Formalizing Knowledge in Multi-Scale Agent-Based Simulations.

Endre Somogyi, James P Sluka, James A Glazier
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引用次数: 4

Abstract

Multi-scale, agent-based simulations of cellular and tissue biology are increasingly common. These simulations combine and integrate a range of components from different domains. Simulations continuously create, destroy and reorganize constituent elements causing their interactions to dynamically change. For example, the multi-cellular tissue development process coordinates molecular, cellular and tissue scale objects with biochemical, biomechanical, spatial and behavioral processes to form a dynamic network. Different domain specific languages can describe these components in isolation, but cannot describe their interactions. No current programming language is designed to represent in human readable and reusable form the domain specific knowledge contained in these components and interactions. We present a new hybrid programming language paradigm that naturally expresses the complex multi-scale objects and dynamic interactions in a unified way and allows domain knowledge to be captured, searched, formalized, extracted and reused.

Abstract Image

Abstract Image

多尺度智能体仿真中的知识形式化。
细胞和组织生物学的多尺度、基于主体的模拟越来越普遍。这些模拟结合并集成了来自不同领域的一系列组件。模拟不断地创造、破坏和重组组成元素,导致它们的相互作用动态变化。例如,多细胞组织发育过程将分子、细胞和组织尺度对象与生物化学、生物力学、空间和行为过程协调起来,形成一个动态网络。不同的领域特定语言可以单独描述这些组件,但不能描述它们之间的交互。目前没有一种编程语言被设计成以人类可读和可重用的形式表示包含在这些组件和交互中的领域特定知识。我们提出了一种新的混合编程语言范式,以统一的方式自然地表达复杂的多尺度对象和动态交互,并允许领域知识的捕获、搜索、形式化、提取和重用。
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