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Self-organising agent organisations

机译:自组织代理商组织

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摘要

Self-organising multi-agent systems provide a suitable paradigm for developing autonomic computing systems that manage themselves. Towards this goal, we demonstrate a robust, decentralised approach for structural adaptation in explicitly modelled problem solving agent organisations. Based on self-organisation principles, our method enables the agents to modify their structural relations to achieve a better allocation of tasks in a simulated task-solving environment. The agents reason on when and how to adapt using only their history of interactions as guidance. We empirically show that, in both closed and dynamic organisations, the performance of organisations using our method is close to that of an upper bound centralised allocation method and considerably better than a random adaptation method.
机译:自组织的多主体系统为开发可自我管理的自主计算系统提供了合适的范例。朝着这个目标,我们展示了一种健壮的,分散的方法,用于在显式建模的问题解决代理机构中进行结构调整。基于自组织原理,我们的方法使代理能够修改其结构关系,以在模拟任务解决环境中更好地分配任务。代理仅根据他们的交互历史来指导何时以及如何进行适应。我们的经验表明,在封闭式组织和动态组织中,使用我们的方法的组织的绩效都接近上限集中式分配方法,并且比随机适应方法要好得多。

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