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Simulation-based engineering of complex systems using EXTEND+MFG+OpEMCSS

机译:使用EXTEND + MFG + OpEMCSS基于仿真的复杂系统工程

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A Complex Adaptive System (CAS) is a network of self-organizing, intelligent agents that share knowledge and adapt their operations in order to achieve overall system goals. Three things are needed to understand, design, and evaluate CAS. First, a mathematical model or way-of-thinking about CAS, called Context-Sensitive Systems (CSS) theory, is required to provide a solid foundation upon which to represent and describe the kinds of interactions that occur among the CAS agents during system operation. Second, a graphical modeling language is required that implements CSS theory in a way that enhances visualization and understanding of CAS. Third, a systems design and evaluation tool is required that makes it easy to apply CSS theory, expressed using a graphical modeling language, to understand, design, and evaluate CAS. As an example, an OpEMCSS model of two intelligent agents is discussed that learn rules and maximize their average reward in the prisoner's dilemma game.
机译:复杂的自适应系统(CAS)是一种自组织,智能代理网络,可共享知识并调整其操作,以实现整体系统目标。需要三件事来了解,设计和评估CA。首先,需要一种称为CASC敏感系统(CSS)理论的CAS的数学模型或思考方式,以提供一个坚实的基础,在其上表示和描述系统操作期间CAS代理中发生的各种相互作用的基础。其次,需要一种图形建模语言,以实现CSS理论,以提高CAS的可视化和理解。第三,需要一个系统设计和评估工具,使得使用图形建模语言表达的CSS理论易于应用CSS理论,以了解,设计和评估CA。例如,讨论了两个智能代理商的OPEMCSS模型,从而了解规则并在囚犯的困境游戏中最大化其平均奖励。

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