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A Real-time Group Auction System for Efficient Allocation of Cloud Internet Applications

机译:一种有效分配云的实时群组拍卖系统   互联网应用

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摘要

Increasing number of the cloud-based Internet applications demands forefficient resource and cost management. This paper proposes a real-time groupauction system for the cloud instance market. The system is designed based on acombinatorial double auction, and its applicability and effectiveness areevaluated in terms of resource efficiency and monetary benefits to auctionparticipants (e.g., cloud users and providers). The proposed auction systemassists them to decide when and how providers allocate their resources to whichusers. Furthermore, we propose a distributed algorithm using a group formationgame that determines which users and providers will trade resources by theircooperative decisions. To find how to allocate the resources, the utilityoptimization problem is formulated as a binary integer programming problem, andthe nearly optimal solution is obtained by a heuristic algorithm with quadratictime complexity. In comparison studies, the proposed real-time group auctionsystem with cooperation outperforms an individual auction in terms of theresource efficiency (e.g., the request acceptance rate for users and resourceutilization for providers) and monetary benefits (e.g., average payments forusers and total profits for providers).
机译:越来越多的基于云的Internet应用程序要求高效的资源和成本管理。本文提出了一种针对云实例市场的实时分组拍卖系统。该系统基于组合式双重拍卖而设计,并根据资源效率和对拍卖参与者(例如,云用户和提供商)的金钱收益来评估其适用性和有效性。提议的拍卖系统可以帮助他们决定提供商何时以及如何将资源分配给哪个用户。此外,我们提出了一种使用群体形成游戏的分布式算法,该算法确定哪些用户和提供者将通过其合作决策来交易资源。为了找到如何分配资源,将效用优化问题公式化为二进制整数规划问题,并通过具有二次时间复杂度的启发式算法来获得几乎最优的解决方案。在比较研究中,在资源效率(例如,用户的请求接受率和提供者的资源利用)和金钱收益(例如,用户的平均付款和提供者的总利润)方面,拟议的具有合作关系的实时群体拍卖系统的性能优于单个拍卖)。

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