A combinatorial double auction resource allocation model in cloud computing

被引:142
|
作者
Samimi, Parnia [1 ]
Teimouri, Youness [2 ]
Mukhtar, Muriati [1 ]
机构
[1] Univ Kebangsaan Malaysia, FISM, Ctr Software Technol & Management Softam, Bangi 43600, Selangor, Malaysia
[2] Islamic Azad Univ, Fac Elect Comp & IT Engn, Qazvin, Iran
关键词
Economic model; Resource allocation; Combinatorial double auction; Cloud computing; Grid computing; CloudSim;
D O I
10.1016/j.ins.2014.02.008
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Users and providers have different requirements and objectives in an investment market. Users will pay the lowest price possible with certain guaranteed levels of service at a minimum and providers would follow the strategy of achieving the highest return on their investment. Designing an optimal market-based resource allocation that considers the benefits for both the users and providers is a fundamental criterion of resource management in distributed systems, especially in cloud computing services. Most of the current market based resource allocation models are biased in favor of the provider over the buyer in an unregulated trading environment. In this study, the problem was addressed by proposing a new market model called the Combinatorial Double Auction Resource Allocation (CDARA), which is applicable in cloud computing environments. The CDARA was prototyped and simulated using CloudSim, a Java-based simulator for simulating cloud computing environments, to evaluate its efficiency from an economic perspective. The results proved that the combinatorial double auction-based resource allocation model is an appropriate market based model for cloud computing because it allows double-sided competition and bidding on an unrestricted number of items, which causes it to be economically efficient. Furthermore, the proposed model is incentive-compatible, which motivates the participants to reveal their true valuation during bidding. (C) 2014 Elsevier Inc. All rights reserved.
引用
收藏
页码:201 / 216
页数:16
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