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Quasi-stationary behavior of the stochastic FKPP equation on the circle

Wai-Tong Louis Fan, Oliver Tough

Abstract

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.

Quasi-stationary behavior of the stochastic FKPP equation on the circle

Abstract

We consider the stochastic Fisher-Kolmogorov-Petrovsky-Piscunov (FKPP) equation on the circle , \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 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 converges to this unique QSD as , 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 (), quantifying the effect of spatial diffusion on fixation time. We explicitly express the fixation rate in terms of the migration rate for all , finding in particular that the fixation rate is given by for fast migration and for slow migration. Our proof relies on the observation that the absorbed (or killed) stochastic FKPP is dual to a system of -type branching-coalescing Brownian motions killed when one type dies off, and on leveraging the relationship between these two killed processes.
Paper Structure (17 sections, 37 theorems, 215 equations, 3 figures, 1 table)

This paper contains 17 sections, 37 theorems, 215 equations, 3 figures, 1 table.

Key Result

Theorem 2.1

The stochastic FKPP equation fkpp_X has a unique quasi-stationary distribution $\pi\in \mathcal{P}(\mathcal{C}_{\ast})$. Furthermore, we have the convergence for any initial distribution $\mu\in \mathcal{P}(\mathcal{B}_{\ast})$.

Figures (3)

  • Figure 1: A trajectory of the 2-type branching-coalescing Brownain motions (2-type BCBM) starting with one green particle and one red particle, where $\tau_{\partial}$ is the first time when all red particles die off.
  • Figure 2: (Left) the eigenvalue $\lambda=e^{-4\alpha \theta_{\ast}^2}$ in \ref{['eq:principal eigenvalue no selection']} against $\alpha$ for fixed values of $\gamma$. The eigenvalue $\lambda$ tends to $e^{-\gamma}$ as $\alpha\uparrow\infty$. (Right) the fixation rate $\kappa=-\ln \lambda=4\alpha \theta_{\ast}^2$ against $\alpha$ for fixed values of $\gamma$. It increases to $\gamma$ (the fixation rate of the well-mixed case) as $\alpha\uparrow\infty$ and it decreases to 0 as $\alpha \downarrow 0$.
  • Figure 3: The key idea of our proofs exploits the duality (Proposition \ref{['prop:killDual']}) between the killed BCBM and the killed stochastic FKPP through Propositions \ref{['prop:duality relationship for quasi-stationarity']}- \ref{['prop:uniqueness QSD for FKPP']}.

Theorems & Definitions (75)

  • Remark 1.1
  • Theorem 2.1
  • Remark 2.2: Feller property versus Feller semigroup
  • Theorem 2.3: Right eigenpair and fixation time
  • Remark 2.4: Discontinuous initial conditions
  • Remark 2.5: Fixation time
  • Remark 2.6: Convergence/non-convergence in total variation
  • Definition 3.1: $2$-type branching coalescing Brownian motions
  • Definition 3.2
  • Lemma 3.3
  • ...and 65 more