Sedimentation of binary mixtures: Phase stacking and Nonequilibrium dynamics
Final Report Abstract
Based on equilibrium sedimentation path theory and the local density functional approximation, we investigated the effects of gravity on several relevant types of binary colloidal mixtures. Settled systems are represented by so-called sedimentation paths, which determine the variation of the species-resolved chemical potentials with altitude. Analysing the resulting line segments in the plane of chemical potentials of the bulk phase diagram allows one to rationalize the full equilibrium stacking phenomenology for a given system under gravity. The approach predicts theoretically the stacking sequences of colloidal rod-plate mixtures that were observed in iconic experiments by van der Kooij and Lekkerkerker. Thereby the occurrence of up to five simultaneous phase layers emerges naturally from the mere interplay of gravity and two-phase bulk coexistence, without invoking particle polydispersity. We studied the effects on equilibrium phase stacking upon varying the buoyant mass ratio of both components and our predictions are testable in experiments by systematic variation of the height of sedimentation columns. We have carried out similar sedimentation studies for: plate-spheres mixtures, mass-polydisperse systems, and hard spherocylinders. We suggest that microscopic particle properties, such as the buoyant mass, can be inferred from macroscopic measurements of layer thicknesses in phase stacking sequences. We addressed gravity-induced nonequilibrium flow and structure formation on the basis of power functional theory, adaptive Brownian dynamics computer simulations, and functional machine learning. Power functional theory allows one to rationalize and to model the nonequilibrium behaviour of many-body systems based on the one-body density and velocity field. We have used the approach to categorize systematically the different types of relevant nonequilibrium force contributions and have developed corresponding analytical gradient approximations. Neural functionals, as trained on the basis of both equilibrium and nonequilibrium computer simulation data, were shown to yield accurate predictions for structure formation and design of nonequilibrium flow. We have formulated force-based density functional theory and have demonstrated that neural density functionals outperform the best available hard sphere fundamental measure functionals. We have developed adaptive Brownian dynamics as a performant and highly stable numerical integration scheme for the temporal integration of overdamped many-body Langevin equations of motion, as demonstrated for a particle gel subject to convective sedimentation flow. We have put forward general frameworks for fluctuations of general hyperobservables, for their associated hyperforce correlation functions, and for the gauge invariance of statistical mechanics, where Noether’s theorem yields exact sum rules that constrain correlations, as exemplified for ideal and for active sedimentation.
Publications
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Flow and Structure in Nonequilibrium Brownian Many-Body Systems. Physical Review Letters, 125(1).
de las Heras, Daniel & Schmidt, Matthias
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Fluctuation Profiles in Inhomogeneous Fluids. Physical Review Letters, 125(26).
Eckert, Tobias; Stuhlmüller, Nico C. X.; Sammüller, Florian & Schmidt, Matthias
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Adaptive Brownian Dynamics. The Journal of Chemical Physics, 155(13), 134107.
Sammüller, Florian & Schmidt, Matthias
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Gravity-induced phase phenomena in plate-rod colloidal mixtures. Communications Physics, 4(1).
Eckert, Tobias; Schmidt, Matthias & de las Heras, Daniel
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Noether’s theorem in statistical mechanics. Communications Physics, 4(1).
Hermann, Sophie & Schmidt, Matthias
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Phase behavior of a binary mixture of patchy colloids: Effect of particle size and gravity. The Journal of Chemical Physics, 155(4).
Braz, Teixeira Rodrigo; de las Heras, Daniel; Tavares, José Maria & Telo da Gama, Margarida M.
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Force balance in thermal quantum many-body systems from Noether’s theorem. Journal of Physics A: Mathematical and Theoretical, 55(46), 464003.
Hermann, Sophie & Schmidt, Matthias
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Force density functional theory in- and out-of-equilibrium. Physical Review E, 106(1).
Tschopp, Salomée M.; Sammüller, Florian; Hermann, Sophie; Schmidt, Matthias & Brader, Joseph M.
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Power functional theory for many-body dynamics. Reviews of Modern Physics, 94(1).
Schmidt, Matthias
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Sedimentation of colloidal plate-sphere mixtures and inference of particle characteristics from stacking sequences. Physical Review Research, 4(1).
Eckert, Tobias; Schmidt, Matthias & de las Heras, Daniel
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Sedimentation path theory for mass-polydisperse colloidal systems. The Journal of Chemical Physics, 157(23).
Eckert, Tobias; Schmidt, Matthias & de las Heras, Daniel
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Variance of fluctuations from Noether invariance. Communications Physics, 5(1).
Hermann, Sophie & Schmidt, Matthias
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Why Noether’s theorem applies to statistical mechanics. Journal of Physics: Condensed Matter, 34(21), 213001.
Hermann, Sophie & Schmidt, Matthias
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Comparative study of force-based classical density functional theory. Physical Review E, 107(3).
Sammüller, Florian; Hermann, Sophie & Schmidt, Matthias
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Effect of sample height and particle elongation in the sedimentation of colloidal rods. Soft Matter, 19(12), 2214-2223.
Eckert, Tobias; Schmidt, Matthias & de las Heras, Daniel
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Inhomogeneous steady shear dynamics of a three-body colloidal gel former. The Journal of Chemical Physics, 158(5), 054908.
Sammüller, Florian; de las Heras, Daniel & Schmidt, Matthias
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Local measures of fluctuations in inhomogeneous liquids: statistical mechanics and illustrative applications. Journal of Physics: Condensed Matter, 35(42), 425102.
Eckert, Tobias; Stuhlmüller, Nex C. X.; Sammüller, Florian & Schmidt, Matthias
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Neural functional theory for inhomogeneous fluids: Fundamentals and applications. Proceedings of the National Academy of Sciences, 120(50).
Sammüller, Florian; Hermann, Sophie; de las Heras, Daniel & Schmidt, Matthias
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Noether-Constrained Correlations in Equilibrium Liquids. Physical Review Letters, 130(26).
Sammüller, Florian; Hermann, Sophie; de las Heras, Daniel & Schmidt, Matthias
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Perspective: How to overcome dynamical density functional theory. Journal of Physics: Condensed Matter, 35(27), 271501.
de las Heras, Daniel; Zimmermann, Toni; Sammüller, Florian; Hermann, Sophie & Schmidt, Matthias
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Gauge Invariance of Equilibrium Statistical Mechanics. Physical Review Letters, 133(21).
Müller, Johanna; Hermann, Sophie; Sammüller, Florian & Schmidt, Matthias
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Hyperforce balance via thermal Noether invariance of any observable. Communications Physics, 7(1).
Robitschko, Silas; Sammüller, Florian; Schmidt, Matthias & Hermann, Sophie
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Why neural functionals suit statistical mechanics. Journal of Physics: Condensed Matter, 36(24), 243002.
Sammüller, Florian; Hermann, Sophie & Schmidt, Matthias
