论文标题
基于粒子的反应扩散模拟与由反应扩散PDE介导的储层
Coupling particle-based reaction-diffusion simulations with reservoirs mediated by reaction-diffusion PDEs
论文作者
论文摘要
相互作用分子的开放生化系统在与生命有关的过程中无处不在。但是,建立的计算方法(例如分子动力学)仍然主要限制在封闭的系统和时间尺度上太小,无法与生活过程相关。另外,基于粒子的反应扩散模型目前是这些量表上最准确和最可行的方法。它们的效率在于将整个分子建模为可以扩散和相互作用的颗粒。在这项工作中,我们在开放环境中开发了基于粒子反应扩散的建模和数值方案,在该环境中,储层是由反应扩散PDE介导的。我们得出两个重要的理论结果。第一个是用于扩散颗粒的开放系统的平均场。第二个是具有二阶反应的基于粒子的反应扩散系统的平均场。我们采用这两个结果来开发一种数值方案,该方案始终将基于粒子的反应扩散过程与反应扩散PDE相结合。这允许对开放的生物化学系统进行建模与时间依赖和空间不均匀的储层接触的开放生化系统,就像在许多相关的现实世界中一样。
Open biochemical systems of interacting molecules are ubiquitous in life-related processes. However, established computational methodologies, like molecular dynamics, are still mostly constrained to closed systems and timescales too small to be relevant for life processes. Alternatively, particle-based reaction-diffusion models are currently the most accurate and computationally feasible approach at these scales. Their efficiency lies in modeling entire molecules as particles that can diffuse and interact with each other. In this work, we develop modeling and numerical schemes for particle-based reaction-diffusion in an open setting, where the reservoirs are mediated by reaction-diffusion PDEs. We derive two important theoretical results. The first one is the mean-field for open systems of diffusing particles; the second one is the mean-field for a particle-based reaction-diffusion system with second-order reactions. We employ these two results to develop a numerical scheme that consistently couples particle-based reaction-diffusion processes with reaction-diffusion PDEs. This allows modeling open biochemical systems in contact with reservoirs that are time-dependent and spatially inhomogeneous, as in many relevant real-world applications.