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arXiv 1503.08880cs.MA
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基于声明式Agent建模的复合约束方法

A composite constraints approach to declarative agent-based modeling

David Bruce Borenstein

摘要:

基于Agent的模型(ABM)在研究和工业中无处不在。目前,模拟反弹道导弹至少涉及一些必要的(一步一步的)计算机指令。另一种方法是声明式编程,其中一组需求在高抽象级别上描述。在这里,我们描述了一个完全声明性的方法来自动构建ABM的模拟。在这个框架中,ABM模拟的逻辑被封装到预定义的组件中。用户指定一组描述所需功能的需求。此外,每个组件都有一组一致性要求。该框架迭代地寻求一个仿真设计,同时满足用户和系统的要求。这种方法允许用户从仿真规范中省略大部分细节,从而简化仿真设计。

英文摘要:

Agent-based models (ABMs) are ubiquitous in research and industry. Currently, simulating ABMs involves at least some imperative (step-by-step) computer instructions. An alternative approach is declarative programming, in which a set of requirements is described at a high level of abstraction. Here we describe a fully declarative approach to the automated construction of simulations for ABMs. In this framework, logic for ABM simulations is encapsulated into predefined components. The user specifies a set of requirements describing the desired functionality. Additionally, each component has a set of consistency requirements. The framework iteratively seeks a simulation design that satisfies both user and system requirements. This approach allows the user to omit most details from the simulation specification, simplifying simulation design.

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