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Stochastic Regularization in Nonlinear Transport
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Nonlinear transport equations often exhibit severe gradient amplification when subjected to super-linear feedback, leading to instability along characteristic trajectories. Classical stochastic perturbations introduced through additive noise typically disperse trajectories without modifying the underlying transport operator responsible for this amplification.
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In this work we investigate the stabilizing role of stochastic transport perturbations introduced through the Stochastic Advection by Lie Transport (SALT) framework. By applying the Stratonovich-Itô conversion to the stochastic Lagrangian flow, we show that SALT dynamics generate an emergent deterministic second-order spatial operator in the Eulerian formulation. When the covariance tensor of the transport perturbations is uniformly nondegenerate, this operator introduces a dissipative contribution that suppresses gradient amplification in expectation.
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In the limit of isotropic spatial noise, the stochastic transport operator converges formally to a Laplacian with effective viscosity determined by the trace of the transport covariance tensor. Numerical experiments illustrate the convergence of the ensemble-averaged stochastic dynamics toward the corresponding viscous limit.
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These results provide a structural link between stochastic transport models and classical dissipative regularization mechanisms in nonlinear transport systems.
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Title: Stochastic Regularization in Nonlinear Transport
Description:
Nonlinear transport equations often exhibit severe gradient amplification when subjected to super-linear feedback, leading to instability along characteristic trajectories.
Classical stochastic perturbations introduced through additive noise typically disperse trajectories without modifying the underlying transport operator responsible for this amplification.
<div>
In this work we investigate the stabilizing role of stochastic transport perturbations introduced through the Stochastic Advection by Lie Transport (SALT) framework.
By applying the Stratonovich-Itô conversion to the stochastic Lagrangian flow, we show that SALT dynamics generate an emergent deterministic second-order spatial operator in the Eulerian formulation.
When the covariance tensor of the transport perturbations is uniformly nondegenerate, this operator introduces a dissipative contribution that suppresses gradient amplification in expectation.
</div>
<div>
In the limit of isotropic spatial noise, the stochastic transport operator converges formally to a Laplacian with effective viscosity determined by the trace of the transport covariance tensor.
Numerical experiments illustrate the convergence of the ensemble-averaged stochastic dynamics toward the corresponding viscous limit.
</div>
<div>
These results provide a structural link between stochastic transport models and classical dissipative regularization mechanisms in nonlinear transport systems.
</div>.
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