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Co-Fields: Towards a Unifying Approach to the Engineering of Swarm Intelligent Systems

机译:合作领域:走向善意智能系统工程的统一方法

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Swarm intelligent systems, in which the paths to problem solving emerge as the result of interactions between simple autonomous components (agents or ants) and between them and their environment, appear very promising to develop robust and flexible software application. However, the variety of swarm-based approaches that have been proposed so far still lacks a common modeling and engineering methodology. In the attempt to overcome this problem, this paper presents a general coordination methodology in which swarm's components are simply driven by abstract computational force fields (Co-Fields), generated either by agents, or by the environment. By having agents be driven in their activities by such fields, globally coordinated behaviors can naturally emerge. Although this model still does not offer a complete engineering methodology, it can provide a unifying abstraction for swarm intelligent systems and it can also be exploited to formalize these systems in terms of dynamical systems whose behavior can be described via differential equations. Several example of swarm system modeled with Co-Fields are presented to support our thesis.
机译:作为简单自主组分(代理或蚂蚁)与其环境之间的相互作用,求解问题的智能系统,其中求解问题的路径出现非常有希望开发强大和灵活的软件应用。然而,到目前为止已经提出的基于群的方法仍然缺乏共同的建模和工程方法。在尝试克服这个问题时,本文提出了一般的协调方法,其中群体的组件只是由抽象计算力字段(CO-Fields),由代理或环境产生的。通过这些领域在他们的活动中推动代理人,全球协调的行为可以自然地出现。尽管该模型仍未提供完整的工程方法,但它可以为群体智能系统提供统一的抽象,也可以利用它在可以通过微分方程描述行为的动态系统来模拟这些系统。提出了使用共同领域建模的群体系统的几个例子以支持我们的论文。

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