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A Multi-agent Task Delivery System for Balancing the Load in Collaborative Grid Environment

机译:协作网格环境中用于平衡负载的多主体任务交付系统

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摘要

This paper focuses on improving load balancing algorithms in grid environments by means of multi-agent systems. The goal is endowing the environment with an efficient scheduling, taking into account not only the computational capabilities of resources but also the task requirements and resource configurations in a given moment. In fact, task delivery makes use of a Collaborative/Cooperative Awareness Management Model (CAM) which provides information of the environment. Next, a Simulated Annealing based method (SAGE) which optimizes the process assignment. Finally, a historic database which stores information about previous cooperation/collaborations in the environment aiming to learn from experience and infer to obtain more suitable future cooperation/collaboration. The integration of these three subjects allows agents define a system to cover all the aspects related with load-balancing problem in collaborations grid environment.
机译:本文着重于通过多智能体系统改进网格环境中的负载平衡算法。目标是通过有效的调度为环境赋予环境,不仅要考虑资源的计算能力,还要考虑给定时刻的任务要求和资源配置。实际上,任务交付利用了提供环境信息的协作/合作意识管理模型(CAM)。接下来,是一种基于模拟退火的方法(SAGE),它可以优化过程分配。最后,一个历史数据库存储有关环境中以前的合作/协作的信息,旨在从经验中学习并推断以获得更合适的未来合作/协作。这三个主题的集成使代理可以定义一个系统来涵盖与协作网格环境中的负载平衡问题有关的所有方面。

著录项

  • 来源
  • 会议地点 Thessaloniki(GR);Thessaloniki(GR)
  • 作者单位

    Departamento de Ciencia y Tecnologia. Universidad Nacional Experimental de Guayana. Av. Atlantico. Ciudad Guayana. 8050. Venezuela;

    Facultad de Informatica. Universidad Politecnica de Madrid. Campus de Montegancedo S/N. 28.660 Boadilla del Monte. Madrid. Spain;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 人工智能理论;
  • 关键词

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