A multi-agent method for periodicity detection in distributed events

A. Opalinski
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引用次数: 0

Abstract

Multi-agent systems working in constantly changing environments may be challenged by instantaneous unavailability of their autonomous agents caused e.g. by limited computing resources. A new method of self-organization of distributed service components is proposed, suitable for multi-agent systems. This method relies on particular agents carrying out separate analyzes of their individual processing loads or other specific events. Analysis is done separately by each agent, and is based only on information about agent's own history of involvements in former tasks' execution. Agents can also decide to replace peers should such need arise. The superposition of individual agents' readiness periods emerges as a collective forecast of service load. By individual agents' decisions appropriate amounts of agents get ready to execute forthcoming tasks.
分布式事件周期检测的多智能体方法
在不断变化的环境中工作的多代理系统可能会受到由有限的计算资源引起的自主代理的瞬时不可用性的挑战。提出了一种适用于多智能体系统的分布式服务组件自组织方法。这种方法依赖于特定的代理对其各自的处理负载或其他特定事件执行单独的分析。分析由每个代理单独完成,并且仅基于代理自己参与前任务执行的历史信息。如果出现这种需要,代理也可以决定替换对等体。个体代理准备期的叠加作为服务负荷的集体预测出现。通过个体代理的决策,适当数量的代理准备好执行即将到来的任务。
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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