异步代理活动中的偷猎和分散

M. Chia, D. Neiman, V. Lesser
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引用次数: 39

摘要

我们研究了分布式作业车间调度系统中的协调问题,其中代理以异步并行方式调度潜在的有争议的活动。这样的系统中的代理通常对资源的全局状态有一个有限的视图,并且必须与其他代理交换适当的状态信息,以便有效地调度。然而,即使给定了其他智能体对资源需求的完美即时知识,如果智能体没有对其他智能体未来可能的行为和自己行为的影响进行建模,它们仍然可能无法有效地进行调度。我们正式描述了两种类型的代理行为,偷猎和分心,这两种行为源于分布式系统的异步特性,会降低调度效率,并且我们展示了分布式机场资源管理系统的实验结果,表明当使用协调机制来防止此类行为时,调度性能得到了显着改善。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Poaching and distraction in asynchronous agent activities
We investigate coordination issues in a distributed jobshop scheduling system in which agents schedule potentially contentious activities asynchronously in parallel. Agents in such a system will in general have a limited view of the global state of resources and must exchange appropriate state information with other agents in order to schedule effectively. However, even given perfect instantaneous knowledge of other agents' resource requirements, agents still may not be able to schedule effectively if they do not also model the possible future actions of other agents and the effects of their own actions. We formally describe two types of agent behaviors, poaching and distraction, arising from the asynchronous nature of distributed systems that decrease scheduling effectiveness, and we present experimental results from a distributed airport resource management system demonstrating a significant improvement in scheduling performance when coordination mechanisms are used to prevent such behaviors.
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