journal article·2008-10

Sintering of titanium dioxide nanoparticles: a comparison between molecular dynamics and phenomenological modeling

Vishal N. Koparde, Peter T. Cummings

Journal of Nanoparticle Research· Volume 10· Issue 7
Publisher page

Abstract

Molecular dynamics simulations were used to determine the melting points of anatase and rutile nanoparticles. The melting points decrease with decrease in particle diameter and are in reasonable agreement with the empirical formula derived by Buffat and Borel. The phenomenological model of Koch and Friedlander is unable to predict the temperature rise during initial stages of sintering with acceptable accuracy. It is argued that the Koch and Friedlander assumption of linear surface reduction rate upon sintering may be inadequate for the time scales under consideration. A theoretical model using direct area measurement from molecular dynamics simulations and a single adjustable parameter is able to predict temperature rise during initial stages of sintering within acceptable error limits.
Source: openaire · Quality: candidate unverified · Source record ↗

Research context

OpenAlex topics: nanoparticles nucleation surface interactions · Catalytic Processes in Materials Science · TiO2 Photocatalysis and Solar Cells

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (72)

Show source-provided references
1. Akhtar MK, Yun XO, Pratsinis SE (1991) Vapor synthesis of titania powder by titanium tetrachloride oxidation. Aiche J 37:1561–157010.1002/aic.690371013 ↗
2. Alavi S, Thompson DL (2006) Molecular dynamics simulations of the melting of aluminum nanoparticles. J Phys Chem A 110:1518–152310.1021/jp053318s ↗
3. Ao CH, Lee SC (2005) Indoor air purification by photocatalyst TiO2 immobilized on an activated carbon filter installed in an air cleaner. Chem Eng Sci 60:103–10910.1016/j.ces.2004.01.073 ↗
4. Barnard AS, Zapol P, Curtiss LA (2005) Modeling the morphology and phase stability of TiO2 nanocrystals in water. J Chem Theory Comput 1:107–11610.1021/ct0499635 ↗
5. Bird RB, Stewart WE, Lightfoot EN (2002) Transport phenomena. John Wiley & Sons, Inc
6. Bondi A (1964) Van der Waals volumes and radii. J Phys Chem 68:441–45110.1021/j100785a001 ↗
7. Buffat P, Borel J-P (1976) Size effect on the melting temperature of gold particles. Phys Rev A 13:228710.1103/PhysRevA.13.2287 ↗
8. Collins DR, Smith W (1996) Technical report DL-TR-96–001: evaluation of TiO2 force fields. Council for the Central Laboratory of Research Councils, Daresbury
9. Dewdney AK (1988) Nanotechnology - Wherein molecular computers control tiny circulatory submarines. Sci Am 258:10010.1038/scientificamerican0188-100 ↗
10. Diebold MP, Kwoka RA, Mehr SR, Vargas RW (2004) Rapid assessment of TiO2 pigment durability via the acid solubility test. J Coating Technol Res 1:239–24110.1007/s11998-004-0018-y ↗
11. Ding XZ, Liu XH (1997) Grain growth enhanced by anatase-to-rutile transformation in gel-derived nanocrystalline titania powders. J Alloy Compd 248:143–14510.1016/S0925-8388(96)02583-2 ↗
12. Dingwell DB (1991) The density of titanium(IV) oxide liquid. J Am Ceram Soc 74:2718–271910.1111/j.1151-2916.1991.tb06833.x ↗
13. Dutt D, Upadhyaya JS, Tyagi CH, Jindal AK (2002) Studies on cost reduction of ivory base paper without affecting quality. J Sci Ind Res 61:294–301
14. Egorov AV, Brodskaya EN, Laaksonen A (2002) Solid-liquid phase transition in small water clusters: a molecular dynamics simulation study. Mol Phys 100:941–95110.1080/00268970110105406 ↗
15. Egorov AV, Brodskaya EN, Laaksonen A (2003) The effect of ions on solid-liquid phase transition in small water clusters: a molecular dynamics simulation study. J Chem Phys 118:6380–638610.1063/1.1557523 ↗
16. Egorov AV, Brodskaya EN, Laaksonen A (2006) Molecular dynamics simulations of solid-liquid phase transition in small water aggregates. Comp Mater Sci 36:166–17010.1016/j.commatsci.2004.11.015 ↗
17. Ehrman SH, Friedlander SK, Zachariah MR (1998) Characteristics of SiO2/TiO2 nanocomposite particles formed in a premixed flat flame. J Aerosol Sci 29:687–70610.1016/S0021-8502(97)00454-0 ↗
18. Fox MA, Dulay MT (1993) Heterogeneous photocatalysis. Chem Rev 93:341–35710.1021/cr00017a016 ↗
19. Franks A (1987) Nanotechnology. J Phys E Sci Instrum 20:1442–145110.1088/0022-3735/20/12/001 ↗
20. Friedlander SK, Wu MK (1994) Linear rate law for the decay of the excess surface-area of a coalescing solid particle. Phys Rev B 49:3622–362410.1103/PhysRevB.49.3622 ↗
21. Fujihira M, Satoh Y, Osa T (1981) Heterogeneous photocatalytic oxidation of aromatic compounds on TiO2. Nature 293:206–20810.1038/293206a0 ↗
22. Gaumet S, Siampiringue N, Lemaire J, Pacaud B (1997) Influence of titanium dioxide pigment characteristics on the durability of four paints. Surf Coat Int Part B Coat Trans 80:36710.1007/BF02692692 ↗
23. Gavezzotti A (1985) Molecular free surface - A novel method of calculation and its uses in conformational studies and in organic-crystal chemistry. J Am Chem Soc 107:962–96710.1021/ja00290a035 ↗
24. Gay JG, Berne BJ (1986) Energy accommodation in collisions of small particles. J Colloid Interface Sci 109:90–10010.1016/0021-9797(86)90284-5 ↗
25. German RM (1996) Sintering theory and practice. A Wiley-Interscience publication
26. Gooding JJ (2005) Nanostructuring electrodes with carbon nanotubes: a review on electrochemistry and applications for sensing. Electrochim Acta 50:3049–306010.1016/j.electacta.2004.08.052 ↗
27. Hawa T, Zachariah MR (2004) Internal pressure and surface tension of bare and hydrogen coated silicon nanoparticles. J Chem Phys 121:9043–904910.1063/1.1797073 ↗
28. Hotsenpiller PAM, Bolt JD, Farneth WE, Lowekamp JB, Rohrer GS (1998) Orientation dependence of photochemical reactions on TiO2 surfaces. J Phys Chem B 102:3216–322610.1021/jp980104k ↗
29. Ikemiya N, Umemoto J, Hara S, Ogino K (1993) Surface tensions and densities of molten Al2O3, Ti2O3, V2O5 and Nb2O5. ISIJ Int 33:156–16510.2355/isijinternational.33.156 ↗
30. Jang HD, Jeong J (1995) The effects of temperature on particle size in the gas-phase production of TiO2. Aerosol Sci Tech 23:553–56010.1080/02786829508965337 ↗
31. Jang HD (1997) Effects of H2O on the particle size in the vapor-phase synthesis of TiO2. Aiche J 43:2704–270910.1002/aic.690431315 ↗
32. Karpinos DM, Gumenyuk EL, Kalinichenko VI, Grosheva VM (1979) Construction ceramics based on titanium dioxide. Glass Cerami 36:154–15610.1007/BF00697543 ↗
33. Kobata A, Kusakabe K, Morooka S (1991) Growth and transformation of TiO2 crystallites in aerosol reactor. Aiche J 37:347–35910.1002/aic.690370305 ↗
34. Koch W, Friedlander SK (1990) The effect of particle coalescence on the surface-area of coagulating aerosol. J Colloid Interface Sci 140:419–42710.1016/0021-9797(90)90362-R ↗
35. Koparde VN, Cummings PT (2005) Molecular dynamics simulation of titanium dioxide nanoparticle sintering. J Phys Chem B 109:24280–2428710.1021/jp054667p ↗
36. Laurvick CAC, Singaraju B (2003) Nanotechnology in aerospace systems. IEEE Aero El Syst Mag 18:18–2210.1109/MAES.2003.1232155 ↗
37. Lee YJ, Lee EK, Kim S (2001) Effect of potential energy distribution on the melting of clusters. Phys Rev Lett 86:999–100210.1103/PhysRevLett.86.999 ↗
38. Lee YJ, Nieminen RM, Lee EK, Kim S (2001) Universal melting behavior of clusters. Comput Phys Commun 142:201–20510.1016/S0010-4655(01)00331-9 ↗
39. Legrand SM, Merz KM (1993) Rapid approximation to molecular-surface area via the use of boolean logic and look-up tables. J Comput Chem 14:349–35210.1002/jcc.540140309 ↗
40. Lehtinen KEJ, Zachariah MR (2001) Effect of coalescence energy release on the temporal shape evolution of nanoparticles. Phys Rev B 63:20540210.1103/PhysRevB.63.205402 ↗
41. Lehtinen KEJ, Zachariah MR (2002) Energy accumulation in nanoparticle collision and coalescence processes. J Aerosol Sci 33:357–36810.1016/S0021-8502(01)00177-X ↗
42. Levinson R, Berdahl P, Akbari H (2005) Solar spectral optical properties of pigments - Part II: survey of common colorants. Sol Energ Mat Sol C 89:351–38910.1016/j.solmat.2004.11.013 ↗
43. Li YL, Ishigaki T (2002) Thermodynamic analysis of nucleation of anatase and rutile from TiO2 melt. J Cryst Growth 242:511–51610.1016/S0022-0248(02)01438-0 ↗
44. Martin ST, Lee AT, Hoffmann MR (1995) Chemical mechanism of inorganic oxidants in the TiO2/UV process: increased rates of degradation of chlorinated hydrocarbons. Environ Sci Technol 29:2567–257310.1021/es00010a017 ↗
45. Matsui M, Akaogi M (1991) Molecular dynamics simulation of the structural and physical properties of the four polymorphs of TiO2. Mol Simulat 6:239–24410.1080/08927029108022432 ↗
46. Meyer AY (1988) Molecular mechanics and molecular shape. V. On the computation of the bare surface area of molecules. J Comput Chem 9:1810.1002/jcc.540090104 ↗
47. Middleton SR, Scallan AM (1991) A kinetic-model for the adsorption of fillers by pulp fibers. J Pulp Pap Sci 17:J127–J133
48. Oakley BA, Hanna DM (2004) A review of nanobioscience and bioinformatics initiatives in North America. IEEE Trans Nanobiosci 3:74–8410.1109/TNB.2003.820259 ↗
49. Ohtani B, Okugawa Y, Nishimoto S, Kagiya T (1987) Photocatalytic activity of titania powders suspended in aqueous silver nitrate solution: correlation with pH-dependent surface structures. J Phys Chem 91:3550–355910.1021/j100297a017 ↗
50. Perrot G, Cheng B, Gibson KD, Vila J, Palmer KA, Nayeem A, Maigret B, Scheraga HA (1992) MSEED - A program for the rapid analytical determination of accessible surface-areas and their derivatives. J Comput Chem 13:1–1110.1002/jcc.540130102 ↗
51. Pratsinis SE (1998) Flame aerosol synthesis of ceramic powders. Prog Energ Combust Sci 24:197–21910.1016/S0360-1285(97)00028-2 ↗
52. Pratsinis SE, Spicer PT (1998) Competition between gas phase and surface oxidation of TiCl4 during synthesis of TiO2 particles. Chem Eng Sci 53:1861–186810.1016/S0009-2509(98)00026-8 ↗
53. Preining O (1998) The physical nature of very, very small particles and its impact on their behaviour. J Aerosol Sci 29:481–49510.1016/S0021-8502(97)10046-5 ↗
54. Reck E, Seymour S (2003) The effect of surface-coated TiO2 pigments on the performance of paratoluene sulphonic acid-catalysed paint systems. Surf Coat Int Part B Coat Trans 86:253–25810.1007/BF02699496 ↗
55. Romig AD (2004) Nanotechnology: scientific challenges and societal benefits and risks. Metall Mater Trans A 35A:3641–364810.1007/s11661-004-0270-x ↗
56. Sahoo SK, Labhasetwar V (2003) Nanotech approaches to delivery and imaging drug. Drug Discov Today 8:1112–112010.1016/S1359-6446(03)02903-9 ↗
57. Schweigert IV, Lehtinen KEJ, Carrier MJ, Zachariah MR (2002) Structure and properties of silica nanoclusters at high temperatures. Phys Rev B 65:23541010.1103/PhysRevB.65.235410 ↗
58. Siegel RW (1993) Exploring mesoscopia - The bold new-world of nanostructures. Phys Today 46:64–6810.1063/1.881365 ↗
59. Siegel RW, Sanders PG, Witney AB, Weertman JR (1995) Residual stress, strain and faults in nanocrystalline pallidium and copper. Mat Sci Eng A Struct 204:7–1110.1016/0921-5093(95)09928-X ↗
60. Silva GA (2004) Introduction to nanotechnology and its applications to medicine. Surg Neurol 61:216–22010.1016/j.surneu.2003.09.036 ↗
61. Smith W (1987) CCP5: a collaborative computational project for the computer simulation of condensed phases. J Mol Graphics 5:71–7410.1016/0263-7855(87)80002-4 ↗
62. Smith W, Forester TR (1996) DL_POLY_2.0: a general-purpose parallel molecular dynamics simulation package. J Mol Graphics 14:136–14110.1016/S0263-7855(96)00043-4 ↗
63. Stark WJ, Pratsinis SE (2002) Aerosol flame reactors for manufacture of nanoparticles. Powder Technol 126:103–10810.1016/S0032-5910(02)00077-3 ↗
64. Tsukagoshi K, Yoneya N, Uryu S, Aoyagi Y, Kanda A, Ootuka Y, Alphenaar BW (2002) Carbon nanotube devices for nanoelectronics. Phys B Condens Matter 323:107–11410.1016/S0921-4526(02)00993-6 ↗
65. Xing Y, Rosner DE (1999) Prediction of spherule size in gas phase nanoparticle synthesis. J Nanopart Res 1:277–29110.1023/A:1010021004233 ↗
66. Zachariah MR, Carrier MJ (1999) Molecular dynamics computation of gas-phase nanoparticle sintering: a comparison with phenomenological models. J Aerosol Sci 30:1139–115110.1016/S0021-8502(98)00782-4 ↗
67. Zeng P, Zajac S, Clapp PC, Rifkin JA (1998) Nanoparticle sintering simulations. Mat Sci Eng A Struct 252:301–30610.1016/S0921-5093(98)00665-0 ↗
68. Zhang H, Banfield JF (1998) Thermodynamic analysis of phase stability of nanocrystalline titania. J Mater Chem 8:2073–207610.1039/a802619j ↗
69. Zhou YQ, Karplus M (1997) Folding thermodynamics of a model three-helix-bundle protein. Proc Natl Acad Sci USA 94:14429–1443210.1073/pnas.94.26.14429 ↗
70. Zhou YQ, Karplus M, Wichert JM, Hall CK (1997) Equilibrium thermodynamics of homopolymers and clusters: molecular dynamics and Monte Carlo simulations of systems with square-well interactions. J Chem Phys 107:10691–1070810.1063/1.474186 ↗
71. Zhou YQ, Vitkup D, Karplus M (1999) Native proteins are surface-molten solids: application of the Lindemann criterion for the solid versus liquid state. J Mol Biol 285:1371–137510.1006/jmbi.1998.2374 ↗
72. Zhou Y, Karplus M, Ball KD, Berry RS (2002) The distance fluctuation criterion for melting: comparison of square well and Morse potential models for clusters and homopolymers. J Chem Phys 116:2323–232910.1063/1.1426419 ↗