CH2M HILL, Inc., 4350 W. Cypress Street, Suite 600, Tampa, FL 33607, USA.
Water Sci Technol. 2011;64(4):930-44. doi: 10.2166/wst.2011.709.
Biofilm models are valuable tools for the design and evaluation of biofilm-based processes despite several uncertainties including the dynamics and rate of biofilm detachment, concentration gradients external to the biofilm surface, and undefined biofilm reactor model calibration protocol. The present investigation serves to (1) systematically evaluate critical biofilm model assumptions and components and (2) conduct a sensitivity analysis with the aim of identifying parameter subsets for biofilm reactor model calibration. AQUASIM was used to describe submerged-completely mixed combined carbon oxidation and nitrification IFAS and MBBR systems, and tertiary nitrification and denitrification MBBRs. The influence of uncertainties in model parameters on relevant model outputs was determined for simulated scenarios by means of a local sensitivity analysis. To obtain reasonable simulation results for partially penetrated biofilms that accumulated a substantial thickness in the modelled biofilm reactor (e.g. 1,000 microm), an appropriate biofilm discretization was applied to properly model soluble substrate concentration gradients and, consistent with the assumed mechanism for describing biofilm biomass distribution, biofilm biomass spatial variability. The MTBL thickness had a significant impact on model results for each of the modelled reactor configurations. Further research is needed to develop a mathematical description (empirical or otherwise) of the MTBL thickness that is relevant to modern biofilm reactors. No simple recommendations for a generally applicable calibration protocol are provided, but sensitivity analysis has been proven to be a powerful tool for the identification of highly sensitive parameter subsets for biofilm (reactor) model calibration.
尽管生物膜模型存在一些不确定性,例如生物膜脱落的动态和速率、生物膜表面外的浓度梯度以及未定义的生物膜反应器模型校准协议,但它们仍然是设计和评估基于生物膜的工艺的有价值的工具。本研究旨在:(1)系统评估关键生物膜模型假设和组件;(2)进行敏感性分析,目的是确定生物膜反应器模型校准的参数子集。使用 AQUASIM 来描述淹没式完全混合的组合碳氧化和硝化 IFAS 和 MBBR 系统,以及三级硝化和反硝化 MBBR。通过局部敏感性分析,确定模型参数不确定性对模拟场景中相关模型输出的影响。为了获得在模拟生物膜反应器中积累了相当大厚度的部分穿透生物膜(例如 1000 微米)的合理模拟结果,需要对生物膜进行适当的离散化,以正确模拟可溶性基质浓度梯度,并与描述生物膜生物量分布的假设机制一致,生物膜生物量空间变异性。MTBL 厚度对每种模型化反应器配置的模型结果都有重大影响。需要进一步研究以开发与现代生物膜反应器相关的 MTBL 厚度的数学描述(经验或其他)。没有提供一般适用的校准协议的简单建议,但敏感性分析已被证明是确定生物膜(反应器)模型校准的高度敏感参数子集的有力工具。