增量求解解耦多智能体简单时间问题的分布式算法

Cu Nguyen Giap, Do Thi Thu Hien
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引用次数: 2

摘要

-在计划中应用时间约束是一个众所周知的问题,它使计划保持灵活性,直到生成特定的时间表。在这方面,解耦多智能体简单时间问题(DMaSTP)适用于多智能体系统的规划。然而,在调度问题中,定期添加新的事件或时间约束,迫使调度程序检查现有MaSTP的一致性并重新收紧现有约束。本文研究了一种增量求解DMaSTP的分布式调度算法。我们强烈考虑将一组新约束添加到收紧一致的DMaSTP中,该DMaSTP也通过分布式算法收紧或设置为空。该算法检查新添加的约束是否威胁到DMaSTP的一致性,并在必要时解耦这些新添加的约束,重新收紧DMaSTP。我们提出了一种分布式算法,称为DI-DMaSTP,解决了上述问题,并从理论上证明了它的正确性和优越性,此外我们还经历了不同的数据集。
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Distributed Algorithm for Incrementally Solving the Decoupled Multi-agent Simple Temporal Problem
—Applying temporal constraint in planning is a well-known problem, which keeps a plan is flexible until a specific schedule is generated. In this area, Decoupled Multi-agent simple temporal problem (DMaSTP) is suitably applied for planning of a multi-agents system. However, in scheduling problem, new events or temporal constraints are added regularly and force scheduler to check the consistency of exist MaSTP and retighten exist constraints. In this paper, we study a distributed scheduling algorithm for incrementally solving a DMaSTP. We have strongly considered the problem of adding a set of new constraints into a tightening consistent DMaSTP that tightened by also a distributed algorithm or set as empty. The algorithm checks whether the new adding constraints threaten the consistence of DMaSTP or not and decouple such new adding constraints when necessary and retighten DMaSTP. We have proposed a distributed algorithm, called DI-DMaSTP that solves the above problem and theoretically prove its correctness and outperformance, besides we have experienced with the variant datasets.
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