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Population Balance Model for Cellular Processes in Biological Systems: Biochemical and Biomedical Applications

机译:生物系统细胞过程中的人口平衡模型:生物化学和生物医学应用

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In this paper, the generic problem of the development of a population balance model for those biological systems involving cellular processes is discussed. Such models are of interest for bioreactor optimisation and control, as well as for different biomedical problems including the study of cancer. The generic model and its features are presented, serving partly to consolidate the studies that have been reported in the literature already. The major challenges and issues with this problem are highlighted. One of the challenges is with respect to the solution technique for these complex models, which issue is addressed here. The algorithm proposed for solving these complex models is based on a hierarchical two-tier solution strategy that has been proposed previously (Immanuel and Doyle, III, Chem. Eng. Sci., 2003). The two-tier strategy involves Che calculation of the rates of sub-processes that contribute to the population dynamics in the first tier, with the population itself being updated in the second tier. This in turn enables performing a major portion of the calculations off-line (once at the start of the simulation), thereby achieving a major reduction in the computational load. The algorithm is implemented on a six-dimensional population balance bioreactor model.
机译:本文讨论了涉及蜂窝过程的那些生物系统的人口平衡模型的发展的通用问题。这些模型对于生物反应器优化和控制具有兴趣,以及包括癌症研究的不同生物医学问题。提供了通用模型及其特征,供应部分以巩固已经在文献中报告的研究。突出了这个问题的主要挑战和问题。其中一个挑战是对这些复杂模型的解决方案技术,这里解决了哪些问题。解决这些复杂模型所提出的算法基于先前提出的分层二层解决方案策略(Immanuel和Doyle,III,Chem。ENG。SCI。,2003)。双层策略涉及CHE计算的子程序率,为第一层有助于群体动态,人口本身正在第二层上更新。这又使得能够离线执行计算的主要部分(一次在模拟开始时),从而实现了计算负载的主要减小。该算法在六维人口平衡生物反应器模型上实现。

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