一种用于边缘计算资源分配的新颖有预算限制的成交拍卖机制

IF 2.5 4区 计算机科学 Q3 TELECOMMUNICATIONS Transactions on Emerging Telecommunications Technologies Pub Date : 2024-10-25 DOI:10.1002/ett.70005
Jixian Zhang, Hao Sun, Zhemin Wang, Qian Su, Weidong Li
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引用次数: 0

摘要

在边缘计算领域,拍卖机制是一种有效的资源分配方法,可以增加资源提供者的收入。现有的拍卖机制设计在分配资源时大多以社会福利最大化为目标,但这些方案导致收益较低。相比之下,成交拍卖由于收益高,在频谱分配和广告领域取得了良好的效果。因此,成交拍卖机制是一种很有前景的边缘计算资源分配工具。然而,成交拍卖的缺点是只能分配同质的有限可分物品,这意味着它不能直接应用于边缘计算的资源分配。本文提出了两种改进成交拍卖的新拍卖机制。具体来说,根据全局价格递增和局部竞争的原则,从资源提供者的角度(MDCAM-ECS)和用户的角度(MDCAM-User)设计了两种机制,以解决具有部署约束和用户预算约束的边缘计算资源分配和定价问题。本文提出的机制具有个体理性、真实性和计算效率等特性。在实验中,就社会福利和收入而言,我们的算法能比现有算法(如固定价格机制、Vickery-Clarke-Groves(VCG)机制和单调临界价格机制)提高 20%。此外,在大多数实验中,我们的算法都能确保资源利用率超过 80%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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A Novel Clinching Auction Mechanism for Edge Computing Resource Allocation With Budget Limits

An auction mechanism is an effective resource allocation method that can increase the revenue of resource providers in the field of edge computing. Existing auction mechanism designs mostly aim to maximize social welfare when allocating resources, but these schemes lead to low revenue. In contrast, clinching auctions have achieved good results in spectrum allocation and advertising due to their high revenue. Therefore, a clinching auction mechanism is a promising tool for allocating edge computing resources. However, clinching auctions have the drawback that they can only allocate homogeneous finitely divisible goods, meaning that they cannot be directly applied for resource allocation in edge computing. This article presents two new auction mechanisms that improve on the clinching auction. Specifically, based on the principle of increasing global prices and local competition, two mechanisms are designed, one from the perspective of resource providers (MDCAM-ECS) and the other from the perspective of users (MDCAM-User), to solve the problem of edge computing resource allocation and pricing with deployment constraints and user budget constraints. The mechanisms proposed in this article have the properties of individual rationality, truthfulness, and computational efficiency. In the experiments, in terms of social welfare and revenue, our algorithms can achieve a 20% improvement over existing algorithms, such as fixed-price, Vickery–Clarke–Groves (VCG), and monotonic critical-price mechanisms. Additionally, in most experiments, our algorithm can ensure resource utilization greater than 80%.

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来源期刊
CiteScore
8.90
自引率
13.90%
发文量
249
期刊介绍: ransactions on Emerging Telecommunications Technologies (ETT), formerly known as European Transactions on Telecommunications (ETT), has the following aims: - to attract cutting-edge publications from leading researchers and research groups around the world - to become a highly cited source of timely research findings in emerging fields of telecommunications - to limit revision and publication cycles to a few months and thus significantly increase attractiveness to publish - to become the leading journal for publishing the latest developments in telecommunications
期刊最新文献
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