14,194 research outputs found

    Particle based gPC methods for mean-field models of swarming with uncertainty

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    In this work we focus on the construction of numerical schemes for the approximation of stochastic mean--field equations which preserve the nonnegativity of the solution. The method here developed makes use of a mean-field Monte Carlo method in the physical variables combined with a generalized Polynomial Chaos (gPC) expansion in the random space. In contrast to a direct application of stochastic-Galerkin methods, which are highly accurate but lead to the loss of positivity, the proposed schemes are capable to achieve high accuracy in the random space without loosing nonnegativity of the solution. Several applications of the schemes to mean-field models of collective behavior are reported.Comment: Communications in Computational Physics, to appea

    Zoology of a non-local cross-diffusion model for two species

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    We study a non-local two species cross-interaction model with cross-diffusion. We propose a positivity preserving finite volume scheme based on the numerical method introduced in Ref. [15] and explore this new model numerically in terms of its long-time behaviours. Using the so gained insights, we compute analytical stationary states and travelling pulse solutions for a particular model in the case of attractive-attractive/attractive-repulsive cross-interactions. We show that, as the strength of the cross-diffusivity decreases, there is a transition from adjacent solutions to completely segregated densities, and we compute the threshold analytically for attractive-repulsive cross-interactions. Other bifurcating stationary states with various coexistence components of the support are analysed in the attractive-attractive case. We find a strong agreement between the numerically and the analytically computed steady states in these particular cases, whose main qualitative features are also present for more general potentials

    Local well-posedness of the generalized Cucker-Smale model

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    In this paper, we study the local well-posedness of two types of generalized Cucker-Smale (in short C-S) flocking models. We consider two different communication weights, singular and regular ones, with nonlinear coupling velocities v∣v∣β−2v|v|^{\beta-2} for β>3−d2\beta > \frac{3-d}{2}. For the singular communication weight, we choose ψ1(x)=1/∣x∣α\psi^1(x) = 1/|x|^{\alpha} with α∈(0,d−1)\alpha \in (0,d-1) and β≥2\beta \geq 2 in dimension d>1d > 1. For the regular case, we select ψ2(x)≥0\psi^2(x) \geq 0 belonging to (L_{loc}^\infty \cap \mbox{Lip}_{loc})(\mathbb{R}^d) and β∈(3−d2,2)\beta \in (\frac{3-d}{2},2). We also remark the various dynamics of C-S particle system for these communication weights when β∈(0,3)\beta \in (0,3)

    Spatial Coherence Resonance near Pattern-Forming Instabilities

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    The analogue of temporal coherence resonance for spatial degrees of freedom is reported. Specifically, we show that spatiotemporal noise is able to optimally extract an intrinsic spatial scale in nonlinear media close to (but before) a pattern-forming instability. This effect is observed in a model of pattern-forming chemical reaction and in the Swift-Hohenberg model of fluid convection. In the latter case, the phenomenon is described analytically via an approximate approach.Comment: 4 pages, 4 figure
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