A family of languages for trustworthy agent-based simulation

S. Zschaler, F. Polack
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引用次数: 2

Abstract

Simulation is a key tool for researching complex system behaviour. Agent-based simulation has been applied across domains, such as biology, health, economics and urban sciences. However, engineering robust, efficient, maintainable, and reliable agent-based simulations is challenging. We present a vision for engineering agent simulations comprising a family of domain-specific modelling languages (DSMLs) that integrates core software engineering, validation and simulation experimentation. We relate the vision to examples of principled simulation, to show how the DSMLs would improve robustness, efficiency, and maintainability of simulations. Focusing on how to demonstrate the fitness for purpose of a simulator, the envisaged approach supports bi-directional transparency and traceability between the original domain understanding to the implementation, interpretation of results and evaluation of hypotheses.
用于基于可信代理的仿真的一系列语言
仿真是研究复杂系统行为的重要工具。基于主体的仿真已被应用于多个领域,如生物学、健康学、经济学和城市科学。然而,设计健壮、高效、可维护和可靠的基于代理的仿真是具有挑战性的。我们提出了一个工程代理仿真的愿景,包括一系列领域特定的建模语言(dsml),这些语言集成了核心软件工程、验证和仿真实验。我们将愿景与原则模拟的示例联系起来,以显示dsml如何提高模拟的鲁棒性、效率和可维护性。专注于如何证明模拟器的适用性,设想的方法支持原始领域理解到实现、结果解释和假设评估之间的双向透明度和可追溯性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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