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The Effective Reactivity for Capturing Brownian Motion by Partially Reactive Patches on a Spherical Surface

Denis S. Grebenkov, Michael J. Ward

TL;DR

The paper develops a rigorous three-term asymptotic expansion for the capacitance ${\mathcal{C}}_{\rm T}$ of a sphere with many small partially reactive patches, capturing inter-patch diffusion interactions and boundary curvature through a Green’s function framework and Steklov expansions.Key contributions include expressing ${\mathcal{C}}_{\rm T}$ in terms of local reactive capacitances $C_i(\kappa_i)$ and monopole corrections $E_i(\kappa_i)$, and providing explicit formulas for circular patches alongside a generalization to arbitrary patch shapes.A homogenization analysis yields a scaling law for the effective capacitance ${C}_{\rm eff}$ and effective reactivity ${k}_{\rm eff}$ in the small-patch, low-coverage limit, with corrections dependent on patch geometry and reactivity, and consistent limits with classical results.The authors validate the theory with a novel Monte Carlo algorithm tailored to spherical geometry, and demonstrate accurate agreement with exact, semi-analytical, and spectral solutions across diverse configurations, highlighting robustness beyond the formal asymptotic regime.Overall, the work provides a comprehensive mathematical treatment and practical computational tools for predicting diffusion-limited trapping by structured, partially reactive targets on curved boundaries.

Abstract

We analyze the trapping of diffusing ligands, modeled as Brownian particles, by a sphere that has $N$ partially reactive boundary patches, each of small area, on an otherwise reflecting boundary. For such a structured target, the partial reactivity of each boundary patch is characterized by a Robin boundary condition, with a local boundary reactivity $κ_i$ for $i=1,\ldots,N$. For any spatial arrangement of well-separated patches on the surface of the sphere, the method of matched asymptotic expansions is used to derive explicit results for the capacitance $C_{\rm T}$ of the structured target, which is valid for any $κ_i>0$. This target capacitance $C_{\rm T}$ is defined in terms of a Green's matrix, which depends on the spatial configuration of patches, the local reactive capacitance $C_i(κ_i)$ of each patch and another coefficient that depends on the local geometry near a patch. The analytical dependence of $C_{i}(κ_i)$ on $κ_i$ is uncovered via a spectral expansion over Steklov eigenfunctions. For circular patches, the latter are readily computed numerically and provide an accurate fully explicit sigmoidal approximation for $C_{i}(κ_i)$. In the homogenization limit of $N\gg 1$ identical uniformly-spaced patches with $κ_i=κ$, we derive an explicit scaling law for the effective capacitance and the effective reactivity of the structured target that is valid in the limit of small patch area fraction. From a comparison with numerical simulations, we show that this scaling law provides a highly accurate approximation over the full range $κ>0$, even when there is only a moderately large number of reactive patches.

The Effective Reactivity for Capturing Brownian Motion by Partially Reactive Patches on a Spherical Surface

TL;DR

The paper develops a rigorous three-term asymptotic expansion for the capacitance ${\mathcal{C}}_{\rm T}$ of a sphere with many small partially reactive patches, capturing inter-patch diffusion interactions and boundary curvature through a Green’s function framework and Steklov expansions.Key contributions include expressing ${\mathcal{C}}_{\rm T}$ in terms of local reactive capacitances $C_i(\kappa_i)$ and monopole corrections $E_i(\kappa_i)$, and providing explicit formulas for circular patches alongside a generalization to arbitrary patch shapes.A homogenization analysis yields a scaling law for the effective capacitance ${C}_{\rm eff}$ and effective reactivity ${k}_{\rm eff}$ in the small-patch, low-coverage limit, with corrections dependent on patch geometry and reactivity, and consistent limits with classical results.The authors validate the theory with a novel Monte Carlo algorithm tailored to spherical geometry, and demonstrate accurate agreement with exact, semi-analytical, and spectral solutions across diverse configurations, highlighting robustness beyond the formal asymptotic regime.Overall, the work provides a comprehensive mathematical treatment and practical computational tools for predicting diffusion-limited trapping by structured, partially reactive targets on curved boundaries.

Abstract

We analyze the trapping of diffusing ligands, modeled as Brownian particles, by a sphere that has partially reactive boundary patches, each of small area, on an otherwise reflecting boundary. For such a structured target, the partial reactivity of each boundary patch is characterized by a Robin boundary condition, with a local boundary reactivity for . For any spatial arrangement of well-separated patches on the surface of the sphere, the method of matched asymptotic expansions is used to derive explicit results for the capacitance of the structured target, which is valid for any . This target capacitance is defined in terms of a Green's matrix, which depends on the spatial configuration of patches, the local reactive capacitance of each patch and another coefficient that depends on the local geometry near a patch. The analytical dependence of on is uncovered via a spectral expansion over Steklov eigenfunctions. For circular patches, the latter are readily computed numerically and provide an accurate fully explicit sigmoidal approximation for . In the homogenization limit of identical uniformly-spaced patches with , we derive an explicit scaling law for the effective capacitance and the effective reactivity of the structured target that is valid in the limit of small patch area fraction. From a comparison with numerical simulations, we show that this scaling law provides a highly accurate approximation over the full range , even when there is only a moderately large number of reactive patches.

Paper Structure

This paper contains 17 sections, 4 theorems, 113 equations, 10 figures, 1 table.

Key Result

Lemma 2.1

(Lemma 2.1 of GrebWard25) \newlabellemma:Cj_kappa0 When $\Gamma_i$ is the disk $y_1^2+y_2^{2}\leq a_i^2$, $C_i(\kappa_i)$ has the limiting asymptotics $\!$ where $c_{1i}=0.5$, $c_{2i} \approx 0.4241$ and $c_{3i} \approx 0.3651$ (see (eq:cn_exact) of Appendix app:Cmu), are independent of the patch radius $a_i$. The sigmoidal approximation (mfpt:sigmoidal_2) is exactly consistent with only the le

Figures (10)

  • Figure 1: Geodesic normal coordinates $(\xi_1,\xi_2,\xi_3)^T$ at ${\bf{x}}_i\in \partial\Omega$, with the geodesics (orange and blue curves) indicated.
  • Figure 1: Schematic two-dimensional illustration of a thin layer of width $a$ near the boundary ${\partial {\mathcal{B}}}$ with a reactive patch ${\partial {\mathcal{B}}}_i$ (thick red interval). A random path $\hat{{\bf X}}_1 = {\bf X}_{\tau_1} \rightsquigarrow {\bf X}_{\tau_2} = \hat{{\bf X}}_2$ from the first arrival point $\hat{{\bf X}}_1$ to the escape point $\hat{{\bf X}}_2$ on the surface ${\partial {\mathcal{B}}}^a$ is shown. Two arrows indicate the boundary ${\partial_{e} {\mathcal{B}}}_{i}$ of the patch ${\partial {\mathcal{B}}}_i$ (in three dimensions, ${\partial_{e} {\mathcal{B}}}_{i}$ is a curve but here it is reduced to two endpoints of the shown interval).
  • Figure 1: (a): Dimensionless effective reactivity $k_{\rm eff}$ versus $\kappa = {\varepsilon} {\mathcal{K}} R/D$ for $N = 12$ identical circular patches of radius ${\varepsilon}$ centered at the vertices of an icosahedron. Symbols are the Monte Carlo results (with $M = 10^5$ realizations and $a = 10^{-2}$), thick lines show (\ref{['eq:kappa_J']}) with $C_{\rm T}$ from the asymptotic formula (\ref{['homo:c0_orig_1']}), and thin lines are the homogenized asymptotic formula (\ref{['eq:keff']}). (b): Same plot but with a logarithmic scale on the vertical axis to better show the small $\kappa$ comparison.
  • Figure 2: The reactive capacitance $C_i(\kappa_i)$ for the circular patch ${\Gamma}_i$ of unit radius ($a_i = 1$). (a): A comparison of $C_i(\kappa_i)$ numerically computed from (\ref{['eq:Cmu_def0']}), with the one-, two-, and three-term approximations obtained from (\ref{['eq:Cmu_Taylor']}) and (\ref{['eq:cn_exact']}), valid for $\kappa_i \ll 1$. (b): The sigmoidal approximation (\ref{['mfpt:sigmoidal_2']}) provides a decent approximation of the numerical result for $C_i(\kappa_i)$ on the full range $\kappa_i >0$.
  • Figure 2: Rescaled effective reactivity ${\mathcal{K}}_{\rm eff} R/D$ as a function of the patch surface fraction $f = {\varepsilon}^2/4$ for a single absorbing patch of radius ${\varepsilon}$ on the unit sphere (with ${\mathcal{K}} = \infty$). Comparison between Monte Carlo simulations (with $M = 10^5$ realizations and $a = 10^{-2}$), the empirical approximation (\ref{['eq:keff_Dagdug']}), and semi-analytical solution from Traytak95.
  • ...and 5 more figures

Theorems & Definitions (4)

  • Lemma 2.1
  • Lemma 2.2
  • Proposition 1
  • Lemma C.1