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A predictive admission control algorithm for user advance reservation in equipment grid

机译:设备网格中用户提前预约的预测准入控制算法

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In a service computing world, a user submits job requests to an equipment grid which often has quality of service (QoS) requirements. The advance reservations of equipment grid are used to satisfy such requirements. Due to the dynamic behaviours and fluctuations of resources in equipment grid, some accepted advance reservations are not able to be fulfilled in different contexts. Therefore, we propose a predictive admission control algorithm to decide whether the new advance reservation requests can be accepted according to their QoS requirements and prediction of future resource utilisation. Historical data are used in this algorithm to predict future status of resources in the equipment grid. The simulation experiments demonstrate that our algorithm can reduce the number of accepted advance reservations that fail to be fulfilled, and can keep the resource utilisation ratio at an acceptable level.
机译:在服务计算世界中,用户将作业请求提交到通常具有服务质量(QoS)要求的设备网格。设备网格的预先预留可以满足这些要求。由于设备网格中的动态行为和资源波动,某些接受的预先预订无法在不同的情况下实现。因此,我们提出了一种预测性准入控制算法,根据他们的QoS要求和对未来资源利用的预测,来决定是否可以接受新的提前预订请求。历史算法中使用历史数据来预测设备网格中资源的未来状态。仿真实验表明,我们的算法可以减少无法满足的预先接受的预留数量,并且可以将资源利用率保持在可接受的水平。

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