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A dynamic pricing reverse auction-based resource allocation mechanism in cloud workflow systems

机译:云工作流系统中基于动态定价逆向拍卖的资源分配机制

摘要

Market-oriented reverse auction is an efficient and cost-effective method for resource allocation in cloud workflow systems since it can dynamically allocate resources depending on the supply-demand relationship of the cloud market. However, during the auction the price of cloud resource is usually fixed, and the current resource allocation mechanisms cannot adapt to the changeable market properly which results in the low efficiency of resource utilization. To address such a problem, a dynamic pricing reverse auction-based resource allocation mechanism is proposed. During the auction, resource providers can change prices according to the trading situation so that our novel mechanism can increase the chances of making a deal and improve efficiency of resource utilization. In addition, resource providers can improve their competitiveness in the market by lowering prices, and thus users can obtain cheaper resources in shorter time which would decrease monetary cost and completion time for workflow execution. Experiments with different situations and problem sizes are conducted for dynamic pricing-based allocation mechanism (DPAM) on resource utilization and the measurement of Time∗Cost (TC). The results show that our DPAM can outperform its representative in resource utilization, monetary cost, and completion time and also obtain the optimal price reduction rates.
机译:面向市场的逆向拍卖是一种用于云工作流系统中资源分配的有效且具有成本效益的方法,因为它可以根据云市场的供需关系动态分配资源。然而,在拍卖期间,云资源的价格通常是固定的,并且当前的资源分配机制不能适当地适应多变的市场,这导致资源利用效率低下。为了解决这个问题,提出了一种基于动态定价逆向拍卖的资源分配机制。在拍卖过程中,资源提供者可以根据交易情况改变价格,因此我们新颖的机制可以增加交易机会并提高资源利用效率。另外,资源提供商可以通过降低价格来提高其在市场上的竞争力,因此用户可以在更短的时间内获得更便宜的资源,这将减少金钱成本和工作流程执行的完成时间。针对资源利用和时间成本(TC)的基于动态定价的分配机制(DPAM),进行了不同情况和问题规模的实验。结果表明,我们的DPAM在资源利用率,货币成本和完成时间方面都可以胜过其代表,并且可以获得最佳的降价率。

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