REVIEW 3 major objections 5 minor 43 references
Convergence of a heterogeneous Allen-Cahn equation to weighted mean curvature flow
T0 review · 3 major / 5 minor · reviewed 2026-08-11 · deepseek-v4-flash
Pith's one-line read The paper proves that, under an explicit energy-convergence hypothesis, solutions of the heterogeneous Allen–Cahn equation converge to a distributional solution of weighted mean curvature flow.
desk verdict Static first-variation convergence is the real contribution; the Allen-Cahn-to-weighted-MCF theorem is honestly conditional on an unproved energy-convergence hypothesis. read the letter →
The pith
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
The reading
What carries the argument
The central object is the heterogeneous Modica–Mortola energy $E_\varepsilon[u] = \int_\Omega \big(\tfrac{1}{\varepsilon}W(x,u) + \tfrac{\varepsilon}{2}|\nabla u|^2\big)\,dx$, with a double-well potential $W$ whose wells are two spatially moving functions $a(x)<b(x)$. Its $\Gamma$-limit is the weighted perimeter $E[u] = \int_\Omega \sigma\,d|\nabla\chi_A|$ with surface tension $\sigma(x)=\int_{a(x)}^{b(x)}\sqrt{2W(x,s)}\,ds$. The key technical device is the normalized well function $W_n(x,v):=W(x,a(x)+\gamma(x)v)$ with $\gamma=b-a$, which fixes the wells at $0$ and $1$ while retaining spatial dependence; the crucial estimate $|\partial_x\sqrt{W_n}|\le C\sqrt{W_n}$ permits comparing the surface tension at neighboring points. The machinery then rests on an equipartition-of-energy lemma (Lemma 3.5), showing that potential and gradient terms contribute equally in the limit, and on the first-variation convergence (Theorem 3.1): for test fields $\Psi$ with $\Psi\cdot n_\Omega=0$ on the boundary, $\nabla E_\varepsilon(u_\varepsilon)(\gamma\nabla v_\varepsilon\cdot\Psi)$ converges to $-\int_\Omega \sigma(\mathrm{Id}-n_A\otimes n_A):\nabla\Psi\,d|\nabla\chi_A| - \int_\Omega \nabla\sigma\cdot\Psi\,d|\nabla\chi_A|$, the weak form of weighted mean curvature motion. This identity is what converts the diffuse gradient flow into the sharp interface motion, and the time-dependent version (Remark 3.4) is used in the convergence proof.
What would settle it
Test the time-dependent first-variation identity (Remark 3.4) along a sequence of weak solutions that satisfies the energy-convergence hypothesis (4.8); if for some smooth test vector field $\Psi$ the limit of the diffuse first variation differs from the weighted perimeter first variation, then the motion law (4.4) fails and Theorem 4.3 would be refuted.
Extended reading notes
Core claim
The core discovery is that the sharp-interface limit of the heterogeneous Allen–Cahn equation is governed by weighted mean curvature flow with a spatially dependent surface tension. Concretely, Theorem 4.3 shows that if the initial data converge and the time-integrated diffuse energies converge to the weighted perimeter, then along a subsequence the phase fields converge in $L^1$ to $u_A=b\chi_A+a(1-\chi_A)$, and the sets $A(t)$ form a distributional solution in the sense of Definition 4.2: they admit a square-integrable normal velocity $V$ satisfying the transport equation, the weak motion law $\sigma V=\sigma H-\nabla\sigma\cdot n$, and the optimal dissipation inequality. Corollary 3.2 derives the Gibbs–Thomson relation $\lambda_0=\gamma^{-1}(-\sigma H+\nabla\sigma\cdot n)$ for mass-constrained minimizers, identifying the limit chemical potential with the weighted mean curvature of the interface. Theorem 5.2 establishes weak-strong uniqueness: as long as a smooth calibrated flow exists, any BV solution with the same initial datum coincides with it.
Load-bearing premise
The proof of the sharp-interface limit assumes that the time-integrated diffuse energies converge to the weighted perimeter of the limiting sets (hypothesis (4.8)); the paper does not derive this convergence from the Allen–Cahn dynamics, so the theorem is conditional on it.
Editorial extensions
If this is right
- When the energy-convergence hypothesis holds and a smooth calibrated flow exists, the weak-strong uniqueness theorem forces the whole sequence of Allen–Cahn solutions to converge to that smooth flow, not just along a subsequence.
- The Gibbs–Thomson relation extends the classical curvature–chemical-potential law to heterogeneous surface tensions, giving a precise meaning to the limit chemical potential of a mass-constrained phase-field minimizer.
- The BV solution concept for weighted mean curvature flow is shown to be stable: it satisfies the optimal dissipation inequality and agrees with any smooth flow starting from the same initial set, so it is a viable weak formulation for numerical and analytical purposes.
- The result justifies using the numerically convenient diffuse-interface Allen–Cahn model to approximate sharp-interface evolutions in heterogeneous media, provided the interface-width parameter is small and the energy convergence hypothesis is met.
Reading between the lines
- The energy-convergence hypothesis (4.8) is the real bottleneck: for physically interesting potentials with strongly varying wells, verifying it from the dynamics alone may be as hard as the sharp-interface limit itself, and the paper does not provide such a verification.
- The normalized-well trick, which reduces moving wells to a fixed-well energy landscape, points toward a general method: the same first-variation argument should produce Gibbs–Thomson relations and BV convergence for anisotropic or multiphase generalizations of the energy.
- A natural next step is to test whether the derivative control $|\partial_x\sqrt{W_n}|\le C\sqrt{W_n}$ can be relaxed; if not, it becomes an additional hypothesis separating the heterogeneous problem from the homogeneous one.
- The weak-strong uniqueness principle suggests a route to quantitative convergence rates for the heterogeneous Allen–Cahn approximation by a relative-entropy estimate, analogous to known rates in the homogeneous setting.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. This paper studies the sharp-interface limit of a heterogeneous Allen-Cahn equation with a space-dependent double-well potential and moving wells. The main results are: (i) a proof that the first variation of the diffuse energy E_ε converges to the first variation of the weighted perimeter E, both in the static case (Theorem 3.1) and, by assertion, in a time-integrated form (Remark 3.4); (ii) a Gibbs-Thomson relation for heterogeneous surface tensions (Corollary 3.2); (iii) a conditional convergence theorem (Theorem 4.3) stating that, under the energy convergence hypothesis (4.8), weak solutions of the heterogeneous Allen-Cahn equation converge, up to subsequence, to a BV/distributional solution of weighted mean curvature flow; and (iv) a weak-strong uniqueness principle for BV solutions of weighted mean curvature flow (Theorem 5.2), proved via the relative energy technique. The static first-variation result relies on a normalization of the moving wells, an equipartition lemma, and a control of the x-derivative of the normalized potential (2.7). The paper is transparent about the conditional nature of Theorem 4.3.
Significance. The paper makes a solid contribution to the variational theory of heterogeneous phase transitions. The static first-variation convergence for moving wells (Theorem 3.1) is new and appears to be proved with essentially complete arguments; the resulting Gibbs-Thomson relation extends earlier results of Luckhaus-Modica to spatially dependent wells. The conditional convergence of the heterogeneous Allen-Cahn equation to weighted mean curvature flow is formulated in the standard Luckhaus-Sturzenhecker framework and extends that framework to heterogeneous potentials. The weak-strong uniqueness result generalizes recent relative-energy arguments to weighted mean curvature flow and is a useful addition to the literature. The authors clearly state the unproved energy convergence hypothesis (4.8) and correctly identify it as the key assumption. The main weakness is that several technically load-bearing passages, especially the time-dependent first-variation convergence and the error estimates in Substep 2.2 of Theorem 4.3, are asserted rather than proved in detail.
major comments (3)
- [§4, Substep 2.2, Eq. (4.14) and Remark 3.4] The time-integrated first-variation convergence stated in Remark 3.4 is asserted without proof and is used critically in Substep 2.2 to pass to the limit in the right-hand side of (4.12). The same substep also contains an unproved estimate for the first two terms of (4.14), which are claimed to vanish at rate C(∫|n_A−η|^2 d|∇χ_A| dt)^{1/2} by reference to Substep 4.2 of Theorem 3.1. Because these two passages are load-bearing for the motion law (4.4), the authors should provide a complete proof of the time-dependent version of Theorem 3.1, including the measure-convergence statements and the error estimates under the energy convergence hypothesis (4.8).
- [§4, Theorem 4.3, hypothesis (4.8)] The convergence result of Theorem 4.3 is conditional on the energy convergence hypothesis (4.8), which is not derived from the Allen-Cahn dynamics. As the proof of Substep 2.2 makes clear, (4.8) is exactly what converts a lower-semicontinuous inequality into the identity needed to identify the velocity; if (4.8) fails, the motion law (4.4) is not established. This is a standard type of hypothesis in the Luckhaus-Sturzenhecker framework, but the title of the paper currently advertises the convergence without qualification. The authors should adjust the title (e.g., "Conditional convergence ...") and add a remark in Section 4 discussing the status of (4.8) as a no-energy-loss condition and its relation to the analogous assumptions in [36] and [24].
- [§3, Corollary 3.2] The hypotheses of Corollary 3.2 do not explicitly include the energy convergence E_ε[u_ε] → E[u_A], which is required to apply Theorem 3.1 in Step 1 of the proof. This convergence follows from the minimizing property and standard Γ-convergence with the mass constraint, but it should be stated either as a hypothesis or as a consequence proved before invoking Theorem 3.1. Without this, the proof of the Gibbs-Thomson relation has an implicit unverified hypothesis.
minor comments (5)
- [§3.3, statement of Corollary 3.2] The interval for the constraint m appears to be misstated: with a < b, the set (−∫ a dx, −∫ b dx) is empty; it should be (−∫ b dx, −∫ a dx).
- [§4, Substep 2.1, Eq. (4.11)] In the last inequality of (4.11), the second factor should be (1/2 ∫ σ|φ|^2 d|∇χ_A(t)| dt)^{1/2} rather than (∫ σ|φ|^2 d|∇χ_A(t)| dt)^{1/2}, since by Lemma 3.5 the measure W/ε converges to (1/2)σ|∇χ_A(t)|. The missing factor does not affect the conclusion, but the displayed inequality is not exact.
- [§3, Theorem 3.1, Step 3] The vector measures ν_ε := √(2W_n)γ∇v L^N are claimed to converge in weak-star sense and in total variation to σ∇χ_A 'by Lemma 3.5'. Lemma 3.5 as stated only covers scalar measures; the directional convergence needed for the vector measure is established later in Substep 4.2, but the reader is not pointed to it. Please add a remark or restructure the proof so that this claim is clearly justified.
- [§3, Theorem 3.1, Step 1] The sentence 'By Hölder's inequality and Young's inequality, respectively, we see ∫ ε|∇v_ε| dx → 0 and ∫ ε|v_ε||∇v_ε| dx → 0' misattributes the inequalities: both estimates follow from Hölder (or Cauchy-Schwarz), and Young's inequality alone would not give the second o(1).
- [§5, Theorem 5.2 and Definition 5.1] The weak-strong uniqueness theorem is stated in R^N, while the BV solution concept in Definition 4.2 is formulated on a bounded C^2 domain Ω. The authors should clarify how the BV solution notion is adapted to the whole space (e.g., by extending functions by zero or by stating the R^N analogue of Definition 4.2).
Circularity Check
No significant circularity: the main convergence theorem is explicitly conditional on the energy convergence hypothesis (4.8), and no derived quantity is assumed as an input.
full rationale
The advertised result is explicitly conditional: Theorem 4.3 proves convergence of Allen-Cahn solutions to a BV solution of weighted mean curvature flow only under the energy convergence hypothesis (4.8). This hypothesis is an input, not a conclusion, and it is structurally distinct from the target statement: (4.8) concerns the diffuse energies E_epsilon and the sharp weighted perimeter E, while the theorem's conclusion concerns the transport equation, motion law, and dissipation inequality for the limit sets A(t). The proof of the motion law in Substep 2.2 uses (4.8) only to pass the equipartition of energy (Remark 3.4) to the time-integrated setting and to control cross terms; this is a legitimate conditional derivation, not a tautology. The paper also relies on external results such as Bouchitte's Gamma-convergence, Luckhaus-Sturzenhecker, Hensel-Laux, and Fischer et al., and it cites prior work by the authors ([10], [34]) mainly as background or methodological references. These self-citations are not load-bearing substitutes for the main argument. The Gibbs-Thomson corollary and the weak-strong uniqueness theorem are derived from Theorem 3.1 and Definition 5.1 respectively, with no step in which the conclusion is assumed as an input. The main limitation is that (4.8) is unproved, making the sharp-interface limit conditional; however, a conditional theorem is not a circular one. No significant circularity was found.
Assumptions & free parameters
assumptions (5)
- standard math Bouchitté's Gamma-convergence and lower bound: the Gamma-limit of Eε is the weighted perimeter E, and liminf of ∫√(2W)|∇uε| is at least E[u] (References [2, eq. (3.20), Theorem 4.1]).
- domain assumption Structural inequality (2.7): |∂_x √(W_n)(x,v)| ≤ C √(W_n)(x,v) for the normalized well W_n.
- domain assumption Energy convergence hypothesis (4.8): ∫0^T Eε(uε(·,t)) dt → ∫0^T E(u_A(t)) dt as ε→0.
- domain assumption Existence of a gradient flow calibration (ξ,B,ϑ) for a smooth weighted mean curvature flow, as constructed in [17, Section 4.1-4.2] (see also [34, Lemma 5.5]).
- standard math The normalized surface tension σ_n = σ/γ is bounded above and below and is C^2, so σ is uniformly positive and Lipschitz in the Section 5 setting.
Cite this review
Pith. "Pith review of Convergence of a heterogeneous Allen-Cahn equation to weighted mean curvature flow." pith.science (2026). https://pith.science/paper/QMIK35SB
@misc{pith2026241202567,
author = {Pith},
title = {Pith review of: Convergence of a heterogeneous Allen-Cahn equation to weighted mean curvature flow},
year = {2026},
howpublished = {\url{https://pith.science/paper/QMIK35SB}},
note = {Machine review of arXiv:2412.02567}
}
read the original abstract
We consider a variational model for heterogeneous phase separation, based on a diffuse interface energy with moving wells. Our main result identifies the asymptotic behavior of the first variation of the phase field energies as the width of the diffuse interface vanishes. This convergence result allows us to deduce a Gibbs-Thomson relation for heterogeneous surface tensions. Proceeding from this information, we prove that (weak) solutions of the Allen-Cahn equation with space dependent potential converge to a BV solution of weighted mean curvature flow, under an energy convergence hypothesis. Additionally, relying on the relative energy technique, we establish a weak-strong uniqueness principle for solutions of weighted mean curvature flow.
Reference graph
Works this paper leans on
-
[36]
S. Luckhaus and T. Sturzenhecker , Implicit time discretization for the mean curvature flow equ ation, Calculus of Variations and Partial Differential Equations, 3 (1995), pp . 253–271
work page 1995
- [24]
-
[1]
L. Ambrosio, N. Fusco, and D. Pallara , Functions of bounded variation and free discontinuity prob lems, Oxford Mathematical Monographs. Oxford University Press, New Yor k, USA, 2000
work page 2000
-
[2]
G. Bouchitt ´e, Singular perturbations of variational problems arising fr om a two-phase transition model , Applied mathematics & optimization, 21 (1990), pp. 289–314
work page 1990
-
[3]
K. A. Brakke , The motion of a surface by its mean curvature , vol. 20 of Mathematical Notes, Princeton University Press, Princeton, NJ, 1978
work page 1978
-
[4]
L. Bungert, T. Laux, and K. Stinson , A mean curvature flow arising in adversarial training , Journal de Math´ ematiques Pures et Appliqu´ ees, 192 (2024), p. 103625
work page 2024
-
[5]
A. Chambolle, D. D. Gennaro, and M. Morini , Minimizing movements for anisotropic and inhomogeneous me an curvature flows , Advances in Calculus of Variations, 17 (2024), pp. 1095–11 29
work page 2024
-
[6]
X. Chen , Generation and propagation of interfaces for reaction-diff usion equations, Journal of Differential Equations, 96 (1992), pp. 116–141
work page 1992
Show all 43 references
-
[7]
Y. G. Chen, Y. Giga, and S. Goto , Uniqueness and existence of viscosity solutions of general ized mean curvature flow equations , Journal of Differential Geometry, 33 (1991), pp. 749–786
1991
-
[8]
Cicalese, Y
M. Cicalese, Y. Nagase, and G. Pisante , The Gibbs–Thomson relation for non homogeneous anisotropi c phase transitions, Advances in Calculus of Variations, 3 (2010), pp. 321–344
2010
-
[9]
Cristoferi, I
R. Cristoferi, I. Fonseca, and L. Ganedi , Homogenization and phase separation with fixed wells–the su percritical case, preprint, (2023). arXiv:2301.07012
2023 arXiv
-
[10]
, Homogenization and phase separation with space dependent w ells: The subcritical case , Archive for Rational Mechanics and Analysis, 247 (2023), p. 94
2023
-
[11]
Cristoferi, I
R. Cristoferi, I. Fonseca, A. Hagerty, and C. Popovici , A homogenization result in the gradient theory of phase transitions, Interfaces and Free Boundaries, (2019)
2019
-
[12]
Cristoferi and G
R. Cristoferi and G. Gravina , Sharp interface limit of a multi-phase transitions model un der nonisothermal con- ditions, Calculus of Variations and Partial Differential Equations , 60 (2021), p. 142
2021
-
[13]
de Mottoni and M
P. de Mottoni and M. Schatzman , Geometrical evolution of developed interfaces , Transactions of the American Mathematical Society, 347 (1995), pp. 1533–1589
1995
-
[14]
L. C. Evans, H. M. Soner, and P. E. Souganidis , Phase transitions and generalized motion by mean curvature , Communications on Pure and Applied Mathematics, 45 (1992), pp. 1097–1123
1992
-
[15]
L. C. Evans and J. Spruck , Motion of level sets by mean curvature I , Journal of Differential Geometry, 5 (1991), pp. 635–681
1991
-
[16]
W. M. Feldman and P. Morfe , The occurrence of surface tension gradient discontinuitie s and zero mobility for Allen-Cahn and curvature flows in periodic media , Interfaces and Free Boundaries, 25 (2023). CONVERGENCE OF A HETEROGENEOUS ALLEN–CAHN EQUATION TO WEIG HTED MCF 25
2023
-
[17]
Fischer and S
J. Fischer and S. Hensel , Weak–strong uniqueness for the navier–stokes equation for two fluids with surface tension , Archive for Rational Mechanics and Analysis, 236 (2019), pp . 967–1087
2019
-
[18]
Fischer, S
J. Fischer, S. Hensel, T. Laux, and T. Simon , The local structure of the energy landscape in multiphase me an curvature flow: Weak-strong uniqueness and stability of evo lutions, first part accepted for publication at Journal of the European Mathematical Society, (2023), p. 55....
2023
-
[19]
Fischer, S
J. Fischer, S. Hensel, A. Marveggio, and M. Moser , Stability of multiphase mean curvature flow beyond circular topology changes, Preprint, (2024), p. 56. arXiv:2404.02884
2024 arXiv
-
[20]
Fischer, T
J. Fischer, T. Laux, and T. M. Simon , Convergence rates of the Allen–Cahn equation to mean curvat ure flow: A short proof based on relative entropies , SIAM Journal on Mathematical Analysis, 52 (2020), pp. 6222 –6233
2020
-
[21]
Fischer and A
J. Fischer and A. Marveggio , Quantitative convergence of the vectorial Allen-Cahn equa tion towards multiphase mean curvature flow , Annales de l’Institut Henri Poincar´ e C. Analyse Non Lin´ eaire, 41 (2024), pp. 1117–1178
2024
-
[22]
Gurtin , Some Results and Conjectures in the Gradient Theory of Phase Transitions, vol
M. Gurtin , Some Results and Conjectures in the Gradient Theory of Phase Transitions, vol. 3, Springer, New York, NY, 1987
1987
-
[23]
Hensel and T
S. Hensel and T. Laux , Weak-strong uniqueness for the mean curvature flow of double bubbles, Interfaces and Free Boundaries, 25 (2023), pp. 37–107
2023
-
[25]
, A new varifold solution concept for mean curvature flow: Conv ergence of the Allen-Cahn equation and weak- strong uniqueness , accepted for publication at Journal of Differential Geomet ry, (2024), p. 40. arXiv:2109.04233
2024 arXiv
-
[26]
Hensel and A
S. Hensel and A. Marveggio , Weak-strong uniqueness for the Navier-Stokes equation for two fluids with ninety degree contact angle and same viscosities , Journal of Mathematical Fluid Mechanics, 24 (2022)
2022
-
[27]
Hensel and M
S. Hensel and M. Moser , Convergence rates for the Allen–Cahn equation with boundar y contact energy: the non- perturbative regime, Calculus of Variations and Partial Differential Equations , 61 (2022), p. 201
2022
-
[28]
Ilmanen , Convergence of the Allen-Cahn equation to Brakke’s motion b y mean curvature , Journal of Differential Geometry, 38 (1993), pp
T. Ilmanen , Convergence of the Allen-Cahn equation to Brakke’s motion b y mean curvature , Journal of Differential Geometry, 38 (1993), pp. 417–461
1993
-
[29]
I. Kim, A. Mellet, and Y. Wu , Density-constrained chemotaxis and Hele-Shaw flow , Transactions of the American Mathematical Society, 377 (2024), pp. 395–429
2024
-
[30]
Kim and Y
L. Kim and Y. Tonegaw a , On the mean curvature flow of grain boundaries , Annales de l’Institut Fourier, 67 (2017), pp. 43–142
2017
-
[31]
Kroemer and T
M. Kroemer and T. Laux , The Hele–Shaw flow as the sharp interface limit of the Cahn–Hi lliard equation with disparate mobilities, Communications in Partial Differential Equations, 47 (202 1), pp. 2444 – 2486
-
[32]
Laux , Weak-strong uniqueness for volume-preserving mean curvat ure flow , Revista Matem´ atica Iberoamericana, 40 (2024), pp
T. Laux , Weak-strong uniqueness for volume-preserving mean curvat ure flow , Revista Matem´ atica Iberoamericana, 40 (2024), pp. 93–110
2024
-
[33]
Laux and T
T. Laux and T. M. Simon , Convergence of the allen-cahn equation to multiphase mean c urvature flow , Communica- tions on Pure and Applied Mathematics, 71 (2018), pp. 1597–1 647
2018
-
[34]
T. Laux, K. Stinson, and C. Ullrich , Diffuse-interface approximation and weak-strong uniquene ss of anisotropic mean curvature flow , European Journal of Applied Mathematics, (2024), pp. 1–61
2024
-
[35]
Luckhaus and L
S. Luckhaus and L. Modica , The Gibbs-Thompson relation within the gradient theory of p hase transitions , Archive for Rational Mechanics and Analysis, 107 (1989), pp. 71–83
1989
-
[37]
Modica , The gradient theory of phase transitions and the minimal int erface criterion , Archive for Rational Me- chanics and Analysis, 98 (1987), pp
L. Modica , The gradient theory of phase transitions and the minimal int erface criterion , Archive for Rational Me- chanics and Analysis, 98 (1987), pp. 123–142
1987
-
[38]
Modica and S
L. Modica and S. Mortola , Un esempio di Γ -convergenza, Bollettino dell’Unione Matematica Italiana B (5), 14 (1977), pp. 285–299
1977
-
[39]
P. S. Morfe , Homogenization of the Allen–Cahn equation with periodic mo bility, Calculus of Variations and Partial Differential Equations, 61 (2020)
2020
-
[40]
P. S. Morfe , Surface tension and Γ -convergence of Van der Waals–Cahn-Hilliard phase transit ions in stationary ergodic media, Journal of Statistical Physics, 181 (2020), pp. 2225–2256
2020
-
[41]
G. D. Philippis and F. Maggi , Regularity of free boundaries in anisotropic capillarity p roblems and the validity of young’s law, Archive for Rational Mechanics and Analysis, 216 (2014), p p. 473–568
2014
-
[42]
Sternberg, The effect of a singular perturbation on nonconvex variation al problems, Archive for Rational Mechanics and Analysis, 101 (1988), pp
P. Sternberg, The effect of a singular perturbation on nonconvex variation al problems, Archive for Rational Mechanics and Analysis, 101 (1988), pp. 209–260
1988
-
[43]
Stuvard and Y
S. Stuvard and Y. Tonegaw a , On the existence of canonical multi-phase Brakke flows , Advances in Calculus of Variations, 17 (2024), pp. 33–78. 26 L. GANEDI, A. MAR VEGGIO, AND K. STINSON (Likhit Ganedi) Institut f ¨ur Mathematik, R WTH Aachen, Templergraben 55, 52062 Aachen, ...
2024
Reviewed August 11, 2026 · model on record in the stance chip above.
Discussion (0). Continue with ORCID to comment.