通信学报 ›› 2012, Vol. 33 ›› Issue (Z1): 1-143.doi: 10.3969/j.issn.1000-436x.2012.z1.017

• 学术论文 •    下一篇

基于双向拍卖的适应性云计算资源分配机制

丁丁,罗四维,艾丽华   

  1. 北京交通大学 计算机与信息技术学院,北京 100044
  • 出版日期:2012-09-25 发布日期:2017-08-03
  • 基金资助:
    中央高等学校基本科研业务费专项课题基金资助项目;中央高等学校基本科研业务费专项课题基金资助项目;博士点基金资助项目

Adaptive double auction mechanism for cloud resource allocation

Ding DING,Si-wei LUO,Li-hua AI   

  1. School of Computer and Information Technology,Beijing Jiaotong University,Beijing 100044,China
  • Online:2012-09-25 Published:2017-08-03
  • Supported by:
    The Fundamental Research Funds for the Central Universities;The Fundamental Research Funds for the Central Universities;The Doctoral Fund of Ministry Education of China

摘要:

基于经济机制中的双向拍卖模型,提出了一种适应性的云计算资源分配机制ADAM(adaptive double auction mechanism)。与传统的双向拍卖策略相比,ADAM把交易的价格和交易的数量看成是市场参与者的服务质量要求,并据此进行交易,保证了市场参与者的收益;而且,ADAM根据资源不同的供求关系应用不同的拍卖规则,能够满足更多的市场参与者。理论分析表明,即使在请求价格和请求数量均为保密信息的强约束条件下, ADAM仍然具有策略性防伪、预算平衡和个人理性的特点。模拟实验也进一步证明,ADAM能够显著提高用户满意度和云计算系统的资源利用率,并且随着市场参与者数量的增加,ADAM的经济效率也在不断提高,有利于实现云计算大规模资源共享的目标。

关键词: 云计算, 资源分配, 双向拍卖, 适应性

Abstract:

By integrating the auction mechanism in economic field into cloud,an adaptive double auction mechanism(ADAM) was proposed to allocate resources in cloud computing.Compared to traditional double auction mechanisms,ADAM traded cloud resource sellers and cloud resource buyers at their expected price and quantity,guaranteed the profits of all participants.Moreover,ADAM applied different auction rules in different cases to satisfy as more participants as possible.As a new mechanism for cloud resource allocation,ADAM was proved to be strategy-proof,weakly budget-balanced and individual rational even under the conditions that the price and quantity of participants were private information.Simulation results also confirm that ADAM outperforms the traditional one on both cloud user satisfaction degree and cloud resource utilization rate and is also economically efficient,especially as more users are involved in the auction market.

Key words: cloud computing, resource allocation, double auction, adaptive

No Suggested Reading articles found!