Identifying structural flow defects in disordered solids using machine-learning methods

Physical Review Letters

Volumn 114, Issue 10, 2015, Pages

  Cubuk, E D ^a   Schoenholz, S S ^b   Rieser, J M ^b   Malone, B D ^a   Rottler, J ^c   Durian, D J ^b   Kaxiras, E ^a   Liu, A J ^b  

^a HARVARD UNIVERSITY   (United States)

^b UNIVERSITY OF PENNSYLVANIA   (United States)

^c UNIVERSITY OF BRITISH COLUMBIA   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; DEFECTS; GLASS; GLASS TRANSITION;

DISORDERED MATERIALS; DISORDERED SOLIDS; EXPERIMENTAL REALIZATIONS; HETEROGENEOUS DYNAMICS; LENNARD-JONES GLASS; MACHINE LEARNING METHODS; STRUCTURAL FEATURE; THREE DIMENSIONS;

LEARNING SYSTEMS;

EID: 84925373077     PISSN: 00319007     EISSN: 10797114     Source Type: Journal    
DOI: 10.1103/PhysRevLett.114.108001     Document Type: Article

References (40)

1. G. I. Taylor, Proc. R. Soc. A 145, 362 (1934). PRLAAZ 1364-5021 10.1098/rspa.1934.0106
2. A. M. Alsayed, M. F. Islam, J. Zhang, P. J. Collings, and A. G. Yodh, Science 309, 1207 (2005). SCIEAS 0036-8075 10.1126/science.1112399
3. A. S. Argon and H. Y. Kuo, Mater. Sci. Eng. 39, 101 (1979). MSCEAA 0025-5416 10.1016/0025-5416(79)90174-5
4. A. S. Argon, Acta Metall. 27, 47 (1979). AMETAR 0001-6160 10.1016/0001-6160(79)90055-5
5. M. L. Falk and J. S. Langer, Phys. Rev. E 57, 7192 (1998). PLEEE8 1063-651X 10.1103/PhysRevE.57.7192
6. L. Bocquet, A. Colin, and A. Ajdari, Phys. Rev. Lett. 103, 036001 (2009). PRLTAO 0031-9007 10.1103/PhysRevLett.103.036001
7. J. Rottler, S. S. Schoenholz, and A. J. Liu, Phys. Rev. E 89, 042304 (2014). PLEEE8 1539-3755 10.1103/PhysRevE.89.042304
8. C. Brito and M. Wyart, J. Stat. Mech. (2007) L08003. JSMTC6 1742-5468
9. A. Widmer-Cooper, H. Perry, P. Harrowell, and D. R. Reichman, Nat. Phys. 4, 711 (2008). NPAHAX 1745-2473 10.1038/nphys1025
10. A. Widmer-Cooper, H. Perry, P. Harrowell, D. R. Reichman, J. Chem. Phys. 131, 194508 (2009). JCPSA6 0021-9606 10.1063/1.3265983
11. R. Candelier, A. Widmer-Cooper, J. K. Kummerfeld, O. Dauchot, G. Biroli, P. Harrowell, and D. R. Reichman, Phys. Rev. Lett. 105, 135702 (2010). PRLTAO 0031-9007 10.1103/PhysRevLett.105.135702
12. M. L. Manning and A. J. Liu, Phys. Rev. Lett. 107, 108302 (2011). PRLTAO 0031-9007 10.1103/PhysRevLett.107.108302
13. K. Chen, M. L. Manning, P. J. Yunker, W. G. Ellenbroek, Z. Zhang, A. J. Liu, and A. G. Yodh, Phys. Rev. Lett. 107, 108301 (2011). PRLTAO 0031-9007 10.1103/PhysRevLett.107.108301
14. G. M. Hocky and D. R. Reichman, J. Chem. Phys. 138, 12A537 (2013). JCPSA6 0021-9606 10.1063/1.4790799
15. K. Chen, T. Still, S. Schoenholz, K. B. Aptowicz, M. Schindler, A. C. Maggs, A. J. Liu, and A. G. Yodh, Phys. Rev. E 88, 022315 (2013). PLEEE8 1539-3755 10.1103/PhysRevE.88.022315
16. S. S. Schoenholz, A. J. Liu, R. A. Riggleman, and J. Rottler, Phys. Rev. X 4, 031014 (2014). PRXHAE 2160-3308 10.1103/PhysRevX.4.031014
17. R. L. Jack, A. J. Dunleavy, and C. P. Royall, Phys. Rev. Lett. 113, 095703 (2014). PRLTAO 0031-9007 10.1103/PhysRevLett.113.095703
18. J. J. Gilman, Phys. Today 28, No. 5, 46 (1975). PHTOAD 0031-9228 10.1063/1.3068966
19. P. Chaudhari, A. Levi, and P. Steinhardt, Phys. Rev. Lett. 43, 1517 (1979). PRLTAO 0031-9007 10.1103/PhysRevLett.43.1517
20. A. Widmer-Cooper, P. Harrowell, and H. Fynewever, Phys. Rev. Lett. 93, 135701 (2004). PRLTAO 0031-9007 10.1103/PhysRevLett.93.135701
21. A. Widmer-Cooper and P. Harrowell, J. Chem. Phys. 126, 154503 (2007). JCPSA6 0021-9606 10.1063/1.2719192
22. D. Coslovich and G. Pastore, Europhys. Lett. 75, 784 (2006). EULEEJ 0295-5075 10.1209/epl/i2006-10175-8
23. D. Coslovich and G. Pastore, J. Chem. Phys. 127, 124504 (2007). JCPSA6 0021-9606 10.1063/1.2773716
24. A. Malins, J. Eggers, H. Tanaka, and C. P. Royall, Faraday Discuss. 167, 405 (2013). FDISE6 1359-6640 10.1039/c3fd00078h
25. J. Behler and M. Parrinello, Phys. Rev. Lett. 98, 146401 (2007). PRLTAO 0031-9007 10.1103/PhysRevLett.98.146401
26. See the Supplemental Material at http://link.aps.org/supplemental/10.1103/PhysRevLett.114.108001 for details, which includes Refs. [7,12,13,15,16,27].
27. C.-C. Chang and C.-J. Lin, ACM Trans. Intel. Syst. Technol. 2, 1 (2011). 2157-6904 10.1145/1961189.1961199
28. C. Cortes and V. Vapnik, Mach. Learn. 20, 273 (1995). MALEEZ 0885-6125 10.1007/BF00994018
29. R. Brüning, D. A. St-Onge, S. Patterson, and W. Kob, J. Phys. Condens. Matter 21, 035117 (2009). JCOMEL 0953-8984 10.1088/0953-8984/21/3/035117
30. S. Plimpton, J. Comput. Phys. 117, 1 (1995). JCTPAH 0021-9991 10.1006/jcph.1995.1039
31. A. S. Keys, L. O. Hedges, J. P. Garrahan, S. C. Glotzer, and D. Chandler, Phys. Rev. X 1, 021013 (2011). PRXHAE 2160-3308 10.1103/PhysRevX.1.021013
32. M. L. Falk and J. S. Langer, Annu. Rev. Condens. Matter Phys. 2, 353 (2011). ARCMCX 1947-5454 10.1146/annurev-conmatphys-062910-140452
33. V. Mansard, A. Colin, P. Chauduri, and L. Bocquet, Soft Matter 7, 5524 (2011). SMOABF 1744-683X 10.1039/c1sm05229b
34. J. Lin, A. Saade, E. Lerner, A. Rosso, and M. Wyart, Europhys. Lett. 105, 26003 (2014). EULEEJ 0295-5075 10.1209/0295-5075/105/26003
35. G. L. Hart, V. Blum, M. J. Walorski, and A. Zunger, Nat. Mater. 4, 391 (2005). NMAACR 1476-1122 10.1038/nmat1374
36. R. Z. Khaliullin, H. Eshet, T. D. Kühne, J. Behler, and M. Parrinello, Nat. Mater. 10, 693 (2011). NMAACR 1476-1122 10.1038/nmat3078
37. C. C. Fischer, K. J. Tibbetts, D. Morgan, and G. Ceder, Nat. Mater. 5, 641 (2006). NMAACR 1476-1122 10.1038/nmat1691
38. C. J. Pickard and R. Needs, Nat. Mater. 9, 624 (2010). NMAACR 1476-1122 10.1038/nmat2796
39. B. Huskinson, M. P. Marshak, C. Suh, S. Er, M. R. Gerhardt, C. J. Galvin, X. Chen, A. Aspuru-Guzik, R. G. Gordon, and M. J. Aziz, Nature (London) 505, 195 (2014). NATUAS 0028-0836 10.1038/nature12909
40. S. Curtarolo, G. L. Hart, M. B. Nardelli, N. Mingo, S. Sanvito, and O. Levy, Nat. Mater. 12, 191 (2013). NMAACR 1476-1122 10.1038/nmat3568