Collaborative single and parallel machine scheduling by autonomous agents

Fabian Lang, Andreas Fink
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引用次数: 12

Abstract

Collaborative interorganizational systems is a relevant and promising research domain. When autonomous agents associated with different enterprises negotiate about rival resources, coordination is a major challenge. Information provided by the agents is a fruit of a poisonous tree because the selfish agents have an incentive to lie strategically which makes the revealed information unreliable and misleading for a central authority. Moreover, the agents might not be willing to reveal information due to privacy concerns. Thus, there is a need for sophisticated mechanisms in collaborative systems that facilitate the coordination of non-cooperative agents. This paper deals with rival machine scheduling of one or more homogeneous machines by autonomous agents. Overall objectives are the minimization of the collective total weighted tardiness and Pareto efficient outcomes. We have developed a mediated negotiation protocol drawing on quotas for the acceptance of contract proposals. The protocol ensures that the agents accept sufficient proposals such that they can overcome individual local optima and achieve Pareto superior outcomes. For evaluation purposes, we have conducted several computational experiments. The experiments show that the proposed protocol achieves beneficial outcomes.
自主代理的协同单机和并行调度
协同组织间系统是一个相关且有前景的研究领域。当与不同企业相关联的自主代理就竞争资源进行谈判时,协调是一个主要挑战。代理人提供的信息是一棵有毒的树的果实,因为自私的代理人有动机在战略上撒谎,这使得透露的信息不可靠,并对中央当局产生误导。此外,出于隐私考虑,这些特工可能不愿意透露信息。因此,在协作系统中需要复杂的机制来促进非合作主体的协调。本文研究了一个或多个同构机器的竞争机调度问题。总体目标是最小化集体总加权延迟和帕累托效率结果。我们制定了一项调解谈判协议,根据合同建议书的接受额度制定谈判协议。该协议确保代理接受足够的建议,使他们能够克服个别的局部最优,达到帕累托优结果。为了评估目的,我们进行了几个计算实验。实验表明,该协议取得了良好的效果。
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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