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On the absence of structure factors in concentrated colloidal suspensions and nanocomposites

  • Regular Article - Soft Matter
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Abstract

Small-angle scattering is a commonly used tool to analyze the dispersion of nanoparticles in all kinds of matrices. Besides some obvious cases, the associated structure factor is often complex and cannot be reduced to a simple interparticle interaction, like excluded volume only. In recent experiments, we have encountered a surprising absence of structure factors (S(q) = 1) in scattering from rather concentrated polymer nanocomposites (Genix et al. in ACS Appl Mater Interfaces 11(19):17863–17872, 2019). In this case, quite pure form factor scattering is observed. This somewhat “ideal” structure is further investigated here making use of reverse Monte Carlo simulations in order to shed light on the corresponding nanoparticle structure in space. By fixing the target “experimental” apparent structure factor to one over a given q-range in these simulations, we show that it is possible to find dispersions with this property. The influence of nanoparticle volume fraction and polydispersity has been investigated, and it was found that for high concentrations only a high polydispersity allows reaching a state of S = 1. The underlying structure in real space is discussed in terms of the pair-correlation function, which evidences the importance of attractive interactions between polydisperse nanoparticles. The calculation of partial structure factors shows that there is no specific ordering of large or small particles, but that the presence of attractive interactions together with polydispersity allows reaching an almost “structureless” state.

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Adapted with permission from [13]. Copyright 2019 American Chemical Society

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Data Availability

All experimental data have been previously published, and the relevant simulation results are included in the main body of the present article. If anyone wishes to access position files of particles or similar, we can make them available on (reasonable) request.

References

  1. O. Glatter, Data evaluation in small-angle scattering—calculation of radial electron-density distribution by means of indirect Fourier transformation. Acta Phys. Austriaca 47(1–2), 83–102 (1977)

    Google Scholar 

  2. O. Glatter, New method for evaluation of small-angle scattering data. J. Appl. Cryst. 10(OCT1), 415–421 (1977)

    Article  Google Scholar 

  3. R.L. McGreevy, Reverse Monte Carlo modelling. J. Phys. Condes. Matter 13(46), R877–R913 (2001)

    Article  ADS  Google Scholar 

  4. R.L. McGreevy, P. Zetterstrom, To RMC or not to RMC? The use of reverse Monte Carlo modelling. Curr. Opin. Solid State Mater. Sci. 7(1), 41–47 (2003)

    Article  ADS  Google Scholar 

  5. R.L. McGreevy, L. Pusztai, Reverse Monte Carlo simulation: a new technique for the determination of disordered structures. Mol. Simul. 1(6), 359–367 (1988)

    Article  Google Scholar 

  6. J. Oberdisse, P. Hine, W. Pyckhout-Hintzen, Structure of interacting aggregates of silica particles for elastomer reinforcement. Soft Matter 2, 476–485 (2007)

    Article  ADS  Google Scholar 

  7. K. Hagita, T. Teramoto, Topological validation of morphology modeling by extended reverse Monte Carlo analysis. Phys. Rev. E 77(5), 056704 (2008)

    Article  ADS  Google Scholar 

  8. K. Hagita, T. Arai, H. Kishimoto, N. Umesaki, H. Suno, Y. Shinohara, Y. Amemiya, Structural changes of silica particles in elongated rubber by two-dimensional small-angle X-ray scattering and extended reverse Monte Carlo analysis. Rheol. Acta 47(5–6), 537–541 (2008)

    Article  Google Scholar 

  9. K. Haita, Particle-mesh two-dimensional pattern reverse Monte Carlo analysis on filled-gels during uniaxial expansion. Soft Matter 15(36), 7237–7249 (2019)

    Article  ADS  Google Scholar 

  10. K. Hagita, Two-dimensional scattering patterns of coarse-grained molecular dynamics model of filled polymer gels during uniaxial expansion. Polymer 166, 155–168 (2019)

    Article  Google Scholar 

  11. K. Hagita, Y. Shudo, M. Shibayama, Two-dimensional scattering patterns and stress-strain relation of elongated clay nano composite gels: molecular dynamics simulation analysis. Polymer 154, 62–79 (2018)

    Article  Google Scholar 

  12. D. Musino, A.-C. Genix, E. Chauveau, T. Bizien, J. Oberdisse, Structural identification of percolation of nanoparticles. Nanoscale 12(6), 3907–3915 (2020)

    Article  Google Scholar 

  13. A.-C. Genix, V. Bocharova, B. Carroll, M. Lehmann, T. Saito, S. Krueger, L. He, P. Dieudonné-George, A.P. Sokolov, J. Oberdisse, Understanding the static interfacial polymer layer by exploring the dispersion states of nanocomposites. ACS Appl. Mater. Interfaces 11(19), 17863–17872 (2019)

    Article  Google Scholar 

  14. A.C. Genix, M. Tatou, A. Imaz, J. Forcada, R. Schweins, I. Grillo, J. Oberdisse, Modeling of intermediate structures and chain conformation in silica−latex nanocomposites observed by SANS during annealing. Macromolecules 45(3), 1663–1675 (2012)

    Article  ADS  Google Scholar 

  15. A. Banc, A.C. Genix, C. Dupas, M. Sztucki, R. Schweins, M.S. Appavou, J. Oberdisse, On the origin of small-angle scattering from contrast-matched nanoparticles: a study of chain and filler structure in polymer nanocomposites. Macromolecules 48(18), 6596–6605 (2015)

    Article  ADS  Google Scholar 

  16. A.-C. Genix, V. Bocharova, B. Carroll, P. Dieudonné-George, E. Chauveau, A.P. Sokolov, J. Oberdisse, How Tuning interfaces impacts dynamics and structure of polymer nanocomposites simultaneously. ACS Appl. Mater. Interfaces 15(5), 7496–7510 (2023)

    Article  Google Scholar 

  17. D. Musino, A.C. Genix, T. Chaussée, L. Guy, N. Meissner, R. Kozak, T. Bizien, J. Oberdisse, Aggregate formation of surface-modified nanoparticles in solvents and polymer nanocomposites. Langmuir 34(9), 3010–3020 (2018)

    Article  Google Scholar 

  18. P. Debye, X-ray dispersal. Ann. Phys. 46(6), 809–823 (1915)

    Article  Google Scholar 

  19. A.-C. Genix, J. Oberdisse, Determination of the local density of polydisperse nanoparticle assemblies. Soft Matter 13(44), 8144–8155 (2017)

    Article  ADS  Google Scholar 

  20. L. Cannavacciuolo, C. Sommer, J.S. Pedersen, P. Schurtenberger, Size, flexibility, and scattering functions of semiflexible polyelectrolytes with excluded volume effects: Monte Carlo simulations and neutron scattering experiments. Phys. Rev. E 62(4), 5409–5419 (2000)

    Article  ADS  Google Scholar 

  21. D. Frenkel, R.J. Vos, CGd. Kruif, A. Vrij, Structure factors of polydisperse systems of hard spheres: a comparison of Monte Carlo simulations and Percus–Yevick theory. J. Chem. Phys. 84(8), 4625–4630 (1986)

    Article  ADS  Google Scholar 

  22. A.-C. Genix, V. Bocharova, B. Carroll, P. Dieudonné-George, E. Chauveau, A.P. Sokolov, J. Oberdisse, Influence of the graft length on nanocomposite structure and interfacial dynamics. Nanomaterials 13(4), 748 (2023)

    Article  Google Scholar 

  23. J.K. Percus, G.J. Yevick, Analysis of classical statistical mechanics by means of collective coordinates. Phys. Rev. 110(1), 1–13 (1958)

    Article  ADS  MathSciNet  MATH  Google Scholar 

  24. D. Gazzillo, A. Giacometti, Structure factors for the simplest solvable model of polydisperse colloidal fluids with surface adhesion. J. Chem. Phys. 113(21), 9837–9848 (2000)

    Article  ADS  Google Scholar 

  25. L. Belloni, Electrostatic interactions in colloidal solutions: comparison between primitive and one-component models. J. Chem. Phys. 85(1), 519–526 (1986)

    Article  ADS  Google Scholar 

  26. B. D’Aguanno, R. Klein, Integral-equation theory of polydisperse Yukawa systems. Phys. Rev. A 46(12), 7652–7656 (1992)

    Article  ADS  Google Scholar 

  27. B. D’Aguanno, R. Klein, Structural effects of polydispersity in charged colloidal dispersions. J. Chem. Soc. Faraday Trans. 87(3), 379–390 (1991)

    Article  Google Scholar 

  28. B.D. Aguanno, R. Krause, J.M. Mendez-Alcaraz, R. Klein, Structure factors of charged bidispersed colloidal suspensions. J. Phys. Condens. Matter 4(12), 3077 (1992)

    Article  ADS  Google Scholar 

  29. G.P. Baeza, A.C. Genix, C. Degrandcourt, L. Petitjean, J. Gummel, M. Couty, J. Oberdisse, Multiscale filler structure in simplified industrial nanocomposite silica/SBR systems studied by SAXS and TEM. Macromolecules 46(1), 317–329 (2013)

    Article  ADS  Google Scholar 

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Acknowledgements

L. Belloni (Saclay) is warmly thanked for providing us with a numerical tool implementing a solution of OZ integral equations, allowing the cross check of our results in Fig. 1. Fruitful discussion with D. Truzzolillo and M. In (both Montpellier) is gratefully acknowledged. A. Sokolov and V. Bocharova are thanked for setting up the on-going collaboration, which led to the experimental data reproduced in this article.

Funding

The experimental data presented here have been obtained in the framework of an ANR project. We thus acknowledge partial financial funding by the ANR NANODYN Project, Grant ANR-14-CE22-0001-01 of the French Agence Nationale de la Recherche.

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This article reflects joint work by both authors. Both authors have contributed equally to this article.

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Correspondence to Julian Oberdisse.

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Article published on the occasion of the 50-year-celebration of small-angle neutron scattering at ILL (Grenoble, September 2022).

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Genix, AC., Oberdisse, J. On the absence of structure factors in concentrated colloidal suspensions and nanocomposites. Eur. Phys. J. E 46, 46 (2023). https://doi.org/10.1140/epje/s10189-023-00306-6

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