112
  • Montes de Zapiain, D., Maestas, D., Roop, M., Noell, P., Melia, M.A., Katona, R.M., & Katona, R.M. (2024). Accelerating FEM-Based Corrosion Predictions Using Machine Learning. Journal of the Electrochemical Society, 171(1). https://doi.org/10.1149/1945-7111/ad1e3c Publication ID: 122608
  • Dingreville, R.P.M., Shin, D., Alberdi, R., Lebensohn, R.A., & Lebensohn, R.A. (2023). Deep material network via a quilting strategy: visualization for explainability and recursive training for improved accuracy. npj Computational Materials, 9(1). https://doi.org/10.1038/s41524-023-01085-6 Publication ID: 122492
  • Dingreville, R.P.M., Desai, S., Shrivastava, A., Najm, H.N., D’Elia, M., & D’Elia, M. (2023). Trade-offs in the latent representation of microstructure evolution. Acta Materialia, 263(1). https://doi.org/10.1016/j.actamat.2023.119514 Publication ID: 122452
  • Dingreville, R.P.M., Boyce, B.L., Hu, C., & Hu, C. (2023). Computational modeling of grain boundary segregation: A review. Computational Materials Science, 232(1). https://doi.org/10.1016/j.commatsci.2023.112596 Publication ID: 123000
  • Dingreville, R.P.M., Francis, N.M., Pourahmadian, F., Lebensohn, R.A., & Lebensohn, R.A. (2023). A fast Fourier transform-based solver for elastic micropolar composites. Computer Methods in Applied Mechanics and Engineering, 418. https://doi.org/10.1016/j.cma.2023.116510 Publication ID: 122892
  • Delrio, F.W., Khan, R.M., Heiden, M.J., Kotula, P.G., Renner, P.A., Karasz, E., Melia, M.A., & Melia, M.A. (2023). Porosity, roughness, and passive film morphology influence the corrosion behavior of 316L stainless steel manufactured by laser powder bed fusion. Journal of Manufacturing Processes, 102, pp. 654-662. https://doi.org/10.1016/j.jmapro.2023.07.062 Publication ID: 107048
  • Dingreville, R.P.M., Startt, J.K., Elmslie, T.A., Yang, Y., Soto-Medina, S., Zappala, E., Meisel, M.W., Manuel, M.V., Frandsen, B.A., Hamlin, J.J., & Hamlin, J.J. (2023). Tuning the magnetic properties of the CrMnFeCoNi Cantor alloy. Physical Review. B, 108(9). https://doi.org/10.1103/physrevb.108.094437 Publication ID: 123040
  • Dingreville, R.P.M., Shin, D., Alberdi, R., Lebensohn, R., & Lebensohn, R. (2023). Predicting the thermo-elasto-plastic response of composites using the Deep Material Network [Conference Presenation]. https://doi.org/10.2172/2463055 Publication ID: 131732
  • Lebensohn, R., Alberdi, R., Shin, D., Dingreville, R.P.M., & Dingreville, R.P.M. (2023). Visualization of the Deep Material Network with Recursive Training [Conference Presenation]. https://doi.org/10.2172/2463050 Publication ID: 131716
  • Brown, N.K., Young, B.E., Clark, B.W., Bolmin, O.M.E., Boyce, B.L., Noell, P., & Noell, P. (2023). Optimized design of interlocking metasurfaces. Materials & Design, 233. https://doi.org/10.1016/j.matdes.2023.112272 Publication ID: 107088
  • Melia, M.A., Renner, P.A., Karasz, E., Escarcega-Herrera, K., Taylor, J.M., Heiden, M.J., Rodelas, J., & Rodelas, J. (2023). Corrosion susceptibility of additively manufactured stainless steel [Conference Presenation]. https://doi.org/10.2172/2430764 Publication ID: 126608
  • Dingreville, R.P.M. (2023). Proposed benchmark problem for machine-learning in phase field [Conference Presenation]. https://doi.org/10.2172/2430402 Publication ID: 125388
  • Adamczyk, J.M., Escarcega-Herrera, K., Love, A.S., Melia, M.A., Heiden, M.J., & Heiden, M.J. (2023). Wire Arc Additive Manufacturing for Marine Energy Conversion [Conference Poster]. https://doi.org/10.2172/2430766 Publication ID: 126616
  • Vizoso, D.E., Dingreville, R.P.M., Deo, C., & Deo, C. (2023). Stability of Radiation-Induced Phase Transformations in Nanostructures [Conference Presenation]. https://doi.org/10.2172/2430689 Publication ID: 126368
  • Katona, R.M., Maestas, D., Roop, M., Schaller, R.F., Wilson, M.A., Montes de Zapiain, D., Melia, M.A., Noell, P., & Noell, P. (2023). Modeling the Stochastic Nature of Corrosion Reactions in Atmospheric Conditions [Conference Presenation]. https://doi.org/10.2172/2430651 Publication ID: 126240
  • Noell, P., Boyce, B.L., Bolmin, O.M.E., Leathe, N.S., Brown, N.K., Young, B.E., Clark, B.W., Osterberg, J., Wallace, J.W., & Wallace, J.W. (2023). Interlocking metasurfaces [Conference Presenation]. https://doi.org/10.2172/2430639 Publication ID: 126200
  • Ruggles, T., Gilliland, W.G., Noell, P., Craig, R.L., Fitzgerald, K.M., Carroll, J.D., Hochhalter, J., & Hochhalter, J. (2023). Local stress measurements in polycrystalline metallic tensile specimens using high resolution EBSD [Conference Presenation]. https://doi.org/10.2172/2430626 Publication ID: 126152
  • Alleman, C., Medlin, D.L., Noell, P., & Noell, P. (2023). The Micromechanics of Void Nucleation [Conference Presenation]. https://doi.org/10.2172/2430551 Publication ID: 125872
  • Monti, J.M., Stewart, J.A., Damm, D., Dingreville, R.P.M., & Dingreville, R.P.M. (2023). Phase-Field Modeling of Aging of Energetic Thin Films [Conference Presenation]. https://doi.org/10.2172/2432014 Publication ID: 130980
  • Schroeder, B., san Marchi, C., Dingreville, R.P.M., Ronevich, J., & Ronevich, J. (2023). Probabilistic Fracture Mechanics Toolkit for Hydrogen Blends in Natural Gas Infrastructure [Conference Presenation]. https://doi.org/10.2172/2431180 Publication ID: 128096
  • Monti, J.M., Stewart, J.A., Damm, D., Dingreville, R.P.M., & Dingreville, R.P.M. (2023). Phase-Field Modeling of Aging of Energetic Thin Films [Conference Presenation]. https://doi.org/10.2172/2430957 Publication ID: 127304
  • Boyce, B.L., Dingreville, R.P.M., Desai, S., Walker, E., Shilt, T., Bassett, K.L., Wixom, R.R., Stebner, A.P., Arroyave, R., Hattrick-Simpers, J., Warren, J.A., & Warren, J.A. (2023). Machine learning for materials science: Barriers to broader adoption. Matter, 6(5), pp. 1320-1323. https://doi.org/10.1016/j.matt.2023.03.028 Publication ID: 123436
  • Kalaswad, M., Custer, J.O., Addamane, S.J., Khan, R.M., Jauregui, L., Babuska, T.F., Henriksen, A., Delrio, F.W., Dingreville, R.P.M., Adams, D.P., & Adams, D.P. (2023). Sputter-Deposited Mo Thin Films: Multimodal Characterization of Structure, Surface Morphology, Density, Residual Stress, Electrical Resistivity, and Mechanical Response. Integrating Materials and Manufacturing Innovation, 12(2), pp. 118-129. https://doi.org/10.1007/s40192-023-00297-4 Publication ID: 123636
  • Melia, M.A. (2023). Dry electrolyte polishing of as-printed additively manufactured metals [Conference Presenation]. https://doi.org/10.2172/2431553 Publication ID: 129404
  • Shin, D., Alberdi, R., Lebensohn, R., Dingreville, R.P.M., & Dingreville, R.P.M. (2023). Recursive Training for Deep Material Network and the Prediction of the Elastic-Plastic Behavior of Heterogeneous Microstructures [Conference Presenation]. https://doi.org/10.2172/2431550 Publication ID: 129400
  • Maestas, D., Wilson, M.A., Montes de Zapiain, D., Melia, M.A., Schaller, R.F., & Schaller, R.F. (2023). Understanding and Modeling the Stochastic Nature of Corrosion Reactions in Atmospheric Conditions [Conference Presenation]. https://doi.org/10.2172/2431444 Publication ID: 129060
  • Barrios, A., Nathaniel, J.E., Monti, J.M., Milne, Z., Adams, D.P., Hattar, K., Medlin, D.L., Dingreville, R.P.M., Boyce, B.L., & Boyce, B.L. (2023). Gradient nanostructuring via compositional means. Acta Materialia, 247. https://doi.org/10.1016/j.actamat.2023.118733 Publication ID: 123640
  • Miller, P.R., Luk, T.S., Dingreville, R.P.M., & Dingreville, R.P.M. (2023). Photocatalytic degradation of volatile organic compounds using Au plasmonic nano-islands on TiO2 [Conference Poster]. https://doi.org/10.2172/2431927 Publication ID: 130692
  • Schoell, R., Barr, C.M., Medlin, D.L., Adams, D.P., Mahmood, Y., Dingreville, R.P.M., Abdeljawad, F., Boyce, B.L., Hattar, K., & Hattar, K. (2023). Radiation Instability of Thermally Stable Nanocrystalline Pt-Au System [Conference Presenation]. https://doi.org/10.2172/2431773 Publication ID: 130096
  • McCarthy, M.J., Startt, J.K., Dingreville, R.P.M., Thompson, A.P., Wood, M.A., & Wood, M.A. (2023). Investigating the influence of local composition on properties in complex alloys using machine learned interatomic potentials [Conference Presenation]. https://doi.org/10.2172/2431768 Publication ID: 130080
  • Brown, N.K., Young, B.E., Clark, B.W., Bolmin, O.M.E., Boyce, B.L., Noell, P., & Noell, P. (2023). Optimized Design of Interlocking Metasurfaces [Conference Poster]. https://doi.org/10.2172/2431748 Publication ID: 130004
  • Renner, P.A., Melia, M.A., Karasz, E., Escarcega-Herrera, K., Taylor, J.M., Schaller, R.F., Heiden, M.J., Rodelas, J., & Rodelas, J. (2023). Localized corrosion of additively manufactured stainless steel in atmospheric environments [Conference Presenation]. https://doi.org/10.2172/2431743 Publication ID: 129984
  • Noell, P., Polonsky, A., Pham, B., Johnson, K.L., Seede, R., Lim, H., Vaughan, M., & Vaughan, M. (2023). Damage evolution in Al alloys assessed via X-ray computed tomography and crystallographic orientation data [Conference Presenation]. https://doi.org/10.2172/2431713 Publication ID: 129876
  • Melia, M.A., Renner, P.A., Karasz, E., Escarcega-Herrera, K., Taylor, J.M., Martin, L.E., Williams, S., Fowler, J.E., & Fowler, J.E. (2023). Dry electrolyte polishing of as-printed additively manufactured stainless steel [Conference Presenation]. https://doi.org/10.2172/2431712 Publication ID: 129872
  • Dingreville, R.P.M., Boyce, B.L., Chen, E.Y., & Chen, E.Y. (2023). The Heterogeneous Nature
 of Mechanically Accelerated Grain Growth [Conference Presenation]. https://doi.org/10.2172/2431703 Publication ID: 129840
  • Hu, C., Dingreville, R.P.M., Medlin, D.L., Berbenni, S., & Berbenni, S. (2023). Discontinuous Segregation Patterning across Disconnections [Conference Presenation]. https://doi.org/10.2172/2431681 Publication ID: 129772
  • Polonsky, A., Noell, P., Deitz, J., Lim, H., Emery, J., Johnson, K.L., & Johnson, K.L. (2023). Understanding Deformation Behavior in an Al Alloy via Multimodal 3D Characterization [Conference Presenation]. https://doi.org/10.2172/2431669 Publication ID: 129736
  • Desai, S., Shrivastava, A., D’Elia, M., Najm, H.N., Dingreville, R.P.M., & Dingreville, R.P.M. (2023). Latent dimension representations of microstructure evolution [Conference Presenation]. https://doi.org/10.2172/2431665 Publication ID: 129720
  • McCarthy, M.J., Startt, J.K., Dingreville, R.P.M., Thompson, A.P., Wood, M.A., & Wood, M.A. (2023). Training machine-learned interatomic potentials for chemical complexity – application to refractory CCAs [Conference Presenation]. https://doi.org/10.2172/2431658 Publication ID: 129696
  • Barrick, E., van Bastian, L., Brehm, J.R., Pegues, J.W., Dingreville, R.P.M., Rodriguez, S.B., Kustas, A.B., & Kustas, A.B. (2023). Laser Beam Directed Energy Deposition (LB-DED) Fabrication of Novel Refractory High Entropy Alloys (RHEAs) [Poster]. https://doi.org/10.2172/2431625 Publication ID: 129580
  • Dingreville, R.P.M., Hu, C., Medlin, D.L., Berbenni, S., & Berbenni, S. (2023). Discontinuous segregation patterning across disconnections. Acta Materialia, 246(-). https://doi.org/10.1016/j.actamat.2023.118724 Publication ID: 124616
  • Dingreville, R.P.M., Vizoso, D.E., Subhash, G., Rajan, K., & Rajan, K. (2023). Connecting Vibrational Spectroscopy to Atomic Structure via Supervised Manifold Learning: Beyond Peak Analysis. Chemistry of Materials, 35(3), pp. 1186-1200. https://doi.org/10.1021/acs.chemmater.2c03207 Publication ID: 106696
  • Dingreville, R.P.M., Monismith, S., Qu, J., & Qu, J. (2023). Electrochemically induced fracture in LLZO: How the interplay between flaw density and electrostatic potential affects operability. Journal of Power Sources, 559. https://doi.org/10.1016/j.jpowsour.2023.232646 Publication ID: 123948
  • Desai, S., Padmanabha Iyer, P., Dingreville, R.P.M., Brener, I., & Brener, I. (2023). Steering incoherent emission from metasurfaces with machine learning [Conference Presenation]. https://doi.org/10.2172/2431549 Publication ID: 129396
  • Dingreville, R.P.M., Startt, J.K., Stewart, J.A., & Stewart, J.A. (2023). A molecular dynamics study on the Mie-Grüneisen equation-of-state and high strain-rate behavior of equiatomic CoCrFeMnNi. Materials Research Letters, 11(12), pp. 1055-1062. https://doi.org/10.1080/21663831.2023.2280635 Publication ID: 122488
  • Dingreville, R.P.M. (2023). Dynamic behavior of high-entropy alloys across scales [Conference Presenation]. https://doi.org/10.2172/2006420 Publication ID: 122336
  • Bolmin, O.M.E., Young, B.E., Leathe, N.S., Noell, P., Boyce, B.L., & Boyce, B.L. (2023). Interlocking metasurfaces. Journal of Materials Science, 58(1), pp. 411-419. https://doi.org/10.1007/s10853-022-08015-9 Publication ID: 106676
  • Casias, Z., Laursen, C.M., Noell, P., Emery, J., & Emery, J. (2022). Fatigue Behavior Of Additively Manufactured Ti-5553 (and Ti-6Al-4V) [Conference Presenation]. https://doi.org/10.2172/2006417 Publication ID: 122328
  • Oommen, V., Shukla, K., Goswami, S., Dingreville, R.P.M., Karniadakis, G.E., & Karniadakis, G.E. (2022). Learning two-phase microstructure evolution using neural operators and autoencoder architectures. npj Computational Materials, 8(1). https://doi.org/10.1038/s41524-022-00876-7 Publication ID: 80079
  • Melia, M.A. (2022). Formation of stainless steel powder bed fusion surfaces and how to polish them [Conference Presenation]. https://doi.org/10.2172/2006227 Publication ID: 121620
  • Dingreville, R.P.M. (2022). Accelerating Materials Simulation with Machine Learning: Rob Peter to Pay Paul? [Conference Presenation]. https://doi.org/10.2172/2006135 Publication ID: 121260
  • Dingreville, R.P.M. (2022). Challenging the Limits Surrounding the Adoption of
AI-Guided Manufacturing for Materials Reliability [Conference Presenation]. https://doi.org/10.2172/2006097 Publication ID: 121112
  • Kalaswad, M., Shrivastava, A., Desai, S., Custer, J.O., Khan, R.M., Addamane, S.J., Monti, J.M., Fowler, J.E., Rodriguez, M.A., Delrio, F.W., Kotula, P.G., D’Elia, M., Najm, H.N., Dingreville, R.P.M., Boyce, B.L., Adams, D.P., & Adams, D.P. (2022). Identifying process-structure-property correlations related to the development of stress in metal thin films by high-throughput characterization and simulation-based methods [Conference Poster]. https://doi.org/10.2172/2005990 Publication ID: 120696
  • Boyce, B.L., Barr, C., Briggs, S., Chen, E.Y., Dingreville, R.P.M., Hattar, K., Heckman, N.M., Medlin, D.L., & Medlin, D.L. (2022). The role of grain boundary migration on irradiation-fatigue [Conference Presenation]. https://doi.org/10.2172/2005952 Publication ID: 120552
  • Melia, M.A., Taylor, J.M., Karasz, E., Renner, P.A., Escarcega-Herrera, K., & Escarcega-Herrera, K. (2022). Impact of Relative Humidity and Salt Loading Densities on the Localized Corrosion Behavior of Additively Manufactured and Wrought Stainless Steels [Conference Poster]. https://doi.org/10.2172/2005734 Publication ID: 120072
  • Renner, P.A., Melia, M.A., Taylor, J.M., Escarcega-Herrera, K., Karasz, E., & Karasz, E. (2022). Analysis of Pitting Corrosion on Wrought and Additively Manufactured 316L Stainless Steel [Conference Presenation]. https://doi.org/10.2172/2005477 Publication ID: 119344
  • Lim, H., Noell, P., Seede, R., Emery, J., Johnson, K.L., & Johnson, K.L. (2022). Investigating effects of particles and voids in plastic deformation of Al6061 using finite element simulations [Conference Presenation]. https://doi.org/10.2172/2005429 Publication ID: 119156
  • Melia, M.A., Hariharan, K., Guo, X., Rodelas, J., Frankel, G.S., Schindelholz, E.J., & Schindelholz, E.J. (2022). Effect of Melt Pool Boundaries on Repassivation of Selective Laser Melted Stainless Steel [Conference Presenation]. https://doi.org/10.2172/2005423 Publication ID: 119132
  • Bolmin, O.M.E., Young, B.E., Noell, P., Boyce, B.L., & Boyce, B.L. (2022). Interlocking Metasurfaces: a joining technology for additive [Conference Presenation]. https://doi.org/10.2172/2005411 Publication ID: 119084
  • McCarthy, M.J., Startt, J.K., Dingreville, R.P.M., Thompson, A.P., Wood, M.A., & Wood, M.A. (2022). Exploring refractory complex concentrated alloy behavior in the fusion reactor environment with a machine-learned interatomic potential [Conference Presenation]. https://doi.org/10.2172/2005320 Publication ID: 118728
  • Noell, P., Sabisch, J., Medlin, D.L., Carroll, J.D., Boyce, B.L., & Boyce, B.L. (2022). Ductile failure ? from the nanoscale origins of void nucleation to the mechanisms of ductile rupture [Conference Presenation]. https://doi.org/10.2172/2005316 Publication ID: 118712
  • Vizoso, D.E., Deo, C., Dingreville, R.P.M., & Dingreville, R.P.M. (2022). The effects of dose, dose rate, and irradiation type and their equivalence on radiation-induced segregation in binary alloy systems via phase-field simulations. Journal of Nuclear Materials, 569. https://doi.org/10.1016/j.jnucmat.2022.153924 Publication ID: 80010
  • Polonsky, A., Martinez, C., Appleby, C.A., Bernard, S.R., Griego, J.G., Noell, P., Pathare, P.R., & Pathare, P.R. (2022). Super-Resolution Approaches in Three-Dimensions for Classification and Screening of Commercial-Off-The-Shelf Components. https://doi.org/10.2172/1890107 Publication ID: 80307
  • Dingreville, R.P.M., Abram, ., Burghardt, ., Steeg, V., Galystan, ., & Galystan, . (2022). Inferring Topological Transitions in pattern-forming processes via self-supervised learning [Conference Presenation]. https://doi.org/10.2172/2005292 Publication ID: 118620
  • Lim, H., Noell, P., Raiyan, S., Emery, J., Johnson, K.L., & Johnson, K.L. (2022). Crystal plasticity and micro-CT characterization of voids in plastic deformation of Al6061 [Conference Presenation]. https://doi.org/10.2172/2005272 Publication ID: 118544
  • Desai, S., Dingreville, R.P.M., & Dingreville, R.P.M. (2022). Machine learning methods for designing thin films [Conference Presenation]. https://doi.org/10.2172/2004830 Publication ID: 118144
  • Ehler, A., Dhiman, A., Dillard, T., Dingreville, R.P.M., Barrick, E., Kustas, A.B., Tomar, V., & Tomar, V. (2022). High-Strain Rate Spall Strength Measurement for CoCrFeMnNi High-Entropy Alloy. Metals, 12(9). https://doi.org/10.3390/met12091482 Publication ID: 80220
  • Kiosidou, E., Srinivasan, J., Schindelholz, E.J., Noell, P., & Noell, P. (2022). On the critical potentials for aluminum repassivation [Conference Presenation]. https://doi.org/10.2172/2004387 Publication ID: 116764
  • McCarthy, M.J., Startt, J.K., Dingreville, R.P.M., Wood, M.A., & Wood, M.A. (2022). Training Machine Learned Interatomic Potentials for Chemical Complexity – Application to Refractory Complex Concentrated Alloys [Conference Poster]. https://doi.org/10.2172/2004234 Publication ID: 116168
  • Bolmin, O.M.E., Young, B.E., Noell, P., Boyce, B.L., & Boyce, B.L. (2022). Interlocking metasurfaces: a joining technology for bio-inspired fast moving robots [Conference Presenation]. https://doi.org/10.2172/2003913 Publication ID: 114932
  • Elmslie, T.A., Startt, J.K., Soto-Medina, S., Feng, K., Zappala, E., Frandsen, B.A., Meisel, M.W., Dingreville, R.P.M., Hamlin, J.J., & Hamlin, J.J. (2022). Magnetic properties of equiatomic CrMnFeCoNi. Physical Review B, 106(1). https://doi.org/10.1103/physrevb.106.014418 Publication ID: 80913
  • Noell, P., Deka, N., Sills, R.B., Boyce, B.L., & Boyce, B.L. (2022). Identifying the microstructural features associated with void nucleation during elevated-temperature deformation of copper. Fatigue and Fracture of Engineering Materials and Structures, 45(7), pp. 1882-1899. https://doi.org/10.1111/ffe.13707 Publication ID: 80867
  • Hu, C., Martin, S., Dingreville, R.P.M., & Dingreville, R.P.M. (2022). Accelerating phase-field predictions via recurrent neural networks learning the microstructure evolution in latent space. Computer Methods in Applied Mechanics and Engineering, 397. https://doi.org/10.1016/j.cma.2022.115128 Publication ID: 80800
  • Fernandez, M.E., Dingreville, R.P.M., Spearot, D.E., & Spearot, D.E. (2022). Statistical perspective on embrittling potency for intergranular fracture. Physical Review Materials, 6(8). https://doi.org/10.1103/physrevmaterials.6.083602 Publication ID: 80045
  • Noell, P., Melia, M.A., Karasz, E., Schindelholz, E., Kiosidou, E., Polonsky, A., Campbell, I., & Campbell, I. (2022). Insights from X-ray computed tomography into the effects of pit morphology evolution on pit growth [Conference Presenation]. https://doi.org/10.2172/2003513 Publication ID: 113372
  • McCarthy, M.J., Startt, J.K., Dingreville, R.P.M., Wood, M.A., & Wood, M.A. (2022). Exploring refractory complex concentrated alloy behavior in the fusion reactor environment with a machine-learned interatomic potential [Conference Presenation]. https://doi.org/10.2172/2003431 Publication ID: 113052
  • Barr, C.M., Chen, E.Y., Nathaniel, J.E., Lu, P., Adams, D.P., Dingreville, R.P.M., Boyce, B.L., Hattar, K., Medlin, D.L., & Medlin, D.L. (2022). Irradiation-induced grain boundary facet motion: In situ observations and atomic-scale mechanisms. Science Advances, 8(23), pp. 1-58. https://doi.org/10.1126/sciadv.abn0900 Publication ID: 80682
  • Chen, X., Dingreville, R.P.M., Richeton, T., Berbenni, S., & Berbenni, S. (2022). Invariant surface elastic properties in FCC metals and their correlation to bulk properties revealed by machine learning methods. Journal of the Mechanics and Physics of Solids, 163. https://doi.org/10.1016/j.jmps.2022.104852 Publication ID: 80521
  • Noell, P., Rodelas, J., Wilson, D., Carroll, J.D., Boyce, B.L., Michael, J.R., & Michael, J.R. (2022). Characterizing Plasticity and Failure using In-situ EBSD [Conference Presenation]. https://doi.org/10.2172/2003321 Publication ID: 112656
  • Bolmin, O.M.E., Young, B.E., Noell, P., Boyce, B.L., & Boyce, B.L. (2022). Interlocking Metasurfaces: a joinint technology for bio-inspired fast moving robots [Conference Presenation]. https://doi.org/10.2172/2003312 Publication ID: 112620
  • Schaller, R.F., Imani, A., Asselin, E., Melia, M.A., Schindelholz, E., & Schindelholz, E. (2022). Hydrogen Concentration and Uptake in Additively Manufactured Austenitic Stainless Steels [Conference Poster]. https://www.osti.gov/biblio/2002413 Publication ID: 110584
  • Padmanabha Iyer, P., Desai, S., Addamane, S.J., Dingreville, R.P.M., Brener, I., & Brener, I. (2022). Machine learning driven autonomous control of incoherent light matter interactions [Presentation]. https://www.osti.gov/biblio/2002354 Publication ID: 110360
  • Khan, R.M., Melia, M.A., Heiden, M.J., Dickens, S.M., Kotula, P.G., Delrio, F.W., & Delrio, F.W. (2022). The effects of microstructure and chemistry on corrosion behavior in additively-manufactured 316L stainless steel [Conference Presenation]. https://doi.org/10.2172/2002255 Publication ID: 109984
  • Boyce, B.L., Adams, D.P., Hattar, K., Dingreville, R.P.M., Medlin, D.L., Parrish, R., Heckman, N.M., Abdeljawad, F., & Abdeljawad, F. (2022). Chemical gradients to control stability and mechanical behavior in nanostructured Pt-Au [Conference Poster]. https://www.osti.gov/biblio/2002222 Publication ID: 109852
  • Boyce, B.L., Hattar, K., Dingreville, R.P.M., Medlin, D.L., Monti, J.M., Barrios, A., Nathaniel, J.E., Milne, Z., Adams, D.P., & Adams, D.P. (2022). Self-organizing gradient nanostructures via chemical heterogeneities [Conference Presenation]. https://doi.org/10.2172/2002207 Publication ID: 109792
  • Boyce, B.L., Adams, D.P., Hattar, K., Dingreville, R.P.M., Medlin, D.L., Parrish, R., Abdeljawad, F.F., & Abdeljawad, F.F. (2022). Chemical gradients to control stability and mechanical behavior in nanostructured Pt-Au [Conference Presenation]. https://doi.org/10.2172/2002196 Publication ID: 109748
  • Boyce, B.L., Hattar, K., Dingreville, R.P.M., & Dingreville, R.P.M. (2022). Nanomechanics and nanometallurgy of boundaries: Contractor workshop presentation [Conference Poster]. https://www.osti.gov/biblio/2002192 Publication ID: 109732
  • Desai, S., Dingreville, R.P.M., & Dingreville, R.P.M. (2022). Designing thin film microstructures using genetic algorithms [Conference Presenation]. https://doi.org/10.2172/2002174 Publication ID: 109664
  • Boyce, B.L., Adams, D.P., Hattar, K., Dingreville, R.P.M., Medlin, D.L., Abdeljawad, F.F., & Abdeljawad, F.F. (2022). Connecting thermal stability to fatigue and wear resistance in nanocrystalline metals [Conference Presenation]. https://doi.org/10.2172/2002143 Publication ID: 109540
  • Kalidindi, S.R., Buzzy, M., Boyce, B.L., Dingreville, R.P.M., & Dingreville, R.P.M. (2022). Digital Twins for Materials. Frontiers in Materials, 9. https://doi.org/10.3389/fmats.2022.818535 Publication ID: 79997
  • Natinski, ., Dingreville, R.P.M., Cullinan, ., & Cullinan, . (2022). Reconstruction of sparse, nanoscale metrology data for efficient process control [Conference Poster]. https://doi.org/10.2172/2002030 Publication ID: 109108
  • Monismith, S., Qu, ., Dingreville, R.P.M., & Dingreville, R.P.M. (2022). Grain-boundary fracture mechanisms in Li7La3Zr2O12 (LLZO) solid electrolytes: When phase transformation acts as a temperature-dependent toughening mechanism. Journal of the Mechanics and Physics of Solids, 160. https://doi.org/10.1016/j.jmps.2022.104791 Publication ID: 79961
  • Deo, ., Chen, E.Y., Dingreville, R.P.M., & Dingreville, R.P.M. (2022). Atomistic modeling of radiation damage in crystalline materials. Modelling and Simulation in Materials Science and Engineering, 30(2). https://doi.org/10.1088/1361-651x/ac2f83 Publication ID: 76036
  • Hu, C., Dingreville, R.P.M., Medlin, D.L., & Medlin, D.L. (2022). Disconnection-Mediated Transition in Segregation Structure at Twin Boundaries: A Molecular Dynamic Simulation of Platinum-Gold System [Conference Presenation]. https://doi.org/10.2172/2003136 Publication ID: 111964
  • Startt, J.K., Wood, M.A., McCarthy, M.J., Kustas, A.B., Donegan, S., Dingreville, R.P.M., & Dingreville, R.P.M. (2022). Expediting the materials discovery process of MPEAs through atomistic modeling and machine learning techniques [Conference Presenation]. https://doi.org/10.2172/2002104 Publication ID: 109392
  • Barrick, E., Pucket, R.V., Whetten, S.R., Pegues, J.W., Melia, M.A., Dingreville, R.P.M., Rodriguez, S.B., Kustas, A.B., & Kustas, A.B. (2022). Laser Beam Directed Energy Deposition Process Optimization for Refractory High Entropy Alloys (RHEAs) [Conference Presenation]. https://doi.org/10.2172/2001894 Publication ID: 108596
  • Medlin, D.L., Barr, C., Nathaniel, J.E., Chen, E.Y., Lu, P., Adams, D.P., Dingreville, R.P.M., Boyce, B.L., Hattar, K., & Hattar, K. (2022). Interactions between interfacial disconnections and facet junctions: implications for faceting and boundary evolution [Conference Presenation]. https://doi.org/10.2172/2001884 Publication ID: 108556
  • Karasz, E., Taylor, J.M., Autenrieth, D., Reu, P.L., Johnson, K.L., Melia, M.A., Noell, P., & Noell, P. (2022). Exploring the stress-corrosion cracking susceptibility of additively manufactured 316L in boiling magnesium chloride [Conference Presenation]. https://doi.org/10.2172/2001880 Publication ID: 108540
  • McCarthy, M.J., Startt, J.K., Dingreville, R.P.M., Wood, M.A., & Wood, M.A. (2022). Training Machine Learned Interatomic Potentials for Chemical Complexity – Application to Refractory CCAs [Conference Presenation]. https://doi.org/10.2172/2001878 Publication ID: 108532
  • Vizoso, D.E., Deo, C., Dingreville, R.P.M., & Dingreville, R.P.M. (2022). Dose Rate Effect on Radiation-Induced Segregation [Conference Presenation]. https://doi.org/10.2172/2001857 Publication ID: 108456
  • Desai, S., Banik, S., Wen, H., Sankaranarayanan, S., Dingreville, R.P.M., & Dingreville, R.P.M. (2022). Decoding VOx diffraction patterns using machine learning [Conference Presenation]. https://doi.org/10.2172/2001852 Publication ID: 108436
  • Desai, S., Dingreville, R.P.M., & Dingreville, R.P.M. (2022). Designing thin film microstructures using genetic algorithms [Conference Presenation]. https://doi.org/10.2172/2001848 Publication ID: 108420
  • Melia, M.A., Karasz, E., Escarcega-Herrera, K., Taylor, J.M., Rosenberg, S.G., Kotula, P.G., Heiden, M.J., Rodelas, J., & Rodelas, J. (2022). How part surfaces influence corrosion for a laser powder bed fusion 316L stainless steel [Conference Presenation]. https://doi.org/10.2172/2001829 Publication ID: 108360
  • Melia, M.A. (2022). Atmospheric Corrosion Of Laser Powder Bed Fusion 316L Stainless Steel [Conference Presenation]. https://doi.org/10.2172/2001828 Publication ID: 108356
  • Monti, J.M., Hopkins, E., Abdeljawad, F.F., Hattar, K., Boyce, B.L., Dingreville, R.P.M., & Dingreville, R.P.M. (2022). Stability of immiscible nanocrystalline alloys in compositional and thermal fields [Conference Presenation]. https://doi.org/10.2172/2001825 Publication ID: 108348
  • Hu, C., Montes de Zapiain, D., Martin, S., Stewart, J.A., Dingreville, R.P.M., & Dingreville, R.P.M. (2022). Accelerating Phase-field Predictions
Via Surrogate Models Trained By
Machine Learning Methods [Conference Presenation]. https://doi.org/10.2172/2001792 Publication ID: 108248
  • Noell, P., Melia, M.A., Schindelholz, E., Kiosidou, E., Karasz, E., Polonsky, A., Campbell, I., & Campbell, I. (2022). Assessing the evolution of pit growth kinetics during atmospheric corrosion using in-situ X-ray tomography [Conference Presenation]. https://doi.org/10.2172/2001786 Publication ID: 108224
  • Vizoso, D.E., Kosmidou, ., Balk, ., Hattar, K., Deo, ., Dingreville, R.P.M., & Dingreville, R.P.M. (2022). Size-dependent Radiation Damage Mechanisms in Nanowires and Nanoporous Structures [Conference Presenation]. https://doi.org/10.2172/2001746 Publication ID: 108072
  • Geoly, B., Kacher, J., Phelps, D., Noell, P., Melia, M.A., Yu, F., Su, Y., Stover, J., & Stover, J. (2022). Relating Corrosive Pit Morphology to Microstructure in Pure Al Exposed to Salt Water Environments [Conference Presenation]. https://doi.org/10.2172/2001741 Publication ID: 108052
  • Marshall, R.S., Katona, R.M., Kelly, R.G., Melia, M.A., & Melia, M.A. (2022). Pit Stability Predictions of Additively Manufactured SS316 Surfaces Using Finite Element Analysis. Journal of the Electrochemical Society, 169(2). https://doi.org/10.1149/1945-7111/ac519d Publication ID: 79944
  • Monti, J.M., Hopkins, E.M., Hattar, K., Abdeljawad, F.F., Boyce, B.L., Dingreville, R.P.M., & Dingreville, R.P.M. (2022). Stability of immiscible nanocrystalline alloys in compositional and thermal fields. Acta Materialia, 226. https://doi.org/10.1016/j.actamat.2022.117620 Publication ID: 79940
  • Karasz, E., Taylor, J.M., Autenrieth, D., Reu, P.L., Johnson, K.L., Melia, M.A., Noell, P., & Noell, P. (2022). Measuring the Residual Stress and Stress Corrosion Cracking Susceptibility of Additively Manufactured 316L by ASTM G36-94. Corrosion, 78(1), pp. 3-12. https://doi.org/10.5006/3894 Publication ID: 79805
  • Hanson, K., Sankar, K.M., Weck, P.F., Startt, J.K., Dingreville, R.P.M., Deo, C.S., Sugar, J.D., Singh, P.M., & Singh, P.M. (2022). Effect of excess Mg to control corrosion in molten MgCl2 and KCl eutectic salt mixture [Conference Poster]. Corrosion Science. https://doi.org/10.2172/1861022 Publication ID: 77862
  • Startt, J.K., Kustas, A.B., Pegues, J.W., Yang, P., Dingreville, R.P.M., & Dingreville, R.P.M. (2022). Compositional effects on the mechanical and thermal properties of MoNbTaTi refractory complex concentrated alloys. Materials and Design, 213. https://doi.org/10.1016/j.matdes.2021.110311 Publication ID: 77092
  • Mishra, A., Kunka, C., Dingreville, R.P.M., Dongare, A.M., & Dongare, A.M. (2021). Fingerprinting shock-induced deformations via diffraction. Scientific Reports, 11(1). https://doi.org/10.1038/s41598-021-88908-y Publication ID: 78298
  • Kunka, C., Shanker, A., Chen, E.Y., Kalidindi, S.R., Dingreville, R.P.M., & Dingreville, R.P.M. (2021). Decoding defect statistics from diffractograms via machine learning. npj Computational Materials, 7(1). https://doi.org/10.1038/s41524-021-00539-z Publication ID: 78190
  • Chen, E.Y., Santhapuram, R.R., Dingreville, R.P.M., Nair, ., & Nair, . (2021). Origins of the change in mechanical strength of silicon/gold nanocomposites during irradiation. Scientific Reports, 11(1). https://doi.org/10.1038/s41598-021-98652-y Publication ID: 75604
  • Hanson, K., Sankar, K.M., Weck, P.F., Startt, J.K., Dingreville, R.P.M., Deo, ., Sugar, J.D., Singh, ., & Singh, . (2021). Effect of excess Mg to control corrosion in molten MgCl2 and KCl eutectic salt mixture. Corrosion Science, 194. https://doi.org/10.1016/j.corsci.2021.109914 Publication ID: 76654
  • Startt, J.K., Dingreville, R.P.M., Raiman, S.S., Deo, C., & Deo, C. (2021). Ab-initio investigation of the effect of adsorbed salts on segregation of Cr at the Ni (100) surface. Applied Surface Science, 563. https://doi.org/10.1016/j.apsusc.2021.149836 Publication ID: 78319
  • Powers, M., Stewart, J.A., Dingreville, R.P.M., Derby, ., Misra, A., & Misra, A. (2021). Compositionally-driven formation mechanism of hierarchical morphologies in co-deposited immiscible alloy thin films. Nanomaterials, 11(10). https://doi.org/10.3390/nano11102635 Publication ID: 103760
  • Startt, J.K., Dingreville, R.P.M., Raiman, S., Deo, C., & Deo, C. (2021). An electronic origin to the oscillatory segregation behavior in Ni-Cr and other BCC defects in FCC metals. Acta Materialia, 218. https://doi.org/10.1016/j.actamat.2021.117215 Publication ID: 79688
  • Alberdi, R., Robbins, J., Walsh, T., Dingreville, R.P.M., & Dingreville, R.P.M. (2021). Exploring wave propagation in heterogeneous metastructures using the relaxed micromorphic model. Journal of the Mechanics and Physics of Solids, 155. https://doi.org/10.1016/j.jmps.2021.104540 Publication ID: 79073
  • Echeverria, M.J., Galitskiy, S., Mishra, A., Dingreville, R.P.M., Dongare, A.M., & Dongare, A.M. (2021). Understanding the plasticity contributions during laser-shock loading and spall failure of Cu microstructures at the atomic scales. Computational Materials Science, 198. https://doi.org/10.1016/j.commatsci.2021.110668 Publication ID: 78944
  • Melia, M.A. (2021). Part-to-part and machine-to-machine variability in corrosion and roughness properties of additively manufactured stainless steel [Conference Presenation]. https://doi.org/10.2172/1899520 Publication ID: 76501
  • Pegues, J.W., Melia, M.A., Rodriguez, M.A., Babuska, T.F., Gould, B., Argibay, N., Greco, A., Kustas, A.B., & Kustas, A.B. (2021). In situ synchrotron X-ray imaging and mechanical properties characterization of additively manufactured high-entropy alloy composites. Journal of Alloys and Compounds, 876. https://doi.org/10.1016/j.jallcom.2021.159505 Publication ID: 78854
  • Desai, S., Dingreville, R.P.M., & Dingreville, R.P.M. (2021). Model-informed, Adaptive Physical Vapor Deposition to Fabricate Hierarchical Binary-alloy Thin-films. https://doi.org/10.2172/1819814 Publication ID: 75589
  • Startt, J.K., Deo, C., Dingreville, R.P.M., & Dingreville, R.P.M. (2021). Vacancy surface migration mechanisms in dilute nickel-chromium alloys. Scripta Materialia, 202. https://doi.org/10.1016/j.scriptamat.2021.113998 Publication ID: 78550
  • Duran, J.G., Taylor, J.M., Presuel-Moreno, F., Schaller, R.F., Schindelholz, E.J., Melia, M.A., & Melia, M.A. (2021). Marine Atmospheric Corrosion of Additively Manufactured Stainless Steels. Corrosion, 77(9), pp. 1003-1013. https://doi.org/10.5006/3793 Publication ID: 77973
  • Srinivasan, J., Noell, P., Melia, M.A., Schindelholz, E., & Schindelholz, E. (2021). The role of chloride concentration on the pitting kinetics of aluminum [Conference Presenation]. https://doi.org/10.2172/1890390 Publication ID: 75943
  • Quasi, M., Jackson, N., Dingreville, R.P.M., & Dingreville, R.P.M. (2021). Optimizing the piezoelectric response in AlN thin-films via high-throughput ab-initio perturbation theory simulations [Conference Poster]. https://doi.org/10.2172/1888687 Publication ID: 75773
  • Desai, S., Dingreville, R.P.M., & Dingreville, R.P.M. (2021). Designing thin film microstructures using genetic algorithms [Conference Poster]. https://doi.org/10.2172/1890915 Publication ID: 75769
  • Hu, C., Medlin, D.L., Dingreville, R.P.M., & Dingreville, R.P.M. (2021). Disconnection-Mediated Transition in Segregation Structure at Twin Boundaries: A Molecular Dynamic Simulation of Platinum-Gold System [Conference Poster]. https://doi.org/10.2172/1888398 Publication ID: 75768
  • Monti, J.M., Stewart, J.A., Dingreville, R.P.M., & Dingreville, R.P.M. (2021). Phase-Field Modeling of Physical Vapor Deposition of Polycrystalline Thin Films [Conference Poster]. https://doi.org/10.2172/1888996 Publication ID: 75746
  • Dingreville, R.P.M., Bielejec, E.S., Chen, E.Y., Deo, C., Kim, E., Spearot, D.E., Startt, J.K., Stewart, J.A., Sugar, J.D., Vizoso, D., Weck, P.F., Young, J.M., & Young, J.M. (2021). Multi-Resolution Characterization of the Coupling Effects of Molten Salts, High Temperature and Irradiation on Intergranular Fracture. https://doi.org/10.2172/1821254 Publication ID: 75597
  • Boyce, B.L., Garland, A., White, B., Jared, B.H., Conway, K., Adstedt, K., Dingreville, R.P.M., Robbins, J., Walsh, T., Alvis, T., Branch, B.A., Kaehr, B., Kunka, C., Leathe, N.S., & Leathe, N.S. (2021). Multimode Metastructures: Novel Hybrid 3D Lattice Topologies. https://doi.org/10.2172/1819411 Publication ID: 75540
  • Susan, D.F., Noell, P., McKenzie, B., Dickens, S.M., & Dickens, S.M. (2021). SEM/EBSD Analysis of Deformation and Determination of Dislocation Density [Conference Presenation]. https://doi.org/10.2172/1886188 Publication ID: 75477
  • Vizoso, D., Kosmidou, M., Balk, ., Hattar, K., Deo, C., Dingreville, R.P.M., & Dingreville, R.P.M. (2021). Size-dependent radiation damage mechanisms in nanowires and nanoporous structures. Acta Materialia, 215. https://doi.org/10.1016/j.actamat.2021.117018 Publication ID: 78670
  • Dingreville, R.P.M. (2021). Phase-field modeling of thin-film microstructures: A theoretical platform for understanding and designing functional nanostructured materials [Conference Presenation]. https://doi.org/10.2172/1888127 Publication ID: 79716
  • Melia, M.A. (2021). Part-to-part and machine-to-machine variability in corrosion and roughness properties of additively manufactured stainless steel [Conference Presenation]. https://doi.org/10.2172/1888454 Publication ID: 75266
  • Hu, C., Medlin, D.L., Dingreville, R.P.M., & Dingreville, R.P.M. (2021). Disconnection-Mediated Transition in Segregation Structures at Twin Boundaries. Journal of Physical Chemistry Letters, 12(29), pp. 6875-6882. https://doi.org/10.1021/acs.jpclett.1c02189 Publication ID: 79372
  • Johnson, K.L., Maestas, D., Noell, P., Lim, H., Emery, J., Smith, M., Martinez, C., Davis, W.L., & Davis, W.L. (2021). Predicting Mechanical Performance in Additive Manufacturing Components Using Deep Learning [Conference Presenation]. https://doi.org/10.2172/1882109 Publication ID: 79607
  • Dingreville, R.P.M. (2021). Minisymposium summer 2021 for CINT Research Initiative Program [Presentation]. https://www.osti.gov/biblio/1882303 Publication ID: 79439
  • Deitz, J., Ruggles, T., Noell, P., Susan, D.F., Michael, J.R., & Michael, J.R. (2021). Failure Analysis in FeCo Magnetic Alloys through Electron Channeling Contrast Imaging Defect Characterization [Conference Presenation]. https://doi.org/10.2172/1888124 Publication ID: 79304
  • Noell, P., Karasz, E., Johnson, K.L., Melia, M.A., & Melia, M.A. (2021). Evaluating Stress-Corrosion Cracking Susceptibility of Additively Manufactured 316L Summary slides [Conference Presenation]. https://doi.org/10.2172/1867563 Publication ID: 78395
  • Dingreville, R.P.M. (2021). Decoding microstructure statistics from diffractograms via atomistic simulations and machine learning [Conference Presenation]. https://doi.org/10.2172/1867348 Publication ID: 78384
  • Marshall, R.S., Katona, R.M., Kelly, R.G., Melia, M.A., & Melia, M.A. (2021). Predicting Pit Stability On Additively Manufactured SS316 Via Finite Element Modeling [Slides] [Conference Presenation]. https://doi.org/10.2172/1854685 Publication ID: 77499
  • Marshall, R.S., Katona, R.M., Melia, M.A., Kelly, R.G., & Kelly, R.G. (2021). Predicting Pit Stability On Additively Manufactured SS316 Via Finite Element Modeling (Initial Draft) [Slides] [Conference Presenation]. https://doi.org/10.2172/1847221 Publication ID: 77308
  • Yu, F., Kacher, J., Noell, P., & Noell, P. (2021). Correlating pit nucleation to dislocation network and microstructural defects by high-throughput scanning electron microscopy [Conference Poster]. https://doi.org/10.2172/1859846 Publication ID: 77788
  • san Marchi, C., Ronevich, J., Dingreville, R.P.M., Starr, M.J., Jungjohann, K.L., & Jungjohann, K.L. (2021). Investigation of the Structural Implications of Hydrogen in Natural Gas Infrastructure [Presentation]. https://www.osti.gov/biblio/1856470 Publication ID: 77720
  • Vizoso, D., Deo, C., Dingreville, R.P.M., & Dingreville, R.P.M. (2021). Phase Field Modeling of Radiation-Induced Segregation [Conference Poster]. https://doi.org/10.2172/1856469 Publication ID: 77719
  • Taylor, J.M., Duran, J.G., Karasz, E., Schaller, R.F., Johnson, K.L., Noell, P., Schindelholz, E., Melia, M.A., & Melia, M.A. (2021). Additively manufactured stainless steel susceptibility to localized corrosion and stress corrosion cracking [Conference Presenation]. https://doi.org/10.2172/1854434 Publication ID: 77477
  • Taylor, J.M., Melia, M.A., & Melia, M.A. (2021). Disinfectant corrosivity with shipboard HY80 steel [Conference Presenation]. https://doi.org/10.2172/1854309 Publication ID: 77451
  • Dingreville, R.P.M. (2021). Temperature and radiation effects on brittle versus ductile fracture behavior in miscible phase boundaries: insight from atomistic simulations. International Journal of Fracture, 228(1), pp. 1-13. https://doi.org/10.1007/s10704-020-00502-x Publication ID: 71989
  • Aksoy, D., Dingreville, R.P.M., Spearot, D.E., & Spearot, D.E. (2021). Spectrum of embrittling potencies and relation to properties of symmetric-tilt grain boundaries. Acta Materialia, 205. https://doi.org/10.1016/j.actamat.2020.116527 Publication ID: 72037
  • Melia, M.A., Schindelholz, E., Rodelas, J., Barr, C., Jared, B.H., Kotula, P.G., & Kotula, P.G. (2021). Melt Pool Boundaries and the Corrosion of Laser Powder Fusion Stainless Steels [Conference Presenation]. https://doi.org/10.2172/1847458 Publication ID: 77293
  • Melia, M.A., Duran, J.G., Marshall, R., Katona, R.M., Schaller, R.F., Rodelas, J., Heiden, M.J., Jared, B.H., Kelly, R., Schindelholz, E., & Schindelholz, E. (2021). Localized Corrosion of Additively Manufactured Stainless Steels [Conference Presenation]. https://doi.org/10.2172/1847457 Publication ID: 77292
  • Melia, M.A., Pegues, J.W., Pucket, R.V., Whetten, S.R., Jones, M., Argibay, N., Kustas, A.B., & Kustas, A.B. (2021). Exploring the Structure property Relationships of ( Ti x CoCrFeMnNi Graded High Entropy Alloy [Conference Presenation]. https://doi.org/10.2172/1847456 Publication ID: 77291
  • Srinivasan, J., Weirich, T.D., Marino, G.A., Annerino, A.R., Taylor, J.M., Noell, P., Griego, J.G., Schaller, R.F., Bryan, C.R., Locke, J.S., Schindelholz, E.J., & Schindelholz, E.J. (2021). Long-Term Effects of Humidity on Stainless Steel Pitting in Sea Salt Exposures. Journal of the Electrochemical Society, 168(2). https://doi.org/10.1149/1945-7111/abdc75 Publication ID: 75182
  • Guziewski, M., Montes de Zapiain, D., Dingreville, R.P.M., Coleman, S.P., & Coleman, S.P. (2021). Microscopic and Macroscopic Characterization of Grain Boundary Energy and Strength in Silicon Carbide via Machine-Learning Techniques. ACS Applied Materials and Interfaces, 13(2), pp. 3311-3324. https://doi.org/10.1021/acsami.0c15980 Publication ID: 72352
  • Montes de Zapiain, D., Stewart, J.A., Dingreville, R.P.M., & Dingreville, R.P.M. (2021). Accelerating phase-field-based microstructure evolution predictions via surrogate models trained by machine learning methods. npj Computational Materials, 7(1). https://doi.org/10.1038/s41524-020-00471-8 Publication ID: 71926
  • Bellotti, A., Kim, J.Y., Bishop, J.E., Jared, B.H., Johnson, K.L., Susan, D.F., Noell, P., Jacobs, L.J., & Jacobs, L.J. (2021). Nonlinear ultrasonic technique for the characterization of microstructure in additive materials. Journal of the Acoustical Society of America, 149(1), pp. 158-166. https://doi.org/10.1121/10.0002960 Publication ID: 72255
  • Dingreville, R.P.M. (2021). Accelerating phase-field based predictions via surrogate models trained by machine learning methods [Conference Presenation]. https://doi.org/10.2172/1843647 Publication ID: 75200
  • Noell, P., Griego, J.J.M., & Griego, J.J.M. (2021). Executive Micro-CT high-resolution Summary for Catheter Part [Slides]. https://doi.org/10.2172/1763595 Publication ID: 75003
  • Cellini, F., Lavini, F., Chen, E.Y., Bongiorno, A., Popovic, F., Hartman, R.L., Dingreville, R.P.M., Riedo, E., & Riedo, E. (2021). Pressure-Induced Formation and Mechanical Properties of 2D Diamond Boron Nitride. Advanced Science, 8(2). https://doi.org/10.1002/advs.202002541 Publication ID: 71925
  • Zarnas, P.D., Boyce, B.L., Qu, J., Dingreville, R.P.M., & Dingreville, R.P.M. (2020). Stress-induced transition from vacancy annihilation to void nucleation near microcracks. International Journal of Solids and Structures, 213, pp. 103-110. https://doi.org/10.1016/j.ijsolstr.2020.12.014 Publication ID: 72398
  • Noell, P., Rupp, R.E., Taleff, E.M., & Taleff, E.M. (2020). Creep Deformation and Dynamic Grain Growth in an Interstitial-Free Steel. Metallurgical and Materials Transactions A: Physical Metallurgy and Materials Science, 51(12), pp. 6167-6183. https://doi.org/10.1007/s11661-020-06014-6 Publication ID: 73048
  • Noell, P., Melia, M.A., Schindelholz, E.J., & Schindelholz, E.J. (2020). Revealing the growth kinetics of atmospheric corrosion pitting in aluminum via in situ microtomography. npj Materials Degradation, 4(1). https://doi.org/10.1038/s41529-020-00136-3 Publication ID: 73736
  • Dingreville, R.P.M., Stewart, J.A., Chen, E.Y., Monti, J.M., & Monti, J.M. (2020). Benchmark problems for the Mesoscale Multiphysics Phase Field Simulator (MEMPHIS). https://doi.org/10.2172/1729722 Publication ID: 100932
  • Rossman, G.A., Avina, I.C., Steinfeldt, B., Koplow, J., Smith, K., Jouravel, N., Buffleben, G.M., Sinha, A., Negrete, O.A., Barnett, T., Karnesky, R.A., Melia, M.A., Taylor, J.M., Sorensen, N.R., Ackermann, M.R., Bachand, G.D., Harmon, B.N., Jones, B.H., Miller, P.R., … Bachman, W.B. (2020). Sandia’s Research in Support of COVID-19 Pandemic Response: Materials Science. https://doi.org/10.2172/1681092 Publication ID: 100420
  • Stewart, J.A., Damm, D., Dingreville, R.P.M., Hamilton, P.K., & Hamilton, P.K. (2020). Understanding Microstructure Variability in Vapor-Deposited Energetic Materials by Using Phase-Field Methods. https://doi.org/10.2172/1668927 Publication ID: 99848
  • Skelton Marshall, R., Katona, R.M., Melia, M.A., Kelly, R.G., & Kelly, R.G. (2020). Finite Element Modeling of SS316 Pit Stability with respect to Geometry Parameters Under Atmospheric Conditions [Conference Poster]. https://www.osti.gov/biblio/1821836 Publication ID: 74958
  • Melia, M.A., Pegues, J.W., Summers, K., Jones, M., Nation, B., Argibay, N., Kustas, A.B., & Kustas, A.B. (2020). Additive Manufacturing to Compositionally Grade Metals for High Throughput Alloy Screening [Conference Poster]. https://www.osti.gov/biblio/1821835 Publication ID: 74956
  • Alberdi, R., Dingreville, R.P.M., Robbins, J., Walsh, T., White, B., Jared, B.H., Boyce, B.L., & Boyce, B.L. (2020). Multi-morphology lattices lead to improved plastic energy absorption. Materials and Design, 194(C). https://doi.org/10.1016/j.matdes.2020.108883 Publication ID: 106156
  • Schindelholz, E., Spoerke, E.D., Grunlan, J., Melia, M.A., Percival, S.J., Qin, S., Barrick, E., Alexander, C., Nelson, D., & Nelson, D. (2020). Ultrathin corrosion barrier films enabled by layer-by-layer polymer clay nanocomposites [Conference Poster]. https://www.osti.gov/biblio/1822303 Publication ID: 70942
  • Melia, M.A., Schindelholz, E., Noell, P., & Noell, P. (2020). Corrosion kinetics and pit morphology of pure aluminum during atmospheric corrosion by in-operando microtomography [Conference Poster]. https://www.osti.gov/biblio/1821824 Publication ID: 74944
  • Chen, E.Y., Dingreville, R.P.M., Lavini, F., Riedo, E., & Riedo, E. (2020). Pressure-induced Formation and Mechanical Properties of 2D Diamond Boron Nitride [Conference Poster]. https://www.osti.gov/biblio/1821287 Publication ID: 74892
  • Boyce, B.L., Noell, P., & Noell, P. (2020). The mechanisms of ductile fracture [Presentation]. https://www.osti.gov/biblio/1821286 Publication ID: 74891
  • Montes de Zapiain, D., Guziewski, M., Coleman, S.P., Dingreville, R.P.M., & Dingreville, R.P.M. (2020). Characterizing the Tensile Strength of Metastable Grain Boundaries inSilicon Carbide Using Machine Learning [Conference Poster]. https://www.osti.gov/biblio/1821092 Publication ID: 74872
  • Schaller, R.F., Melia, M.A., Bocher, F., & Bocher, F. (2020). Oxidation Behavior of Additively Manufactured 316L in a Supercritical CO2 Environment [Conference Poster]. https://www.osti.gov/biblio/1821086 Publication ID: 74865
  • Stewart, J.A., Modine, N.A., Dingreville, R.P.M., & Dingreville, R.P.M. (2020). Re-examining the silicon self-interstitial charge states and defect levels: A density functional theory and bounds analysis study. AIP Advances, 10(9). https://doi.org/10.1063/5.0016134 Publication ID: 74461
  • Dingreville, R.P.M., Montes de Zapiain, D., Stewart, J.A., & Stewart, J.A. (2020). Accelerating phase-field based predictions via surrogate models trained by machine learning methods [Conference Poster]. https://www.osti.gov/biblio/1812455 Publication ID: 74385
  • Dingreville, R.P.M. (2020). Accelerating phase-field based predictions: A case study with surrogate models trained using machine learning methods [Presentation]. https://www.osti.gov/biblio/1813720 Publication ID: 74514
  • Lee, C.W., Stewart, J.A., Dingreville, R.P.M., Foiles, S.M., Schleife, A., & Schleife, A. (2020). Multiscale simulations of electron and ion dynamics in self-irradiated silicon. Physical Review B, 102(2). https://doi.org/10.1103/physrevb.102.024107 Publication ID: 99960
  • Dingreville, R.P.M., Montes de Zapiain, D., Stewart, J.A., & Stewart, J.A. (2020). Accelerating phase-field based predictions via surrogate models trained by machine learning methods [Presentation]. https://www.osti.gov/biblio/1808265 Publication ID: 74056
  • Melia, M.A., Whetten, S.R., Pucket, R.V., Jones, M., Heiden, M.J., Argibay, N., Kustas, A.B., & Kustas, A.B. (2020). High-throughput additive manufacturing and characterization of refractory high entropy alloys. Applied Materials Today, 19(C). https://doi.org/10.1016/j.apmt.2020.100560 Publication ID: 72951
  • Noell, P., Pathare, P.R., Casias, Z., Huber, T., Laing, J., Carroll, J.D., & Carroll, J.D. (2020). Mechanical testing of PH13-8Mo H950 Steel for Xue-Wierzbicki Fracture Criterion Determination at 20° C and -40° C. https://doi.org/10.2172/1814080 Publication ID: 73737
  • Noell, P., Rodelas, J., Ghanbari, Z., Laursen, C.M., & Laursen, C.M. (2020). Microstructural modification of additively manufactured metals by electropulsing. Additive Manufacturing, 33(C). https://doi.org/10.1016/j.addma.2020.101128 Publication ID: 66606
  • Dingreville, R.P.M., Stewart, J.A., Chen, E.Y., & Chen, E.Y. (2020). Benchmark problems for the Mesoscale Multiphysics Phase Field Simulator (MEMPHIS). https://doi.org/10.2172/1615889 Publication ID: 73262
  • Dingreville, R.P.M. (2020). Mesoscale Multiphysics Phase Field Simulator (MEMPHIS): Recent progresses in phase-field modeling at Sandia National Laboratories [Conference Poster]. https://www.osti.gov/biblio/1779038 Publication ID: 73303
  • Griego, J.J.M., Noell, P., & Noell, P. (2020). Executive Micro-CT Low-resolution Summary for Catheter Parts [Slides]. https://doi.org/10.2172/1605340 Publication ID: 105624
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June 8, 2023