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For: Sosso GC, Miceli G, Caravati S, Giberti F, Behler J, Bernasconi M. Fast Crystallization of the Phase Change Compound GeTe by Large-Scale Molecular Dynamics Simulations. J Phys Chem Lett 2013;4:4241-4246. [PMID: 26296172 DOI: 10.1021/jz402268v] [Citation(s) in RCA: 52] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Number Cited by Other Article(s)
1
Acharya D, Abou El Kheir O, Campi D, Bernasconi M. Crystallization kinetics of nanoconfined GeTe slabs in GeTe/TiTe[Formula: see text]-like superlattices for phase change memories. Sci Rep 2024;14:3224. [PMID: 38331918 PMCID: PMC10853215 DOI: 10.1038/s41598-024-53192-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Accepted: 01/28/2024] [Indexed: 02/10/2024]  Open
2
Wintersteller S, Yarema O, Kumaar D, Schenk FM, Safonova OV, Abdala PM, Wood V, Yarema M. Unravelling the amorphous structure and crystallization mechanism of GeTe phase change memory materials. Nat Commun 2024;15:1011. [PMID: 38307863 PMCID: PMC10837456 DOI: 10.1038/s41467-024-45327-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2023] [Accepted: 01/17/2024] [Indexed: 02/04/2024]  Open
3
Wu S, Yang X, Zhao X, Li Z, Lu M, Xie X, Yan J. Applications and Advances in Machine Learning Force Fields. J Chem Inf Model 2023;63:6972-6985. [PMID: 37751546 DOI: 10.1021/acs.jcim.3c00889] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/28/2023]
4
Shen X, Zhou Y, Zhang H, Deringer VL, Mazzarello R, Zhang W. Surface effects on the crystallization kinetics of amorphous antimony. NANOSCALE 2023;15:15259-15267. [PMID: 37674458 DOI: 10.1039/d3nr03536k] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/08/2023]
5
Wang X, Sun S, Wang J, Li S, Zhou J, Aktas O, Xu M, Deringer VL, Mazzarello R, Ma E, Zhang W. Spin Glass Behavior in Amorphous Cr2 Ge2 Te6 Phase-Change Alloy. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2023;10:e2302444. [PMID: 37279377 PMCID: PMC10427411 DOI: 10.1002/advs.202302444] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Indexed: 06/08/2023]
6
Jakse N, Sandberg J, Granz LF, Saliou A, Jarry P, Devijver E, Voigtmann T, Horbach J, Meyer A. Machine learning interatomic potentials for aluminium: application to solidification phenomena. JOURNAL OF PHYSICS. CONDENSED MATTER : AN INSTITUTE OF PHYSICS JOURNAL 2022;51:035402. [PMID: 36301702 DOI: 10.1088/1361-648x/ac9d7d] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/06/2022] [Accepted: 10/25/2022] [Indexed: 06/16/2023]
7
Morrow JD, Deringer VL. Indirect learning and physically guided validation of interatomic potential models. J Chem Phys 2022;157:104105. [DOI: 10.1063/5.0099929] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]  Open
8
Xu Y, Zhou Y, Wang XD, Zhang W, Ma E, Deringer VL, Mazzarello R. Unraveling Crystallization Mechanisms and Electronic Structure of Phase-Change Materials by Large-Scale Ab Initio Simulations. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2022;34:e2109139. [PMID: 34994023 DOI: 10.1002/adma.202109139] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/11/2021] [Revised: 12/17/2021] [Indexed: 06/14/2023]
9
Cecchi S, Lopez Garcia I, Mio AM, Zallo E, Abou El Kheir O, Calarco R, Bernasconi M, Nicotra G, Privitera SMS. Crystallization and Electrical Properties of Ge-Rich GeSbTe Alloys. NANOMATERIALS 2022;12:nano12040631. [PMID: 35214960 PMCID: PMC8876497 DOI: 10.3390/nano12040631] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/29/2021] [Revised: 01/31/2022] [Accepted: 02/08/2022] [Indexed: 01/27/2023]
10
Zhou Y, Kirkpatrick W, Deringer VL. Cluster Fragments in Amorphous Phosphorus and their Evolution under Pressure. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2022;34:e2107515. [PMID: 34734441 DOI: 10.1002/adma.202107515] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Revised: 10/21/2021] [Indexed: 06/13/2023]
11
Dragoni D, Behler J, Bernasconi M. Mechanism of amorphous phase stabilization in ultrathin films of monoatomic phase change material. NANOSCALE 2021;13:16146-16155. [PMID: 34542138 DOI: 10.1039/d1nr03432d] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
12
Abou El Kheir O, Bernasconi M. High-Throughput Calculations on the Decomposition Reactions of Off-Stoichiometry GeSbTe Alloys for Embedded Memories. NANOMATERIALS (BASEL, SWITZERLAND) 2021;11:2382. [PMID: 34578698 PMCID: PMC8464663 DOI: 10.3390/nano11092382] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/17/2021] [Revised: 09/03/2021] [Accepted: 09/06/2021] [Indexed: 11/17/2022]
13
Deringer VL, Bartók AP, Bernstein N, Wilkins DM, Ceriotti M, Csányi G. Gaussian Process Regression for Materials and Molecules. Chem Rev 2021;121:10073-10141. [PMID: 34398616 PMCID: PMC8391963 DOI: 10.1021/acs.chemrev.1c00022] [Citation(s) in RCA: 229] [Impact Index Per Article: 76.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2021] [Indexed: 12/18/2022]
14
Young TA, Johnston-Wood T, Deringer VL, Duarte F. A transferable active-learning strategy for reactive molecular force fields. Chem Sci 2021;12:10944-10955. [PMID: 34476072 PMCID: PMC8372546 DOI: 10.1039/d1sc01825f] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Accepted: 07/04/2021] [Indexed: 11/25/2022]  Open
15
Blow KE, Quigley D, Sosso GC. The seven deadly sins: When computing crystal nucleation rates, the devil is in the details. J Chem Phys 2021;155:040901. [PMID: 34340373 DOI: 10.1063/5.0055248] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]  Open
16
Morawietz T, Artrith N. Machine learning-accelerated quantum mechanics-based atomistic simulations for industrial applications. J Comput Aided Mol Des 2021;35:557-586. [PMID: 33034008 PMCID: PMC8018928 DOI: 10.1007/s10822-020-00346-6] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2020] [Accepted: 09/26/2020] [Indexed: 01/13/2023]
17
Behler J. Four Generations of High-Dimensional Neural Network Potentials. Chem Rev 2021;121:10037-10072. [DOI: 10.1021/acs.chemrev.0c00868] [Citation(s) in RCA: 106] [Impact Index Per Article: 35.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
18
Hoffmann MM, Too MD, Vogel M, Gutmann T, Buntkowsky G. Breakdown of the Stokes-Einstein Equation for Solutions of Water in Oil Reverse Micelles. J Phys Chem B 2020;124:9115-9125. [PMID: 32924487 DOI: 10.1021/acs.jpcb.0c06124] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
19
Choi YJ, Jhi SH. Efficient Training of Machine Learning Potentials by a Randomized Atomic-System Generator. J Phys Chem B 2020;124:8704-8710. [PMID: 32910653 DOI: 10.1021/acs.jpcb.0c05075] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
20
Jinnouchi R, Karsai F, Verdi C, Asahi R, Kresse G. Descriptors representing two- and three-body atomic distributions and their effects on the accuracy of machine-learned inter-atomic potentials. J Chem Phys 2020;152:234102. [DOI: 10.1063/5.0009491] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]  Open
21
Machine-Learning Methods for Computational Science and Engineering. COMPUTATION 2020. [DOI: 10.3390/computation8010015] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
22
Deringer VL, Caro MA, Csányi G. Machine Learning Interatomic Potentials as Emerging Tools for Materials Science. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2019;31:e1902765. [PMID: 31486179 DOI: 10.1002/adma.201902765] [Citation(s) in RCA: 202] [Impact Index Per Article: 40.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2019] [Revised: 07/26/2019] [Indexed: 05/22/2023]
23
A Study of the Shock Sensitivity of Energetic Single Crystals by Large-Scale Ab Initio Molecular Dynamics Simulations. NANOMATERIALS 2019;9:nano9091251. [PMID: 31484358 PMCID: PMC6780424 DOI: 10.3390/nano9091251] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/06/2019] [Revised: 08/22/2019] [Accepted: 08/27/2019] [Indexed: 11/17/2022]
24
Bernasconi M. Atomistic Simulations of Phase Change Materials for Electronic Memories. INTERNATIONAL JOURNAL OF NANOSCIENCE 2019. [DOI: 10.1142/s0219581x19400829] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
25
Bernstein N, Bhattarai B, Csányi G, Drabold DA, Elliott SR, Deringer VL. Quantifying Chemical Structure and Machine-Learned Atomic Energies in Amorphous and Liquid Silicon. Angew Chem Int Ed Engl 2019;58:7057-7061. [PMID: 30835962 PMCID: PMC6563111 DOI: 10.1002/anie.201902625] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2019] [Indexed: 11/29/2022]
26
Bernstein N, Bhattarai B, Csányi G, Drabold DA, Elliott SR, Deringer VL. Quantifying Chemical Structure and Machine‐Learned Atomic Energies in Amorphous and Liquid Silicon. Angew Chem Int Ed Engl 2019. [DOI: 10.1002/ange.201902625] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
27
Gabardi S, Sosso GG, Behler J, Bernasconi M. Priming effects in the crystallization of the phase change compound GeTe from atomistic simulations. Faraday Discuss 2019;213:287-301. [PMID: 30379974 DOI: 10.1039/c8fd00101d] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
28
Yarema O, Perevedentsev A, Ovuka V, Baade P, Volk S, Wood V, Yarema M. Colloidal Phase-Change Materials: Synthesis of Monodisperse GeTe Nanoparticles and Quantification of Their Size-Dependent Crystallization. CHEMISTRY OF MATERIALS : A PUBLICATION OF THE AMERICAN CHEMICAL SOCIETY 2018;30:6134-6143. [PMID: 30270986 DOI: 10.1021/acs.chemmater.7b04710] [Citation(s) in RCA: 70] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/26/2018] [Revised: 08/19/2018] [Indexed: 05/28/2023]
29
Yarema O, Perevedentsev A, Ovuka V, Baade P, Volk S, Wood V, Yarema M. Colloidal Phase-Change Materials: Synthesis of Monodisperse GeTe Nanoparticles and Quantification of Their Size-Dependent Crystallization. CHEMISTRY OF MATERIALS : A PUBLICATION OF THE AMERICAN CHEMICAL SOCIETY 2018;30:6134-6143. [PMID: 30270986 PMCID: PMC6156088 DOI: 10.1021/acs.chemmater.8b02702] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/26/2018] [Revised: 08/19/2018] [Indexed: 05/31/2023]
30
Mocanu FC, Konstantinou K, Lee TH, Bernstein N, Deringer VL, Csányi G, Elliott SR. Modeling the Phase-Change Memory Material, Ge2Sb2Te5, with a Machine-Learned Interatomic Potential. J Phys Chem B 2018;122:8998-9006. [DOI: 10.1021/acs.jpcb.8b06476] [Citation(s) in RCA: 74] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
31
Fujikake S, Deringer VL, Lee TH, Krynski M, Elliott SR, Csányi G. Gaussian approximation potential modeling of lithium intercalation in carbon nanostructures. J Chem Phys 2018;148:241714. [DOI: 10.1063/1.5016317] [Citation(s) in RCA: 57] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]  Open
32
Deringer VL, Bernstein N, Bartók AP, Cliffe MJ, Kerber RN, Marbella LE, Grey CP, Elliott SR, Csányi G. Realistic Atomistic Structure of Amorphous Silicon from Machine-Learning-Driven Molecular Dynamics. J Phys Chem Lett 2018;9:2879-2885. [PMID: 29754489 DOI: 10.1021/acs.jpclett.8b00902] [Citation(s) in RCA: 86] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
33
Caro MA, Deringer VL, Koskinen J, Laurila T, Csányi G. Growth Mechanism and Origin of High sp^{3} Content in Tetrahedral Amorphous Carbon. PHYSICAL REVIEW LETTERS 2018;120:166101. [PMID: 29756912 DOI: 10.1103/physrevlett.120.166101] [Citation(s) in RCA: 50] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/29/2017] [Indexed: 05/13/2023]
34
Sosso GC, Deringer VL, Elliott SR, Csányi G. Understanding the thermal properties of amorphous solids using machine-learning-based interatomic potentials. MOLECULAR SIMULATION 2018. [DOI: 10.1080/08927022.2018.1447107] [Citation(s) in RCA: 40] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
35
Chen B, de Wal D, ten Brink GH, Palasantzas G, Kooi BJ. Resolving Crystallization Kinetics of GeTe Phase-Change Nanoparticles by Ultrafast Calorimetry. CRYSTAL GROWTH & DESIGN 2018;18:1041-1046. [PMID: 29445317 PMCID: PMC5806086 DOI: 10.1021/acs.cgd.7b01498] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/27/2017] [Indexed: 06/01/2023]
36
Hellström M, Behler J. Structure of aqueous NaOH solutions: insights from neural-network-based molecular dynamics simulations. Phys Chem Chem Phys 2018;19:82-96. [PMID: 27805193 DOI: 10.1039/c6cp06547c] [Citation(s) in RCA: 52] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
37
Rao F, Ding K, Zhou Y, Zheng Y, Xia M, Lv S, Song Z, Feng S, Ronneberger I, Mazzarello R, Zhang W, Ma E. Reducing the stochasticity of crystal nucleation to enable subnanosecond memory writing. Science 2017;358:1423-1427. [PMID: 29123020 DOI: 10.1126/science.aao3212] [Citation(s) in RCA: 132] [Impact Index Per Article: 18.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2017] [Accepted: 10/30/2017] [Indexed: 01/26/2023]
38
Behler J. First Principles Neural Network Potentials for Reactive Simulations of Large Molecular and Condensed Systems. Angew Chem Int Ed Engl 2017;56:12828-12840. [PMID: 28520235 DOI: 10.1002/anie.201703114] [Citation(s) in RCA: 323] [Impact Index Per Article: 46.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2017] [Indexed: 11/06/2022]
39
Behler J. Hochdimensionale neuronale Netze für Potentialhyperflächen großer molekularer und kondensierter Systeme. Angew Chem Int Ed Engl 2017. [DOI: 10.1002/ange.201703114] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
40
Tribello GA, Giberti F, Sosso GC, Salvalaglio M, Parrinello M. Analyzing and Driving Cluster Formation in Atomistic Simulations. J Chem Theory Comput 2017;13:1317-1327. [DOI: 10.1021/acs.jctc.6b01073] [Citation(s) in RCA: 55] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
41
Sosso GC, Caravati S, Rotskoff G, Vaikuntanathan S, Hassanali A. On the Role of Nonspherical Cavities in Short Length-Scale Density Fluctuations in Water. J Phys Chem A 2016;121:370-380. [PMID: 27935707 DOI: 10.1021/acs.jpca.6b11168] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
42
Zhou X, Du Y, Behera JK, Wu L, Song Z, Simpson RE. Oxygen Tuned Local Structure and Phase-Change Performance of Germanium Telluride. ACS APPLIED MATERIALS & INTERFACES 2016;8:20185-20191. [PMID: 27430363 DOI: 10.1021/acsami.6b05071] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
43
Two-step crystal growth mechanism during crystallization of an undercooled Ni50Al50 alloy. Sci Rep 2016;6:31062. [PMID: 27486073 PMCID: PMC4971477 DOI: 10.1038/srep31062] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2016] [Accepted: 07/12/2016] [Indexed: 11/10/2022]  Open
44
Sosso G, Chen J, Cox SJ, Fitzner M, Pedevilla P, Zen A, Michaelides A. Crystal Nucleation in Liquids: Open Questions and Future Challenges in Molecular Dynamics Simulations. Chem Rev 2016;116:7078-116. [PMID: 27228560 PMCID: PMC4919765 DOI: 10.1021/acs.chemrev.5b00744] [Citation(s) in RCA: 379] [Impact Index Per Article: 47.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2015] [Indexed: 11/28/2022]
45
Giberti F, Salvalaglio M, Parrinello M. Metadynamics studies of crystal nucleation. IUCRJ 2015;2:256-66. [PMID: 25866662 PMCID: PMC4392418 DOI: 10.1107/s2052252514027626] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/06/2014] [Accepted: 12/18/2014] [Indexed: 05/14/2023]
46
Li Y, Li J, Liu B. The atomic-scale nucleation mechanism of NiTi metallic glasses upon isothermal annealing studied via molecular dynamics simulations. Phys Chem Chem Phys 2015;17:27127-35. [DOI: 10.1039/c5cp04040j] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
47
Salvalaglio M, Mazzotti M, Parrinello M. Urea homogeneous nucleation mechanism is solvent dependent. Faraday Discuss 2015;179:291-307. [DOI: 10.1039/c4fd00235k] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
48
Nie C, Tong X, Wu S, Gong S, Peng D. Paraffin confined in carbon nanotubes as nano-encapsulated phase change materials: experimental and molecular dynamics studies. RSC Adv 2015. [DOI: 10.1039/c5ra17152k] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]  Open
49
Molecular-dynamics simulations of urea nucleation from aqueous solution. Proc Natl Acad Sci U S A 2014;112:E6-14. [PMID: 25492932 DOI: 10.1073/pnas.1421192111] [Citation(s) in RCA: 89] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]  Open
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Sosso GC, Colombo J, Behler J, Del Gado E, Bernasconi M. Dynamical Heterogeneity in the Supercooled Liquid State of the Phase Change Material GeTe. J Phys Chem B 2014;118:13621-8. [DOI: 10.1021/jp507361f] [Citation(s) in RCA: 50] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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