Relative entropy and modulated free energy without confinement via self-similar transformation
This note extends the modulated entropy and free energy methods for proving mean-field limits/propagation of chaos to the whole space without any confining potential, in contrast to previous work limited to the torus or requiring confinement in the whole space, for all log/Riesz flows. Our novel ide...
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Main Authors | , |
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Format | Journal Article |
Language | English |
Published |
21.02.2024
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Subjects | |
Online Access | Get full text |
DOI | 10.48550/arxiv.2402.13977 |
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Summary: | This note extends the modulated entropy and free energy methods for proving
mean-field limits/propagation of chaos to the whole space without any confining
potential, in contrast to previous work limited to the torus or requiring
confinement in the whole space, for all log/Riesz flows. Our novel idea is a
scale transformation, sometimes called self-similar coordinates in the PDE
literature, which converts the problem to one with a quadratic confining
potential, up to a time-dependent renormalization of the interaction potential.
In these self-similar coordinates, one can then establish a Grönwall relation
for the relative entropy or modulated free energy, conditional on bounds for
the Hessian of the mean-field log density. This generalizes recent work of
Feng-Wang arXiv:2310.05156, which extended the Jabin-Wang relative entropy
method to the whole space for the viscous vortex model. Moreover, in contrast
to previous work, our approach allows to obtain uniform-in-time propagation of
chaos and even polynomial-in-time generation of chaos in the whole space
without confinement, provided one has suitable decay estimates for the
mean-field log density. The desired regularity bounds and decay estimates are
the subject of a companion paper. |
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DOI: | 10.48550/arxiv.2402.13977 |