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Double-Sided Bidding Mechanism for Resource Sharing in Mobile Cloud

机译:移动云中资源共享的双向招标机制

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Recently, a new architecture regarding a crowd of mobile devices as mobile cloud has been proposed, where the neighboring mobile devices are pooled together for resource sharing. Most existing works focus on mobile cloud framework design and assume that the nearby users are willing to share their resources. Since each user is rational and self-interested, a proper market mechanism is needed to incentivize users to participate and allocate resources among multiple users. In this paper, we consider a broker-based mobile cloud, where multiple supplying users have idle resources to share, and multiple demanding users suffer from resource limitations. We propose and analyze a double-sided bidding mechanism where each demanding user submits a bid to choose a demand resource-price function, and each supplying user submits a bid to choose a supply resource-price function. We consider the cases with price-taking users and price-anticipating users who would anticipate the influence of their own bids on the price, respectively. For the case with price-taking users, we first show that the proposed mechanism admits a unique competitive equilibrium that maximizes the social welfare of the mobile cloud and then develop an optimal distributed algorithm to achieve the desired equilibrium point. For the case with price-anticipating users, we first formulate the interaction among multiple users as a strategic game and prove the existence and uniqueness of the Nash equilibrium and then develop a distributed algorithm to compute the Nash equilibrium. Numerical results validate the efficacy of our proposed algorithms and illustrate that the social welfare achieved at the Nash equilibrium is very close to the optimal social welfare.
机译:近来,已经提出了将大量移动设备视为移动云的新架构,其中将相邻移动设备集中在一起以进行资源共享。现有的大多数工作都集中在移动云框架设计上,并假设附近的用户愿意共享他们的资源。由于每个用户都是理性的和自私的,因此需要一种适当的市场机制来激励用户参与并在多个用户之间分配资源。在本文中,我们考虑一个基于代理的移动云,其中多个供应用户有空闲资源要共享,而多个需求用户遭受资源限制。我们提出并分析了一种双向投标机制,其中每个需求用户提交投标以选择需求资源价格函数,每个供应用户提交投标以选择供应资源价格函数。我们考虑采用价格接受用户和价格预期用户的情况,他们分别预期自己的出价对价格的影响。对于具有价格获取用户的情况,我们首先表明,所提出的机制接受了一种独特的竞争平衡,该平衡使移动云的社会福利最大化,然后开发了一种优化的分布式算法来实现所需的平衡点。对于具有价格预期用户的情况,我们首先将多个用户之间的互动公式化为战略博弈,证明纳什均衡的存在性和唯一性,然后开发一种分布式算法来计算纳什均衡。数值结果验证了我们提出的算法的有效性,并说明了在纳什均衡下实现的社会福利与最佳社会福利非常接近。

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