Lowest revenue limit-based truthful auction mechanism for cloud resource allocation

被引:0
|
作者
Zhang, Jixian [1 ]
Sun, Hao [1 ]
Li, Weidong [2 ]
机构
[1] Yunnan Univ, Sch Informat Sci & Engn, Kunming 650504, Yunnan, Peoples R China
[2] Yunnan Univ, Sch Math & Stat, Kunming 650504, Yunnan, Peoples R China
来源
JOURNAL OF SUPERCOMPUTING | 2024年 / 80卷 / 08期
基金
中国国家自然科学基金;
关键词
Mechanism design; Cloud computing; Resource allocation; Truthfulness; Revenue limit; OPTIMAL RESERVATION PRICES; ONLINE MECHANISM;
D O I
10.1007/s11227-023-05839-3
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
An auction mechanism is an effective way to allocate resources through market behavior. However, in existing studies, most auction mechanisms are designed based on the maximization of social welfare, and there are few studies on potential revenue. Based on cloud computing resource allocation, this paper studies an auction mechanism with revenue limits under single-dimensional and multidimensional resource allocation. That is, the resource provider proposes the lowest revenue limit B. The mechanism aims to maximize the total social welfare while conforming to the lowest revenue limit of the provider. Specifically, we design a new price-raising auction mechanism based on resource similarity and the user cost-effectiveness value, which unifies the two stages of resource allocation and payment pricing, overcoming the problem of low revenue caused by overallocated resources and the lowest winning price. This mechanism can also achieve truthfulness, individual rationality and computational efficiency. In the experimental section, the proposed mechanism is compared with the optimal VCG mechanism and the monotonic mechanism with critical values in terms of revenue, social welfare, resource utilization, etc., and the results demonstrate the good effects of the mechanism designed in this article.
引用
收藏
页码:10637 / 10666
页数:30
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