Proceedings of the Royal Society A Mathematical Physical and Engineering Sciences · 2016 · 36 citations · 20 references
Natural SciencesMathematicsPhysicsDifferential EquationsStochastic ModelingStochastic ProcessesPerturbation TheorySimulation MethodsStatistical MechanicsStochastic Differential EquationsStochastic Systems ModelingFinite-dimensional ApproximationHamiltonian Partial Differential EquationsNumerical Methods For Stochastic Differential EquationsPeakon EquationsStochastic DynamicsStochastic Partial Differential Equation ModelsStochastic Partial Differential EquationsVariational Problems
We develop a variational method of deriving stochastic partial differential equations whose solutions follow the flow of a stochastic vector field. As an example in one spatial dimension, we numerically simulate singular solutions (peakons) of the stochastically perturbed Camassa-Holm (CH) equation derived using this method. These numerical simulations show that peakon soliton solutions of the stochastically perturbed CH equation persist and provide an interesting laboratory for investigating the sensitivity and accuracy of adding stochasticity to finite dimensional solutions of stochastic partial differential equations. In particular, some choices of stochastic perturbations of the peakon dynamics by Wiener noise (canonical Hamiltonian stochastic deformations, CH-SD) allow peakons to interpenetrate and exchange order on the real line in overtaking collisions, although this behaviour does not occur for other choices of stochastic perturbations which preserve the Euler-Poincaré structure of the CH equation (parametric stochastic deformations, P-SD), and it also does not occur for peakon solutions of the unperturbed deterministic CH equation. The discussion raises issues about the science of stochastic deformations of finite-dimensional approximations of evolutionary partial differential equation and the sensitivity of the resulting solutions to the choices made in stochastic modelling.
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