Quasi-stationary behavior of the stochastic FKPP equation on the circle
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arXiv
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| Natura: | Preprint |
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2023
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| author | Fan, Wai-Tong Louis Tough, Oliver |
| author_facet | Fan, Wai-Tong Louis Tough, Oliver |
| contents | We consider the stochastic Fisher-Kolmogorov-Petrovsky-Piscunov (FKPP) equation on the circle $\mathbb{S}$, \begin{equation*}
\partial_t u(t,x) \,= \fracα{2}Δu +β\,u(1-u) + \sqrt{γ\,u(1-u)}\,\dot{W}, \qquad (t,x)\in(0,\infty)\times \mathbb{S}, \end{equation*} where $\dot{W}$ is space-time white noise. While any solution will eventually be absorbed at one of two states, the constant 1 and the constant 0 on the circle, essentially nothing had been established about the absorption time (also called the fixation time in population genetics), or about the long-time behavior prior to absorption. We establish the existence and uniqueness of the quasi-stationary distribution (QSD) for the solution of the stochastic FKPP. Moreover, we show that the solution conditioned on not being absorbed at time $t$ converges to this unique QSD as $t\to\infty$, for any initial distribution, and characterize the leading-order asymptotics for the tail distribution of the fixation time. We obtain explicit calculations in the neutral case ($β=0$), quantifying the effect of spatial diffusion on fixation time. We explicitly express the fixation rate in terms of the migration rate $α$ for all $α\in (0,\infty)$, finding in particular that the fixation rate is given by $γ[1-\fracγ{12α}+\mathcal{O}(\frac{γ^2}{α^2})]$ for fast migration and $π^2α[1-\frac{8α}γ+\mathcal{O}(\frac{α^2}{γ^2})]$ for slow migration. Our proof relies on the observation that the absorbed (or killed) stochastic FKPP is dual to a system of $2$-type branching-coalescing Brownian motions killed when one type dies off, and on leveraging the relationship between these two killed processes. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2309_10998 |
| institution | arXiv |
| publishDate | 2023 |
| record_format | arxiv |
| spellingShingle | Quasi-stationary behavior of the stochastic FKPP equation on the circle Fan, Wai-Tong Louis Tough, Oliver Probability Dynamical Systems Functional Analysis Spectral Theory Populations and Evolution We consider the stochastic Fisher-Kolmogorov-Petrovsky-Piscunov (FKPP) equation on the circle $\mathbb{S}$, \begin{equation*} \partial_t u(t,x) \,= \fracα{2}Δu +β\,u(1-u) + \sqrt{γ\,u(1-u)}\,\dot{W}, \qquad (t,x)\in(0,\infty)\times \mathbb{S}, \end{equation*} where $\dot{W}$ is space-time white noise. While any solution will eventually be absorbed at one of two states, the constant 1 and the constant 0 on the circle, essentially nothing had been established about the absorption time (also called the fixation time in population genetics), or about the long-time behavior prior to absorption. We establish the existence and uniqueness of the quasi-stationary distribution (QSD) for the solution of the stochastic FKPP. Moreover, we show that the solution conditioned on not being absorbed at time $t$ converges to this unique QSD as $t\to\infty$, for any initial distribution, and characterize the leading-order asymptotics for the tail distribution of the fixation time. We obtain explicit calculations in the neutral case ($β=0$), quantifying the effect of spatial diffusion on fixation time. We explicitly express the fixation rate in terms of the migration rate $α$ for all $α\in (0,\infty)$, finding in particular that the fixation rate is given by $γ[1-\fracγ{12α}+\mathcal{O}(\frac{γ^2}{α^2})]$ for fast migration and $π^2α[1-\frac{8α}γ+\mathcal{O}(\frac{α^2}{γ^2})]$ for slow migration. Our proof relies on the observation that the absorbed (or killed) stochastic FKPP is dual to a system of $2$-type branching-coalescing Brownian motions killed when one type dies off, and on leveraging the relationship between these two killed processes. |
| title | Quasi-stationary behavior of the stochastic FKPP equation on the circle |
| topic | Probability Dynamical Systems Functional Analysis Spectral Theory Populations and Evolution |
| url | https://arxiv.org/abs/2309.10998 |