A Comprehensive Survey on Auction Mechanism Design for Cloud/Edge Resource Management and Pricing

被引:19
|
作者
Sharghivand, Nafiseh [1 ]
Derakhshan, Farnaz [1 ]
Siasi, Nazli [2 ]
机构
[1] Univ Tabriz, Dept Comp Engn, Tabriz 5166616471, Iran
[2] Christopher Newport Univ, Dept Phys Comp Sci & Engn, Newport News, VA 23606 USA
基金
美国国家科学基金会;
关键词
Cloud computing; Resource management; Pricing; Computational modeling; Edge computing; Servers; Software as a service; Auction mechanism design; cloud computing; edge computing; resource management; resource pricing; SOFTWARE-DEFINED NETWORKING; SECURITY ISSUES; ONLINE AUCTION; ALLOCATION; FRAMEWORK; INTERNET; CONSUMPTION; CHALLENGES; PLACEMENT; TAXONOMY;
D O I
10.1109/ACCESS.2021.3110914
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Driven by the vision of cloud and edge computing as the 5th utility, a major challenge is the efficient resource management and pricing taking into account incentives and preferences of cloud/edge providers, users, and the system. In recent years, auction mechanism design has gained wide attention as a tool for addressing this challenge. Here existing surveys lack detailed studies in this area, hence this work presents a comprehensive survey on the state-of-the-art auction-based mechanisms in the field of cloud/edge computing. First, the problem statements and background are presented for cloud/edge computing and auction theory. This is followed by a collaboration model on the benefits of auction mechanism designs to cloud/edge computing. Next, various auction mechanisms in cloud computing are reviewed based upon the following aspects: (1) direction of bids-forward, reverse, and two-sided auctions, (2) the heterogeneity of resources-combinatorial auctions, (3) the number and types of adopted attributes in winner determination-multi-attribute auctions, (4) the setting of auction-offline, online, or sequential auctions, and (5) the interoperability among cloud providers-inter-clouds. For each aspect, existing studies are summarized along with their saliencies and drawbacks. Moreover, existing auction mechanisms in the context of edge computing are also presented. Our comprehensive survey shows that although significant progress has been achieved in this field, there still exist key challenges that need to be investigated, as discussed here to provide future research directions.
引用
收藏
页码:126502 / 126529
页数:28
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