基于隐马尔可夫模型的分布式网格调度多智能体撮合算法

Holman Bolívar Barón, Mario Martínez Rojas, R. G. Crespo, Oscar Sanjuán Martínez
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引用次数: 5

摘要

由于资源、计算能力、内存、设备、互联网和制度政策的异构性,与任意通信网络互连的异构计算系统的调度算法设计是分布式系统研究中实际关注的问题之一。多代理系统是一个很好的解决方案,因为它具有分布式、自主性、团结性和主动性。虽然,在相关工作中,忽略了调度程序对资源缺乏控制。给出了一个基于多智能体系统的调度程序的设计过程。我们采用了意大利电信实验室提出的开发方法,因为该系统是使用Java Agent开发框架(JADE)开发的,因为它符合智能物理代理基金会的所有标准。对于媒人过程,我们建议使用隐马尔可夫模型,因为它有助于预测网格资源的可用性,并且可以随着时间的推移而发展。
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A Multi-agent Matchmaker Based on Hidden Markov Model for Decentralized Grid Scheduling
Design of scheduling algorithms for a heterogeneous computing system interconnected with an arbitrary communication network is one of the actual concerns in distributed systems research, due to the heterogeneous nature of resource, computing capacity, memory, devices, internet and institutional policies. Multi-agent systems have been a nice option of solution because of its distributed nature, autonomy, solidarity and proactivity. Though, in works related, is ignored the lack of control that the scheduler has the resources. We show the process of designing of a scheduler based on multi-agent systems. We used for the development, approach is proposed by Telecom Italia Lab, because the system was developed using the Java Agent Development Framework (JADE) because it meets all the standard of Intelligent Physical Agents Foundation. For the matchmaker process, we propose to use hidden Markov models because it facilitates the prediction of availability of the grid's resources and can evolve over time.
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