生物数学系统的模型组成

M. Gill, S. McKeever, D. Gavaghan
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引用次数: 0

摘要

数学模型经常用于模拟生物过程,如心脏电生理系统。为了将模型从实现中分离出来,并促进管理,领域特定语言(dsl)已经成为指定模型的流行而有效的方法(Lloyd等人,2004;Hucka et al., 2004)。在之前的论文中(Gill et al., 2012a;Gill et al., 2012b;McKeever等人,2013),我们主张将参数化模块作为此类dsl的一部分。我们展示了原型Ode语言,并展示了如何以通用的方式创建模型。在本文中,我们用具体的例子和仿真结果来扩展我们的工作。我们展示了如何通过聚合、封装和分型来构建复杂的心脏模型。我们的用例回溯了(Niederer et al., 2009)所采取的步骤,该步骤调查了心脏模型之间的共同历史,并展示了如何用我们的语言转换它们以进行重用和扩展。我们的DSL通过开发利用高内聚和低耦合的通用模块来实现“生理模型工程”。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Model composition for biological mathematical systems
Mathematical models are frequently used to model biological process, such as cardiac electrophysiological systems. In order to separate the models from the implementations, and to facilitate curation, domain specific languages (DSLs) have become a popular and effective means of specifying models (Lloyd et al., 2004; Hucka et al., 2004). In previous papers (Gill et al., 2012a; Gill et al., 2012b; McKeever et al., 2013) we have argued for including parameterised modules as part of such DSLs. We presented our prototype Ode language and showed how models could be created in a generic fashion. In this paper we extend our work with concrete examples and simulation results. We show how complex heart models can be constructed by aggregation, encapsulation and subtyping. Our use-case retraces the steps taken by (Niederer et al., 2009), which investigated the common history between cardiac models, and shows how they can be cast in our language to be reused and extended. Our DSL enables ‘physiological model engineering’ through the development of generic modules exploiting high cohesion and low coupling.
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