Meiji Institute for Advanced Study of Mathematical Sciences, 1-1-1 Higashi Mita, Tama-ku, Kawasaki, Kanagawa 214-8571, Japan.
J Theor Biol. 2011 Jan 7;268(1):30-8. doi: 10.1016/j.jtbi.2010.09.036. Epub 2010 Oct 1.
Cooperators and defectors can coexist in ecological public goods games. When the game is played in two-dimensional continuous space, a reaction diffusion model produces highly irregular dynamics, in which cooperators and defectors survive in ever-changing configurations (Wakano et al., 2009. Spatial dynamics of ecological public goods. Proc. Natl. Acad. Sci. 106, 7910-7914). The dynamics is related to the formation of Turing patterns, but the origin of the irregular dynamics is not well understood. In this paper, we present a classification of the spatio-temporal dynamics based on the dispersion relation, which reveals that the spontaneous pattern formation can be attributed to the dynamical interplay between two linearly unstable modes: temporal instability arising from a Hopf-bifurcation and spatial instability arising from a Turing-bifurcation. Moreover, we provide a detailed analysis of the highly irregular dynamics through Fourier analysis, the break-down of symmetry, the maximum Lyapunov exponent, and the excitability of the reaction-term dynamics. All results clearly support that the observed irregular dynamics qualifies as spatio-temporal chaos. A particularly interesting type of chaotic dynamics, which we call intermittent bursts, clearly demonstrates the effects of the two unstable modes where (local) periods of stasis alternate with rapid changes that may induce local extinction.
合作者和背叛者可以在生态公共物品博弈中共存。当博弈在二维连续空间中进行时,反应扩散模型会产生高度不规则的动力学,在这种动力学中,合作者和背叛者会在不断变化的配置中生存(Wakano 等人,2009 年。生态公共物品的空间动力学。Proc. Natl. Acad. Sci. 106, 7910-7914)。这种动力学与图灵模式的形成有关,但不规则动力学的起源还不太清楚。在本文中,我们根据色散关系对时空动力学进行了分类,这表明自发模式形成可以归因于两种线性不稳定模式之间的动力相互作用:由 Hopf 分岔引起的时间不稳定性和由图灵分岔引起的空间不稳定性。此外,我们通过傅里叶分析、对称破缺、最大李雅普诺夫指数和反应项动力学的兴奋性对高度不规则的动力学进行了详细分析。所有的结果都清楚地表明,所观察到的不规则动力学符合时空混沌的特点。一种特别有趣的混沌动力学,我们称之为间歇爆发,清楚地展示了两种不稳定模式的影响,其中(局部)静止期与可能导致局部灭绝的快速变化交替出现。