Abstract
Many of the special properties of nanoparticles (NPs) and nanomaterials broadly derive from the significant fraction of particles (atoms, molecules or segments of polymeric molecules) in the NP interfacial region in which the interparticle interactions are characteristically highly anharmonic in comparison to the bulk material. This leads to relatively large mean square particle displacements relative to the material interior, often resulting in a strong increase interfacial mobility and reactivity in both crystalline and glass NPs. The ‘Debye–Waller factor’, or the mean square particle displacement \(<u^{2}>\) on a ps ‘caging’ timescale relative to the square of the average interparticle distance \(\upsigma ^{2}\), provides an often experimentally accessible measure of the strength of this anharmonic interaction. The Localization Model (LM) of the dynamics of condensed materials relates this thermodynamic property to the structural relaxation time \(\tau _{\alpha }\), determined from the intermediate scattering function, without any free parameters. Moreover, the LM allows for the prediction of the diffusion coefficient D when combined with the ‘decoupling’ or Fractional Stokes-Einstein relation linking \(\tau _{\alpha }\) to D. In the current study, we employed classical molecular dynamics simulation to investigate the structural relaxation and diffusion of model \(\hbox {Cu}_{\mathrm {64}}\hbox {Zr}_{\mathrm {36}}\) metallic glass and Cu crystalline NPs with different sizes. As with previous studies validating the LM on model bulk and crystalline materials, and for the interfacial dynamics of thin crystalline and metallic glass films, we find the LM model also describes the interfacial dynamics of model crystalline metal (Cu) and metallic glass (\(\hbox {Cu}_{\mathrm {64}}\hbox {Zr}_{\mathrm {36}})\) NPs to a good approximation, further confirming the generality of the model.
Graphic abstract
Similar content being viewed by others
Data Availability Statement
This manuscript has no associated data or the data will not be deposited. [Authors’ comment: The data that supports the findings of this study are available within the article and its supplementary information.]
References
H. Zhang, P. Kalvapalle, J.F. Douglas, Soft Matter 6(23), 5944 (2010)
H. Zhang, J.F. Douglas, Soft Matter 9(4), 1266 (2013)
H. Zhang, J.F. Douglas, Soft Matter 9(4), 1254 (2013)
Y. Yang, H. Zhang, J.F. Douglas, Acs Nano 8(7), 7465 (2014)
G. Mahmud, H. Zhang, J.F. Douglas, J. Chem. Phys. 153(12), 124508 (2020)
L.S. Lobo, S.A.C. Carabineiro, Fuel 183, 457 (2016)
B.M. Schwarzschild, Phys. Today 34(6), 19 (1981)
S.E. Golunski, Platin Met. Rev. 51(3), 162 (2007)
L.S. Lobo, C-J Carbon Res 5(3), 42 (2019)
L.S. Lobo, S.A.C. Carabineiro, C-J Carbon Res. 6(2), 18 (2020)
L.S. Lobo, Carbon 114, 411 (2017)
S. Hofmann, G. Csanyi, A.C. Ferrari, M.C. Payne, J. Robertson, Phys. Rev. Lett. 95(3), 036101 (2005)
Y. Tian, W. Jiao, P. Liu, S.X. Song, Z. Lu, A. Hirata, M.W. Chen, Nat. Commun. 10, 5249 (2019)
M. Jose-Yacaman, C. Gutierrez-Wing, M. Miki, D.Q. Yang, K.N. Piyakis, E. Sacher, J. Phys. Chem. B 109(19), 9703 (2005)
Y.Q. Dai, P. Lu, Z.M. Cao, C.T. Campbell, Y.N. Xia, Chem. Soc. Rev. 47(12), 4314 (2018)
E. Goudeli, S.E. Pratsinis, Aiche J. 62(2), 589 (2016)
A. Cao, R. Lu, G. Veser, Phys. Chem. Chem. Phys. 12(41), 13499 (2010)
C.W. Kuo, S.C. Jeng, H.L. Wang, C.C. Liao, Appl. Phys. Lett. 91(14), 141103 (2007)
S.H. Ko, H. Pan, C.P. Grigoropoulos, C.K. Luscombe, J.M.J. Frechet, D. Poulikakos, Nanotechnology 18(34), 345202 (2007)
B.K. Park, D. Kim, S. Jeong, J. Moon, J.S. Kim, Thin. Sol. Films 515(19), 7706 (2007)
D. Kim, J. Moon, Electrochem Solid St 8(11), J30 (2005)
B. Weber, Y. Nagata, S. Ketzetzi, F.J. Tang, W.J. Smit, H.J. Bakker, E.H.G. Backus, M. Bonn, D. Bonn, J. Phys. Chem. Lett. 9(11), 2838 (2018)
X.Y. Wang, X.H. Tong, H. Zhang, J.F. Douglas, J. Chem. Phys. 147(19), 194508 (2017)
H. Zhang, Y. Yang, J.F. Douglas, J. Chem. Phys. 142(8), 084704 (2015)
Y. Sun, L. Zhu, K.L. Kearns, M.D. Ediger, L.A. Yu, P. Natl. Acad. Sci. USA 108(15), 5990 (2011)
T. Wu, L. Yu, Pharm. Res.-Dordr. 23(10), 2350 (2006)
L. Zhu, J. Jona, K. Nagapudi, T.A. Wu, Pharm. Res.-Dordr. 27(8), 1558 (2010)
J. Sun, L.B. He, Y.C. Lo, T. Xu, H.C. Bi, L.T. Sun, Z. Zhang, S.X. Mao, J. Li, Nat. Mater. 13(11), 1007 (2014)
C.R. Cao, K.Q. Huang, J.A. Shi, D.N. Zheng, W.H. Wang, L. Gu, H.Y. Bai, Nat. Commun. 10, 1966 (2019)
M. Losurdo, A. Suvorova, S. Rubanov, K. Hingerl, A.S. Brown, Nat. Mater. 15(9), 995 (2016)
A. Aguado, Nat. Mater. 15(9), 931 (2016)
P.L. Hansen, J.B. Wagner, S. Helveg, J.R. Rostrup-Nielsen, B.S. Clausen, H. Topsoe, Science 295(5562), 2053 (2002)
M. Mikiyoshida, S. Tehuacanero, M. Joseyacaman, Surf. Sci. 274(3), L569 (1992)
S. Iijima, T. Ichihashi, Phys. Rev. Lett. 56(6), 616 (1986)
R.T.K. Baker, J. Catal. 78(2), 473 (1982)
W. Klemperer, V. Vaida, P. Natl. Acad. Sci. USA 103(28), 10584 (2006)
M. Kulmala, Science 302(5647), 1000 (2003)
M.J. Molina, Angew. Chem. Int. Ed. 35(16), 1778 (1996)
J.G. Dash, A.W. Rempel, J.S. Wettlaufer, Rev. Mod. Phys. 78(3), 695 (2006)
J.C. Johnston, V. Molinero, J. Am. Chem. Soc. 134(15), 6650 (2012)
Y.Q. Zhou, D. Vitkup, M. Karplus, J. Mol. Biol. 285(4), 1371 (1999)
E.J. Haddadian, H. Zhang, K.F. Freed, J.F. Douglas, Sci. Rep. 7, 41671 (2017)
L. Larini, A. Ottochian, C. De Michele, D. Leporini, Nat. Phys. 4(1), 42 (2008). (in press)
A. Ottochian, D. Leporini, J. Non-Cryst. Solids 357(2), 298 (2011)
B.A.P. Betancourt, P.Z. Hanakata, F.W. Starr, J.F. Douglas, P. Natl. Acad. Sci. USA 112(10), 2966 (2015)
J.F. Douglas, B.A.P. Betancourt, X.H. Tong, H. Zhang, J. Stat. Mech.-Theory E 2016, 054048 (2016)
H. Zhang, X.Y. Wang, J.F. Douglas, J. Chem. Phys. 151(7), 071101 (2019)
R. Horstmann, M. Vogel, J. Chem. Phys. 147(3), 034505 (2017)
D.S. Simmons, M.T. Cicerone, Q. Zhong, M. Tyagi, J.F. Douglas, Soft Matter 8(45), 11455 (2012)
H. Zhang, C. Zhong, J.F. Douglas, X.D. Wang, Q.P. Cao, D.X. Zhang, J.Z. Jiang, J. Chem. Phys. 142(16), 164506 (2015)
J. Dudowicz, K.F. Freed, J.F. Douglas, Adv. Chem. Phys. 137(137), 125 (2008)
H. Zhang, D.J. Srolovitz, J.F. Douglas, J.A. Warren, P. Natl. Acad. Sci. USA 106(19), 7735 (2009)
R.A. Riggleman, J.F. Douglas, J.J. de Pablo, J. Chem. Phys. 126(23), 234903 (2007)
M.E. Blodgett, T. Egami, Z. Nussinov, K.F. Kelton, Sci. Rep. 5, 13837 (2015)
J.F. Douglas, D. Leporini, J. Non-Cryst. Solids 235, 137 (1998)
O.A. Yeshchenko, I.M. Dmitruk, A.A. Alexeenko, A.M. Dmytruk, Phys. Rev. B 75(8), 085434 (2007)
H. Zhang, M. Khalkhali, Q.X. Liu, J.F. Douglas, J. Chem. Phys. 138(12), 12A538 (2013)
H. Zhang, X.Y. Wang, A. Chremos, J.F. Douglas, J. Chem. Phys. 150, 174506 (2019)
B.M. Voronin, S.V. Volkov, J. Phys. Chem. Solids 62(7), 1349 (2001)
C.A. Deng, C.A. Schuh, Phys. Rev. Lett. 106(4), 045503 (2011)
W.S. Xu, J.F. Douglas, W.J. Xia, X.L. Xu, Macromolecules 53(16), 6828 (2020)
W.S. Xu, J.F. Douglas, W.J. Xia, X.L. Xu, Macromolecules 53(17), 7239 (2020)
W.S. Xu, J.F. Douglas, X.L. Xu, Macromolecules 53(22), 9678 (2020)
F. Sausset, G. Tarjus, P. Viot, Phys. Rev. Lett. 101(15), 155701 (2008)
G. Tarjus, F. Sausset, P. Viot, Adv. Chem. Phys. 148(148), 251 (2012)
Y. Chevalier, M.A. Bolzinger, Colloid Surf. A-Physicochem. Eng. Asp. 439, 23 (2013)
A.D. Dinsmore, M.F. Hsu, M.G. Nikolaides, M. Marquez, A.R. Bausch, D.A. Weitz, Science 298(5595), 1006 (2002)
A.R. Bausch, M.J. Bowick, A. Cacciuto, A.D. Dinsmore, M.F. Hsu, D.R. Nelson, M.G. Nikolaides, A. Travesset, D.A. Weitz, Science 299(5613), 1716 (2003)
K. Stratford, R. Adhikari, I. Pagonabarraga, J.C. Desplat, M.E. Cates, Science 309(5744), 2198 (2005)
Y.F. Ding, H.W. Ro, J.F. Douglas, R.L. Jones, D.R. Hine, A. Karim, C.L. Soles, Adv. Mater. 19(10), 1377 (2007)
Y. Chen, Z.L. Wang, M.M. Kulkarni, X.T. Wang, A.M. Al-Enizi, A.A. Elzatahry, J.F. Douglas, A.V. Dobrynin, A. Karim, ACS Omega 3(11), 15426 (2018)
S. Bhadauriya, X. T. Wang, A. Nallapaneni, A. Masud, Z. Y. Wang, J. Lee, M. Bockstaller, A. Al-Enizi, C. Camp, C. Stafford, J. F. Douglas, and A. Karim, Nano Lett to appear (2021)
W.G. Zhang, H. Emamy, B.A. Pazmiño Betancourt, F. Vargas-Lara, F.W. Starr, J.F. Douglas, J. Chem. Phys. 151, 124705 (2019)
A. Steltenpohl, N. Memmel, Phys. Rev. Lett. 84(8), 1728 (2000)
R. Merkle, J. Maier, Z. Anorg, Allg. Chem. 631(6–7), 1163 (2005)
S. Sakka, J.D. Mackenzie, J. Non-Cryst. Solids 6(2), 145 (1971)
R.F. Boyer, Rubber Chem. Technol. 36(5), 1303 (1963)
M. Takagi, J. Phys. Soc. Jpn. 9(3), 359 (1954)
P. Buffat, J.P. Borel, Phys. Rev. A 13(6), 2287 (1976)
P.R. Couchman, W.A. Jesser, Nature 269(5628), 481 (1977)
Q. Jiang, S. Zhang, M. Zhao, Mater. Chem. Phys. 82(1), 225 (2003)
H.M. Lu, P.Y. Li, Z.H. Cao, X.K. Meng, J. Phys. Chem. C 113(18), 7598 (2009)
S. Plimpton, J. Comput. Phys. 117(1), 1 (1995)
M.I. Mendelev, D.J. Sordelet, M.J. Kramer, J. Appl. Phys. 102(4), 043501 (2007)
Y. Mishin, M.J. Mehl, D.A. Papaconstantopoulos, A.F. Voter, J.D. Kress, Phys. Rev. B 63(22), 224106 (2001)
M. Parrinello, A. Rahman, J. Appl. Phys. 52(12), 7182 (1981)
S. Nose, J. Chem. Phys. 81(1), 511 (1984)
W.G. Hoover, Phys. Rev. A 31(3), 1695 (1985)
J. Uppenbrink, D.J. Wales, J. Chem. Phys. 98(7), 5720 (1993)
E.G. Noya, J.P.K. Doye, F. Calvo, Phys. Rev. B 73(12), 125407 (2006)
C.M. Neal, A.K. Starace, M.F. Jarrold, J. Am. Soc. Mass Spectrom. 18(1), 74 (2007)
A. Aguado, M.F. Jarrold, in Annual Review of Physical Chemistry, Vol 62, edited by S.R. Leone, P. S. Cremer, J.T. Groves, and M.A. Johnson (Annual Reviews, Palo Alto, 2011), Vol. 62, pp. 151
J.P.K. Doye, D.J. Wales, New J. Chem. 22(7), 733 (1998)
E.G. Noya, J.P.K. Doye, D.J. Wales, A. Aguado, Euro. Phys. J. D 43(1–3), 57 (2007)
B. Gilbert, F. Huang, H.Z. Zhang, G.A. Waychunas, J.F. Banfield, Science 305(5684), 651 (2004)
N.Y. Wang, S.I. Rokhlin, D.F. Farson, Nanotechnology 19(41), 415701 (2008)
B.A.P. Betancourt, F.W. Starr, J.F. Douglas, J. Chem. Phys. 148(10), 104508 (2018)
A.M. Alsayed, M.F. Islam, J. Zhang, P.J. Collings, A.G. Yodh, Science 309(5738), 1207 (2005)
Feuchtwa.Te, Phys. Rev. 155 (3), 731 (1967)
R.F. Wallis, B.C. Clark, R. Herman, Phys. Rev. 167(3), 652 (1968)
R.E. Allen, F.W. Dewette, Phys. Rev. 179(3), 873 (1969)
R.E. Allen, F.W. Dewette, Phys. Rev. 179(3), 887 (1969)
A.A. Maradudin, J. Melngailis, Phys. Rev. 133, A1188 (1964)
W.G. Zhang, F.W. Starr, J.F. Douglas, J. Chem. Phys. 152(12), 124703 (2020)
D.M. Sussman, S.S. Schoenholz, E.D. Cubuk, A.J. Liu, P. Natl. Acad. Sci. USA 114(40), 10601 (2017)
P.Z. Hanakata, J.F. Douglas, F.W. Starr, Nat. Commun. 5, 4163 (2014)
A.M. Molenbroek, J.W.M. Frenken, Phys. Rev. B 50(15), 11132 (1994)
P. Zeppenfeld, K. Kern, R. David, G. Comsa, Phys. Rev. Lett. 62(1), 63 (1989)
L. Wenzel, D. Arvanitis, H. Rabus, T. Lederer, K. Baberschke, G. Comelli, Phys. Rev. Lett. 64(15), 1765 (1990)
E.A. Stern, P. Livins, Z. Zhang, Phys. Rev. B 43(11), 8850 (1991)
A.I. Frenkel, J.J. Rehr, Phys. Rev. B 48(1), 585 (1993)
T. Yokoyama, T. Ohta, H. Sato, Phys. Rev. B 55(17), 11320 (1997)
M. Kiguchi, T. Yokoyama, D. Matsumura, H. Kondoh, O. Endo, T. Ohta, Phys. Rev. B 61(20), 14020 (2000)
N. VanHung, J.J. Rehr, Phys. Rev. B 56(1), 43 (1997)
T. Yokoyama, T. Ohta, Jpn. J. Appl. Phys. 29(10), 2052 (1990)
N.V. Hung, T.T. Hue, H.D. Khoa, D.Q. Vuong, Phys.B-Condens. Matter 503, 174 (2016)
P.C. Liu, P.R. Okamoto, N.J. Zaluzec, M. Meshii, Phys. Rev. B 60(2), 800 (1999)
S.N. Luo, A. Strachan, D.C. Swift, J. Chem. Phys. 122(19), 194709 (2005)
N. Van Hung, T.S. Tien, L.H. Hung, R.R. Frahm, Int. J. Mod. Phys. B 22(29), 5155 (2008)
C.L. Soles, A.B. Burns, K. Ito, E. Chan, J.W. Liu, A.F. Yee, M.S. Tyagi, Macromolecules 53(15), 6672 (2020)
U. Buchenau, R. Zorn, Europhys. Lett. 18(6), 523 (1992)
U. Buchenau, R. Zorn, M.A. Ramos, Phys. Rev. E 90(4), 042312 (2014)
D.G. Sangiovanni, J. Klarbring, D. Smirnova, N.V. Skripnyak, D. Gambino, M. Mrovec, S.I. Simak, I.A. Abrikosov, Phys. Rev. Lett. 123(10), 105501 (2019)
P. Knorr, C. Herzig, J. Phys.-Condens. Matter 7(48), 9185 (1995)
N.H. Nachtrieb, A.W. Lawson, J. Chem. Phys. 23(7), 1187 (1955)
N.A. Gjostein, in Surfaces and interfaces I, edited by J.J. Burke, N.L. Reed, and V. Weiss (Syracuse University Press, 1967), pp. 271
H.P. Bonzel, Surf. Sci. 21(1), 45 (1970)
G.E. Rhead, Surf. Sci. 15(2), 353 (1969)
D.A. McQuarrie, Statistical mechanics (University Science Books, Sausalito, 2000)
Acknowledgements
G.M. and H.Z. gratefully acknowledge the support of the Natural Sciences and Engineering Research Council of Canada under the Discovery Grant Program (RGPIN-2017-03814) and Accelerator Supplements (RGPAS-2017- 507975).
Author information
Authors and Affiliations
Corresponding authors
Ethics declarations
Author contribution statement
H. Z. and J.F.D. developed the idea and designed the simulation. G.M. performed MD simulations. G.M., H.Z. and J.F.D. analyzed the data. G.M., H.Z. and J.F.D. wrote the manuscript.
Rights and permissions
About this article
Cite this article
Mahmud, G., Zhang, H. & Douglas, J.F. Localization model description of the interfacial dynamics of crystalline Cu and \(\hbox {Cu}_{64}\hbox {Zr}_{36}\) metallic glass nanoparticles. Eur. Phys. J. E 44, 33 (2021). https://doi.org/10.1140/epje/s10189-021-00022-z
Received:
Accepted:
Published:
DOI: https://doi.org/10.1140/epje/s10189-021-00022-z