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Shape-dependence of electrophoretic mobility: an AI-assisted perturbation analysis

Published online by Cambridge University Press:  27 August 2026

Arkava Ganguly
Affiliation:
Department of Chemical and Biological Engineering, University of Colorado Boulder, Boulder, CO 80303, USA
Ankur Gupta*
Affiliation:
Department of Chemical and Biological Engineering, University of Colorado Boulder, Boulder, CO 80303, USA
*
Corresponding author: Ankur Gupta, ankur.gupta@colorado.edu

Abstract

Content of image described in text.

The electrophoretic mobility of a spherical particle is well understood, yet how particle shape modifies this mobility at arbitrary Debye length remains an open question. Here, we compute the electrophoretic mobility of a nearly spherical particle whose surface is modified through small axisymmetric spherical harmonic shape perturbations, at an arbitrary ratio of particle size to Debye length $\kappa a$. Using a volume integral formulation combined with domain perturbation techniques, we derive a universal shape correction coefficient $\sigma _2(\kappa a)$ such that the mobility along the axis of symmetry takes the compact form $C_\parallel = f_H(\kappa a)\,[1 + \varepsilon c_2\,\sigma _2(\kappa a)]$, where $f_H$ is Henry’s function. We show that $\sigma _2$ interpolates between $+1/5$ in the thick-double-layer (Hückel) limit, governed solely by the Stokes drag correction, and zero in the thin-double-layer (Smoluchowski) limit. The perturbation theory agrees quantitatively with exact spheroidal solutions for both prolate and oblate orientations present in the literature. A key finding is that only the $P_2$ (quadrupolar) component of the particle shape affects the mobility at leading order; higher harmonics are electrophoretically silent. The physical formulation, the identification of the relevant asymptotic regime, and the interpretation of the results were carried out by the authors; the supporting perturbation algebra, numerical computations and figures were developed with AI assistance (Claude, Anthropic) under close author verification. The AI made mistakes, such as fabricating a coefficient and forcing an interpolation, which we flagged and corrected. We discuss the role and limitations of AI in theoretical research, with representative prompts provided in an appendix.

Information

Type
JFM Papers
Creative Commons
Creative Common License - CCCreative Common License - BY
This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted re-use, distribution and reproduction, provided the original article is properly cited.
Copyright
© The Author(s), 2026. Published by Cambridge University Press
Figure 0

Figure 1. Geometry of the problem. A nearly spherical particle with surface rs(θ)=a[1+εf(θ)]$r_s(\theta ) = a[1 + \varepsilon f(\theta )]$ (lighter shade) is immersed in an electrolyte with Debye length κ−1$\kappa ^{-1}$ (outer shaded region). The darker circle indicates the reference sphere of radius a$a$. The applied electric field E∞$\boldsymbol{E}_\infty$ is directed along the z$z$-axis. The particle carries a uniform zeta potential ζ$\zeta$.

Figure 1

Figure 2. The shape correction coefficient σ2(κa)$\sigma _2(\kappa a)$ for the P2$P_2$ mode, and its decomposition into individual contributions: the perturbed equilibrium potential I(ψ1)/J0$\mathcal{I}^{(\psi _1)}/\mathcal{J}_0$, the perturbed applied field I(Φ1)/J0$\mathcal{I}^{(\varPhi _1)}/\mathcal{J}_0$, the perturbed Stokes flow I(u^1)/J0$\mathcal{I}^{(\hat {\boldsymbol{u}}_1)}/\mathcal{J}_0$, and the Brenner drag correction α2drag=+1/5$\alpha _2^{ {drag}} = +1/5$ (horizontal grey dashed line). At small κa$\kappa a$, only the drag contributes; at large κa$\kappa a$, the ψ1$\psi _1$ and u^1$\hat {\boldsymbol{u}}_1$ contributions nearly cancel, and the Φ1$\varPhi _1$ residual exactly offsets the drag. As shown in §§ 3.7 and 4.3, σn≡0$\sigma _n \equiv 0$ for all n⩾3$n \geqslant 3$, so no analogous curves exist for higher modes.

Figure 2

Figure 3. Comparison of the perturbation theory (solid lines) with the exact spheroid solutions of Yoon & Kim (1989) (open circles, digitised from their figure 4). Each panel shows the mobility coefficient C∥(κc)$C_\parallel (\kappa c)$ for a single spheroid geometry (silhouette inset), with the grey line indicating Henry’s function for a sphere: (a$a$) prolate, c/a=0.8$c/a = 0.8$, εc2=+1/6$\varepsilon c_2 = +1/6$; (b$b$) prolate, c/a=0.6$c/a = 0.6$, εc2=+4/9$\varepsilon c_2 = +4/9$; (c$c$) oblate, c/a=0.8$c/a = 0.8$, εc2=−2/15$\varepsilon c_2 = -2/15$; (d$d$) oblate, c/a=0.6$c/a = 0.6$, εc2=−4/15$\varepsilon c_2 = -4/15$. The electric field is along the symmetry axis in all cases. For c/a=0.8$c/a = 0.8$, the perturbation theory is nearly indistinguishable from the exact solution; for c/a=0.6$c/a = 0.6$, modest O(ε2)$O(\varepsilon ^2)$ discrepancies appear at intermediate κc$\kappa c$.

Figure 3

Figure 4. Electrophoretic silencing of non-P2$P_2$ shape modes. (a) Four nearly spherical particles grouped into two pairs sharing the same εc2$\varepsilon c_2$ but differing in higher harmonics. The prolate (c2=+0.2$c_2 = +0.2$) and pear (c2=+0.2$c_2 = +0.2$, c3=+0.25$c_3 = +0.25$) shapes have the same P2$P_2$ content; likewise for the oblate (c2=−0.2$c_2 = -0.2$) and mushroom (c2=−0.2$c_2 = -0.2$, c3=+0.25$c_3 = +0.25$) shapes. (b) Mobility coefficient C∥(κa)$C_\parallel (\kappa a)$ for each shape. Within each pair, the solid and dashed curves are indistinguishable, confirming that P3$P_3$ (and higher) modes do not affect the mobility at O(ε)$O(\varepsilon )$.

Figure 4

Figure 5. Stokes disturbance velocity fields for a sphere and four nearly spherical particles, plotted in the meridional plane with the symmetry axis z/a$z/a$ (direction of the applied field) along the horizontal, and the radial coordinate ρ/a$\rho /a$ along the vertical. In each non-sphere panel, two layers are overlaid: the leading-order base flow u^0$\hat {\boldsymbol{u}}_0$ (light grey streamlines, common to all shapes), and the O(ε)$O(\varepsilon )$ perturbation εu^1$\varepsilon \hat {\boldsymbol{u}}_1$ (coloured streamlines, inferno colour map, logarithmic speed scale). The sphere panel shows u^0$\hat {\boldsymbol{u}}_0$ alone (greyscale). The prolate and pear shapes share εc2=+0.2$\varepsilon c_2 = +0.2$ and therefore have the same electrophoretic mobility; likewise, the oblate and mushroom share εc2=−0.2$\varepsilon c_2 = -0.2$. Despite identical mobilities within each pair, the perturbation streamline patterns differ visibly due to the P3$P_3$ content of the pear and mushroom (c3=+0.25$c_3 = +0.25$). These velocity fields are purely hydrodynamic and independent of κa$\kappa a$.

Figure 5

Figure 6. Summary of the AI-assisted workflow used in developing this paper. Three successive sessions in the Claude chat interface (two with Sonnet 4.6 extended, one with Opus 4.6) each explored a distinct mathematical route, with the approaches and outcomes indicated; the work was then transitioned to Claude code (Opus 4.6) over two sessions for computation, verification, figure preparation and manuscript development. The lower table lists the dates, model/interface, and approximate counts of substantive user prompts and assistant messages for each phase. Note that the large assistant-message counts in Sessions 4 and 5 reflect the fact that Claude code emits one message per tool call (file read, edit, command execution), so the counts overstate the amount of genuine dialogue relative to the chat sessions.

Figure 6

Figure 7. Residual O(ε)$O(\varepsilon )$ perturbation fields for four representative shape modes f(θ)=c2P2+c3P3$f(\theta ) = c_2 P_2 + c_3 P_3$, plotted in the meridional half-plane with the symmetry axis z/a$z/a$ (direction of the applied field) along the horizontal, and the radial coordinate ρ/a$\rho /a$ along the vertical, for (a–c) prolate (εc2=+0.15$\varepsilon c_2 = +0.15$), (d–f) oblate (εc2=−0.15$\varepsilon c_2 = -0.15$), (g–i) pear (εc2=+0.10$\varepsilon c_2 = +0.10$, εc3=+0.10$\varepsilon c_3 = +0.10$), (j–l) mushroom (εc2=−0.10$\varepsilon c_2 = -0.10$, εc3=+0.15$\varepsilon c_3 = +0.15$). The solid black curve in every panel is the deformed surface r=a[1+εf(θ)]$r = a[1 + \varepsilon f(\theta )]$. (a,d,g,j) The residual perturbed equilibrium potential εψ1/ζ$\varepsilon \psi _1/\zeta$ from (3.7) at κa=2$\kappa a = 2$. (b,e,h,k) The residual perturbed applied potential εΦ1/(E∞a)$\varepsilon \varPhi _1/(E_\infty a)$ from (3.14), and its n=3$n = 3$ analogue (B8). (c,f,i,l) Streamlines of the residual Stokes disturbance velocity εu^1/U^$\varepsilon \hat {\boldsymbol{u}}_1/\hat {U}$ from (3.31)–(3.32) and (B6)–(B7), coloured by the local speed (log scale). Each column shares a common colour range so that magnitudes can be compared across rows. The Φ1$\varPhi _1$ and u^1$\hat {\boldsymbol{u}}_1$ fields are purely hydrodynamic/electrostatic and independent of κa$\kappa a$; only ψ1$\psi _1$ depends on κa$\kappa a$ (shown here at κa=2$\kappa a = 2$). The fields are linear in the cn$c_n$, so the contributions from each shape mode superpose.

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