Emergent behavior is a key feature defining a system under study as a complex system. Simulation has been recognized as the only way to deal with the study of the emergency of properties (at a macroscopic level) among groups of system components (at a microscopic level), for the manifestations of emergent structures cannot be deduced from analysing components in isolation. A systems-oriented generalisation must consider the presence of feedback loops (micro components react to macro properties), interaction among components of different classes (modular composition) and layered interaction of subsystems operating at different spatio-temporal scales (hierarchical organisation). In this work we introduce Emergent Behavior-DEVS (EB-DEVS) a Modeling and Simulation (M\&S) formalism that permits reasoning about complex systems where emergent behavior is placed at the forefront of the analysis activity. EB-DEVS builds on the DEVS formalism, adding upward/downward communication channels to well-established capabilities for modular and hierarchical M\&S of heterogeneous multi-formalism systems. EB-DEVS takes a minimalist stance on expressiveness, introducing a small set of extensions on Classic DEVS that can cope with emergent behavior, and making both formalisms interoperable (the modeler decides which subsystems deserve to be expressed via micro-macro dynamics). We present three case studies: flocks of birds with learning, population epidemics with vaccination and sub-cellular dynamics with homeostasis, through which we showcase how EB-DEVS performs by placing emergent properties at the center of the M\&S process.
翻译:新兴行为是一个关键特征,它定义了作为复杂系统正在研究的系统。模拟被公认为是处理系统各组成部分组群(微显微显微显微层)的特性紧急研究的唯一方法,因为突发结构的表现形式无法孤立地从分析组成部分中推断出来。系统导向的概括必须考虑到反馈循环(微组成部分对宏观特性作出反应)、不同类别各组成部分之间的相互作用(模式组成)和在不同时空规模(等级组织)运行的子系统分层互动。在这项工作中,我们引入了新兴行为-DEVS(EB-DEVS)的模拟和模拟形式主义,允许在分析活动中将突发行为置于最前沿的复杂系统进行推理。EB-DEVS基于DEVS的正规主义,增加向上/向下传递沟通渠道,使不同形式多形式系统的模块和等级M ⁇ S(高度组织)。EB-DEVS(EVS)在模拟中引入了一种最起码的直观的直观和直观的直观直观的直观的直观的直观的直观直观直观直观直观的直观直观直观直观的直观,在直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观上、直观的直观的直观的直观、直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观、直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观、直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直观的直