Department of Mathematics and Applications, University of Naples "Federico II", Via Cintia 1, Monte S' Angelo, 80126, Naples, Italy.
Microbial Communities Laboratory, School of Biological and Chemical Sciences, National University of Ireland Galway, University Road, Galway, H91 TK33, Ireland.
Bull Math Biol. 2021 Nov 6;83(12):122. doi: 10.1007/s11538-021-00951-y.
A multiscale mathematical model is presented to describe de novo granulation, and the evolution of multispecies granular biofilms, in a continuously fed bioreactor. The granule is modelled as a spherical free boundary domain with radial symmetry. The equation governing the free boundary is derived from global mass balance considerations and takes into account the growth of sessile biomass as well as exchange fluxes with the bulk liquid. Starting from a vanishing initial value, the expansion of the free boundary is initiated by the attachment process, which depends on the microbial species concentrations within the bulk liquid and their specific attachment velocity. Nonlinear hyperbolic PDEs model the growth of the sessile microbial species, while quasi-linear parabolic PDEs govern the dynamics of substrates and invading species within the granular biofilm. Nonlinear ODEs govern the evolution of soluble substrates and planktonic biomass within the bulk liquid. The model is applied to an anaerobic, granular-based bioreactor system, and solved numerically to test its qualitative behaviour and explore the main aspects of de novo anaerobic granulation: ecology, biomass distribution, relative abundance, dimensional evolution of the granules and soluble substrates, and planktonic biomass dynamics within the bioreactor. The numerical results confirm that the model accurately describes the ecology and the concentrically layered structure of anaerobic granules observed experimentally, and that it can predict the effects on the process of significant factors, such as influent wastewater composition; granulation properties of planktonic biomass; biomass density; detachment intensity; and number of granules.
提出了一个多尺度数学模型来描述在连续进料生物反应器中从头开始的颗粒形成和多物种颗粒生物膜的演变。颗粒被建模为具有径向对称的球形自由边界域。控制自由边界的方程源自全局质量平衡考虑,并考虑了附着生物量的生长以及与主体液体的交换通量。从初始值为零开始,自由边界的扩展通过附着过程开始,该过程取决于主体液体中的微生物物种浓度及其特定的附着速度。非线性双曲 PDE 模型化附着微生物物种的生长,而拟线性抛物 PDE 则控制颗粒生物膜内基质和入侵物种的动态。非线性 ODE 控制主体液体中可溶性基质和浮游生物量的演变。该模型应用于厌氧颗粒基生物反应器系统,并进行数值求解以测试其定性行为并探索从头开始的厌氧颗粒形成的主要方面:生态学、生物量分布、相对丰度、颗粒的尺寸演变以及主体液体中的可溶性基质和浮游生物量动态。数值结果证实,该模型准确地描述了实验中观察到的厌氧颗粒的生态学和同心层状结构,并且可以预测对过程有重大影响的因素,如进水废水组成;浮游生物量的颗粒形成特性;生物量密度;脱落强度;和颗粒的数量。