Abstract
Materials for the next generation of electric power infrastructure will be subject to harsh service environments featuring extreme levels of stress, temperature, irradiation, and corrosive attack, often simultaneously. In this article, we review the overarching technical issues involved in designing/certifying materials that can withstand these conditions, with specific examples given for fusion plasma containment, molten salt reactors, and thermoelectric devices. Then, we examine the new advances and broad persistent needs for modeling tools capable of both accelerating the discovery of improved materials for such applications, and predicting how materials will evolve, degrade, and eventually fail. Particular emphasis is given to the need for advancing materials informatics and machine learning capabilities in concert with ever more comprehensive multiphysics simulations at intermediate time and length scales to understand how coupled extremes affect properties and performance differently than single extremes in isolation.
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D. Butler, Nature 429, 238 (2004)
G.S. Was, Fundamentals of Radiation Materials Science (Springer, Cham, 2017)
B.D. Wirth, K. Nordlund, D.G. Whyte, D. Xu, MRS Bull. 36(3), 216 (2011). https://doi.org/10.1557/mrs.2011.37
J.C. Steckel, M. Jakob, To End Coal, Adapt to Regional Realities (Nature Publishing Group, Berlin, 2022)
J.-C. Brachet, I. Idarraga-Trujillo, M. Le Flem, M. Le Saux, V. Vandenberghe, S. Urvoy, E. Rouesne, T. Guilbert, C. Toffolon-Masclet, M. Tupin, J. Nucl. Mater. 517, 268 (2019)
P. Fenici, A.F. Rebelo, R. Jones, A. Kohyama, L. Snead, J. Nucl. Mater. 258, 215 (1998)
A.F. Rowcliffe, L.M. Garrison, Y. Yamamoto, L. Tan, Y. Katoh, Fusion Eng. Des. 135, 290 (2018)
E. Stefan, B. Talic, Y. Larring, A. Gruber, T.A. Peters, Int. Mater. Rev. 67, 461 (2022)
M. Hirscher, V.A. Yartys, M. Baricco, J.B. von Colbe, D. Blanchard, R.C. Bowman Jr., D.P. Broom, C.E. Buckley, F. Chang, P. Chen, J. Alloys Compd. 827, 153548 (2020)
S.K. Lawrence, J.P. Wharry, JOM 72, 1979 (2020)
G. McCracken, J. Nucl. Mater. 63, 373 (1976)
D. Post, R. Behrisch, B. Stansfield, “Introduction to the Physics of Plasma Wall Interactions in Controlled Fusion,” in Physics of Plasma-Wall Interactions in Controlled Fusion (Springer, Boston, 1986), pp. 1–14
W. Jacob, C. Linsmeier, M. Rubel, Phys. Scr. 2011(T145), 011001 (2011). https://doi.org/10.1088/0031-8949/2011/T145/011001
G. McCracken (ed.), Plasma Surface Interactions in Controlled Fusion Devices (Elsevier, Amsterdam, 1978)
G. Federici, C.H. Skinner, J.N. Brooks, J.P. Coad, C. Grisolia, A.A. Haasz, A. Hassanein, V. Philipps, C.S. Pitcher, J. Roth, Nucl. Fusion 41, 1967 (2001)
A. Lasa, S. Blondel, D. Bernholdt, J. Canik, M. Cianciosa, W. Elwasif, D. Green, P. Roth, T. Younkin, D. Curreli, Nucl. Fusion 61, 116051 (2021)
K. Schmid, K. Krieger, S. Lisgo, G. Meisl, S. Brezinsek, J.E. Contributors, J. Nucl. Mater. 463, 66 (2015)
J. Romazanov, A. Kirschner, S. Brezinsek, R. Pitts, D. Borodin, S. Rode, M. Navarro, K. Schmid, E. Veshchev, V. Neverov, Nucl. Fusion 62, 036011 (2022)
M. Mayer, S. Krat, W. Van Renterghem, A. Baron-Wiechec, S. Brezinsek, I. Bykov, P. Coad, Y. Gasparyan, K. Heinola, J. Likonen, Phys. Scr. 2016, 014051 (2016)
M. Balden, M. Mayer, B. Bliewert, E. Bernard, M. Diez, M. Firdaouss, M. Missirlian, B. Pégourié, M. Richou, H. Roche, E. Tsitrone, C. Martin, A. Hakola, Phys. Scr. 96(12), 124020 (2021)
C. Bourdelle, J. Artaud, V. Basiuk, M. Bécoulet, S. Brémond, J. Bucalossi, H. Bufferand, G. Ciraolo, L. Colas, Y. Corre, Nucl. Fusion 55, 063017 (2015)
J. Serp, M. Allibert, O. Beneš, S. Delpech, O. Feynberg, V. Ghetta, D. Heuer, D. Holcomb, V. Ignatiev, J.L. Kloosterman, L. Luzzi, E. Merle-Lucotte, J. Uhlíř, R. Yoshioka, D. Zhimin, Prog. Nucl. Energy 77, 308 (2014). https://doi.org/10.1016/j.pnucene.2014.02.014
W.D. Manly, G.M. Adamson Jr., J.H. Coobs, J.H. DeVan, D.A. Douglas, E.E, Hoffman, P. Patriarca, Aircraft Reactor Experiment–Metallurgical Aspects (No. ORNL-2349, Oak Ridge National Laboratory, Oak Ridge, 1958)
P.N. Haubenreich, J.R. Engel, Nucl. Appl. Technol. 8(2), 118 (1970)
R. Reed, Superalloys: Foundations and Applications (Cambridge University Press, Cambridge, 2006)
M.A. Stopher, Mater. Sci. Technol. 33, 518 (2017). https://doi.org/10.1080/02670836.2016.1187334
P.F. Tortorelli, H. Wang, K.A. Unocic, M.L. Santella, J.P. Shingledecker, V. Cedro, Long-Term Creep-Rupture Behavior of Inconel Technology (American Society of Mechanical Engineers, New York, 2014)
P.-G. Vincent, H. Moulinec, L. Joëssel, M.I. Idiart, M. Gărăjeu, J. Nucl. Mater. 542, 152463 (2020). https://doi.org/10.1016/j.jnucmat.2020.152463
D. Olander, J. Nucl. Mater. 300, 270 (2002). https://doi.org/10.1016/s0022-3115(01)00742-5
J. Zhang, C.W. Forsberg, M.F. Simpson, S. Guo, S.T. Lam, R.O. Scarlat, F. Carotti, K.J. Chan, P.M. Singh, W. Doniger, K. Sridharan, J.R. Keiser, Corros. Sci. 144, 44 (2018). https://doi.org/10.1016/j.corsci.2018.08.035
N. Skowronski, Telluridm-Induced Corrosion of Structural Alloys for Nuclear Applications in Molten Salts (Massachusetts Institute of Technology, Cambridge, 2017)
J. DeVan, R. Evans III, Corrosion Behavior of Reactor Materials in Fluoride Salt Mixtures (Oak Ridge National Laboratory, Oak Ridge, 1962)
H. McCoy, R.L. Beatty, W.H. Cook, R.E. Gehlbach, C.R. Kennedy, J.W. Koger, A.P. Litman, C.E. Sessions, J.R. Weir, Nucl. Appl. Technol. 8(2), 156 (1970)
G. Zheng, L. He, D. Carpenter, K. Sridharan, J. Nucl. Mater. 482, 147 (2016)
R. Pillai, S.S. Raiman, B.A. Pint, J. Nucl. Mater. 546, 152755 (2021). https://doi.org/10.1016/j.jnucmat.2020.152755
X. Liu, A. Ronne, L.C. Yu, Y. Liu, M. Ge, C.H. Lin, B. Layne, P. Halstenberg, D.S. Maltsev, A.S. Ivanov, S. Antonelli, S. Dai, W.K. Lee, S.M. Mahurin, A.I. Frenkel, J.F. Wishart, X. Xiao, Y.K. Chen-Wiegart, Nat. Commun. 12, 3441 (2021). https://doi.org/10.1038/s41467-021-23598-8
W. Zhou, Y. Yang, G. Zheng, K.B. Woller, P.W. Stahle, A.M. Minor, M.P. Short, Nat. Commun. 11, 3430 (2020). https://doi.org/10.1038/s41467-020-17244-y
A. Bakai, “Combined Effect of Molten Fluoride Salt and Irradiation on Ni-Based Alloys,” in Materials Issues for Generation IV Systems (Springer, New York, 2008)
G. Tan, F. Shi, S. Hao, L.-D. Zhao, H. Chi, X. Zhang, C. Uher, C. Wolverton, V.P. Dravid, M.G. Kanatzidis, Nat. Commun. 7, 12167 (2016)
S. Hao, V.P. Dravid, M.G. Kanatzidis, C. Wolverton, NPJ Comput. Mater. 5(1), 58 (2019)
M.F. Ashby, Acta Metall. 20, 887 (1972). https://doi.org/10.1016/0001-6160(72)90082-x
H.J. Frost, M.F. Ashby, Deformation-Mechanism Maps for Metals and Alloys (Pergamon Press, Oxford, 1981)
A.L. Gurson, J. Eng. Mater. Technol. 99, 2 (1977). https://doi.org/10.1115/1.3443401
C. Wagner, J. Electrochem. Soc. 99(10), 369 (1952). https://doi.org/10.1149/1.2779605
P.V. Balachandran, D. Xue, J. Theiler, J. Hogden, T. Lookman, Sci. Rep. 6, 19660 (2016). https://doi.org/10.1038/srep19660
T. Lookman, P.V. Balachandran, D. Xue, R. Yuan, NPJ Comput. Mater. 5, 21 (2019). https://doi.org/10.1038/s41524-019-0153-8
P.V. Balachandran, MRS Bull. 45(7), 579 (2020). https://doi.org/10.1557/mrs.2020.163
A.M. Gopakumar, P.V. Balachandran, D. Xue, J.E. Gubernatis, T. Lookman, Sci. Rep. 8, 3738 (2018). https://doi.org/10.1038/s41598-018-21936-3
A.J. Keane, AIAA J. 44(4), 879 (2006). https://doi.org/10.2514/1.16875
D. Khatamsaz, B. Vela, P. Singh, D.D. Johnson, D. Allaire, R. Arróyave, Acta Mater. 236, 118133 (2022). https://doi.org/10.1016/j.actamat.2022.118133
A. Mannodi-Kanakkithodi, G. Pilania, R. Ramprasad, T. Lookman, J.E. Gubernatis, Comput. Mater. Sci. 125, 92 (2016). https://doi.org/10.1016/j.commatsci.2016.08.018
P. Rajak, A. Krishnamoorthy, A. Mishra, R. Kalia, A. Nakano, P. Vashishta, NPJ Comput. Mater. 7, 108 (2021). https://doi.org/10.1038/s41524-021-00535-3
A.I.J. Forrester, A. Sóbester, A.J. Keane, Proc. R. Soc. A 463, 3251 (2007). https://doi.org/10.1098/rspa.2007.1900
G. Pilania, J.E. Gubernatis, T. Lookman, Comput. Mater. Sci. 129, 156 (2017). https://doi.org/10.1016/j.commatsci.2016.12.004
A.E. Tallman, M. Arul Kumar, C. Matthews, L. Capolungo, JOM 73, 126 (2020). https://doi.org/10.1007/s11837-020-04402-2
K. Lee, M.V. Ayyasamy, Y. Ji, P.V. Balachandran, Sci. Rep. 12, 11591 (2022). https://doi.org/10.1038/s41598-022-15618-4
K. Lee, M.V. Ayyasamy, P. Delsa, T.Q. Hartnett, P.V. Balachandran, NPJ Comput. Mater. 8, 25 (2022). https://doi.org/10.1038/s41524-022-00704-y
T.Q. Hartnett, V. Sharma, S. Garg, R. Barua, P.V. Balachandran, Acta Mater. 231, 117891 (2022). https://doi.org/10.1016/j.actamat.2022.117891
A.E.A. Allen, A. Tkatchenko, Sci. Adv. 8(18), 7185 (2022). https://doi.org/10.1126/sciadv.abm7185
W.J. Murdoch, C. Singh, K. Kumbier, R. Abbasi-Asl, B. Yu, Proc. Natl. Acad. Sci. U.S.A. 116, 22071 (2019). https://doi.org/10.1073/pnas.1900654116
C. Molnar, G. Casalicchio, B. Bischl, “Interpretable Machine Learning – A Brief History, State-of-the-Art and Challenges,” in Proceedings of ECML PKDD 2020 Workshops, ed. by I. Koprinska, M. Kamp, A. Appice, C. Loglisci, L. Antonie, A. Zimmermann, R. Guidotti, Ö. Özgöbek, R.P. Ribeiro, R. Gavaldà, J. Gama, L. Adilova, Y. Krishnamurthy, P.M. Ferreira, D. Malerba, I. Medeiros, M. Ceci, G. Manco, E. Masciari, Z.W. Ras, P. Christen, E. Ntoutsi, E. Schubert, A. Zimek, A. Monreale, P. Biecek, S. Rinzivillo, B. Kille, A. Lommatzsch, A. Gulla (Springer, Cham, 2020), pp. 417–431
M. Schmidt, H. Lipson, Science 324, 81 (2009). https://doi.org/10.1126/science.1165893
Y. Wang, N. Wagner, J.M. Rondinelli, MRS Commun. 9(4), 793 (2019). https://doi.org/10.1557/mrc.2019.85
S. Desai, A. Strachan, Sci. Rep. 11, 12761 (2021). https://doi.org/10.1038/s41598-021-92278-w
S. Sun, R. Ouyang, B. Zhang, T.-Y. Zhang, MRS Bull. 44(7), 559 (2019). https://doi.org/10.1557/mrs.2019.156
J. Tanevski, L. Todorovski, S. Džeroski, Eng. Appl. Artif. Intell. 89, 103423 (2020). https://doi.org/10.1016/j.engappai.2019.103423
N.-D. Hoang, C.-T. Chen, K.-W. Liao, Measurement 112, 141 (2017). https://doi.org/10.1016/j.measurement.2017.08.031
W. Gao, X. Chen, D. Chen, J. Adv. Res. 20, 141 (2019). https://doi.org/10.1016/j.jare.2019.07.001
E.A. Olivetti, J.M. Cole, E. Kim, O. Kononova, G. Ceder, T.Y.-J. Han, A.M. Hiszpanski, Appl. Phys. Rev. (2020). https://doi.org/10.1063/5.0021106
L.-Q. Chen, Annu. Rev. Mater. Res. 32, 113 (2002). https://doi.org/10.1146/annurev.matsci.32.112001.132041
I. Singer-Loginova, H.M. Singer, Rep. Prog. Phys. 71(10), 106501 (2008). https://doi.org/10.1088/0034-4885/71/10/106501
B. Nestler, A. Choudhury, Curr. Opin. Solid State Mater. Sci. 15, 93 (2011). https://doi.org/10.1016/j.cossms.2011.01.003
S. Blondel, D.E. Bernholdt, K.D. Hammond, L. Hu, D. Maroudas, B.D. Wirth, Fusion Sci. Technol. 71, 84 (2017)
T. Jourdan, G. Bencteux, G. Adjanor, J. Nucl. Mater. 444, 298 (2014). https://doi.org/10.1016/j.jnucmat.2013.10.009
A.A. Kohnert, B.D. Wirth, L. Capolungo, Comput. Mater. Sci. 149, 442 (2018). https://doi.org/10.1016/j.commatsci.2018.02.049
B. Devincre, L.P. Kubin, C. Lemarchand, R. Madec, Mater. Sci. Eng. A 309–310, 211 (2001). https://doi.org/10.1016/s0921-5093(00)01725-1
R. Madec, B. Devincre, L. Kubin, T. Hoc, D. Rodney, Science 301, 1879 (2003). https://doi.org/10.1126/science.1085477
C. Sobie, N. Bertin, L. Capolungo, Metall. Mater. Trans. A 46, 3761 (2015)
A.A. Kohnert, L. Capolungo, Phys. Rev. Mater. 3(5), 053608 (2019). https://doi.org/10.1103/PhysRevMaterials.3.053608
C. McElfresh, Y. Cui, S.L. Dudarev, G. Po, J. Marian, Int. J. Plast. 136, 102848 (2021). https://doi.org/10.1016/j.ijplas.2020.102848
A.A. Kohnert, L. Capolungo, NPJ Comput. Mater. 8, 104 (2022)
C. Sobie, L. Capolungo, D.L. McDowell, E. Martinez, J. Mech. Phys. Solids 105, 161 (2017)
A.A. Kohnert, L. Capolungo, J. Mech. Phys. Solids 122, 98 (2019). https://doi.org/10.1016/j.jmps.2018.08.023
Q. Yu, S. Chatterjee, K.J. Roche, G. Po, J. Marian, Model. Simul. Mater. Sci. Eng. 29(5), 055021 (2021). https://doi.org/10.1088/1361-651X/ac01ba
W. Wen, A. Kohnert, M. Arul Kumar, L. Capolungo, C.N. Tomé, Int. J. Plast. 126, 102633 (2020). https://doi.org/10.1016/j.ijplas.2019.11.012
J.E. Ramos Nervi, J.W. Signorelli, M.I. Idiart, Philos. Mag. 102(7), 589 (2022). https://doi.org/10.1080/14786435.2021.2011979
A. Patra, D.L. McDowell, Philos. Magn. 92, 861 (2012). https://doi.org/10.1080/14786435.2011.634855
A. Patra, C.N. Tomé, S.I. Golubov, Philos. Mag. 97, 2018 (2017). https://doi.org/10.1080/14786435.2017.1324648
N. Bieberdorf, A. Tallman, M.A. Kumar, V. Taupin, R.A. Lebensohn, L. Capolungo, Int. J. Plast 147, 103086 (2021)
A. Rovinelli, M.C. Messner, D.M. Parks, T.-L. Sham, Integr. Mater. Manuf. Innov. 10, 627 (2021). https://doi.org/10.1007/s40192-021-00228-1
K. Schmid, M. Reinelt, K. Krieger, J. Nucl. Mater. 415, S284 (2011)
K. Schmid, T. Lunt, Nucl. Mater. Energy 17, 200 (2018)
A. Lasa, J. Canik, S. Blondel, T. Younkin, D. Curreli, J. Drobny, P. Roth, M. Cianciosa, W. Elwasif, D. Green, Phys. Scr. 2020, 014041 (2020)
P. Stangeby, J. Elder, J. Nucl. Mater. 196, 258 (1992)
A. Mutzke, R. Schneider, W. Eckstein, R. Dohmen, SDTrim SP, Version 5.00 (IPP 12/8, Max-Planck-Institut für Plasmaphysik, Garching, 2011)
R. Schneider, X. Bonnin, K. Borrass, D. Coster, H. Kastelewicz, D. Reiter, V. Rozhansky, B. Braams, Contrib. Plasma Phys. 46, 3 (2006)
R. Pitts, X. Bonnin, F. Escourbiac, H. Frerichs, J. Gunn, T. Hirai, A. Kukushkin, E. Kaveeva, M. Miller, D. Moulton, Nucl. Mater. Energy 20, 100696 (2019)
R. Khaziev, D. Curreli, Phys. Plasmas 22, 043503 (2015)
T.R. Younkin, D.L. Green, A.B. Simpson, B. Wirth, Comput. Phys. Commun. 264, 107885 (2021)
J. Drobny, A. Hayes, D. Curreli, D.N. Ruzic, J. Nucl. Mater. 494, 278 (2017)
G. Po, M.S. Mohamed, T. Crosby, C. Erel, A. El-Azab, N. Ghoniem, JOM 66, 2108 (2014). https://doi.org/10.1007/s11837-014-1153-2
Acknowledgments
A.A.K. and L.C. acknowledge support as part of FUTURE (Fundamental Understanding of Transport Under Reactor Extremes), an Energy Frontier Research Center funded by the US Department of Energy (DOE), Office of Science, Basic Energy Sciences (BES) (molten salt reactor) and from the Extreme Environment Materials (XMAT) program funded by DOE, Office of Fossil Energy and Carbon Management. B.D.W. acknowledges financial support from the US Department of Energy, Office of Fusion Energy Sciences under Grant No. DOE-DE-SC0006661 and the US Department of Energy, Office of Fusion Energy Sciences and Office of Advanced Scientific Computing Research through the Scientific Discovery through Advanced Computing (SciDAC) project on Plasma-Surface Interactions. P.V.B. acknowledges support from the Defense Advanced Research Projects Agency (DARPA) and the Army Research Office under Grant No. W911NF-20-1-0289. The views and conclusions contained in this document are those of the authors and should not be interpreted as representing the official policies, either expressed or implied, of DARPA, the Army Research Office, or the US Government. The US Government is authorized to reproduce and distribute reprints for Government purposes notwithstanding any copyright notation herein.
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Kohnert, A.A., Wirth, B.D., Wolverton, C. et al. Modeling materials under coupled extremes: Enabling better predictions of performance. MRS Bulletin 47, 1120–1127 (2022). https://doi.org/10.1557/s43577-022-00455-7
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DOI: https://doi.org/10.1557/s43577-022-00455-7