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A Framework of Price Bidding Configurations for Resource Usage in Cloud Computing

机译:云计算资源使用价格竞价配置框架

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In this paper, we focus on price bidding strategies of multiple users competition for resource usage in cloud computing. We consider the problem from a game theoretic perspective and formulate it into a non-cooperative game among the multiple cloud users, in which each cloud user is informed with incomplete information of other users. For each user, we design a utility function which combines the net profit with time efficiency and try to maximize its value. We design a mechanism for the multiple users to evaluate their utilities and decide whether to use the cloud service. Furthermore, we propose a framework for each cloud user to compute an appropriate bidding price. At the beginning, by relaxing the condition that the allocated number of servers can be fractional, we prove the existence of Nash equilibrium solution set for the formulated game. Then, we propose an iterative algorithm ( ), which is designed to compute a Nash equilibrium solution. The convergency of the proposed algorithm is also analyzed and we find that it converges to a Nash equilibrium if several conditions are satisfied. Finally, we revise the obtained solution and propose a near-equilibrium price bidding algorithm ( ) to characterize the whole process of our proposed framework. The experimental results show that the obtained near-equilibrium solution is close to the equilibrium one.
机译:在本文中,我们专注于针对云计算中资源使用情况的多用户竞争的价格竞标策略。我们从博弈论的角度考虑问题,并将其表述为多个云用​​户之间的非合作游戏,其中,每个云用户都被告知其他用户的不完整信息。我们为每个用户设计了一个实用功能,该功能将净利润与时间效率相结合,并力图使其价值最大化。我们设计了一种机制,供多个用户评估其实用程序并决定是否使用云服务。此外,我们提出了一个框架,供每个云用户计算适当的出价。最初,通过放宽分配的服务器数量可以是分数的条件,我们证明了存在于拟定博弈中的纳什均衡解集。然后,我们提出了一种迭代算法(),用于计算Nash平衡解。对该算法的收敛性也进行了分析,发现如果满足多个条件,则收敛到一个纳什均衡。最后,我们对获得的解决方案进行修改,并提出了一种接近均衡的价格竞标算法(),以表征所提出框架的整个过程。实验结果表明,所得的近平衡溶液接近平衡溶液。

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