Security-Aware Resource Allocation for Mobile Cloud Computing Systems

Yanchen Liu, Myung J. Lee
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引用次数: 25

Abstract

In this paper, a novel resource allocation algorithm is proposed for secure mobile cloud computing systems. The mobile request for using cloud resource is classified according to its level of security requirement and the amount of required resource for remote computing. We formulate the resource allocation problem as a semi-Markov decision process under the average reward criterion, where the average reward of states is expected to be optimized. Through maximizing the long-term reward while meeting the system requirements of the blocking probability and the amount of resource requested with a security guarantee, the optimal resource allocation policy is calculated by using the linear programming. Simulation results demonstrate that the system adaptively modifies the resource allocation policy for cloud computing, and determines whether to utilize extra resource for security implementation according to the mobile request type, the current traffic, and the cloud resource availability.
面向移动云计算系统的安全感知资源分配
针对安全移动云计算系统,提出了一种新的资源分配算法。根据移动端对云资源的安全需求级别和远程计算所需的资源量,对移动端使用云资源的请求进行分类。我们将资源分配问题表述为平均奖励准则下的半马尔可夫决策过程,期望状态的平均奖励是最优的。在满足系统对阻塞概率和资源请求量的要求的同时,在保证安全的前提下,使长期奖励最大化,利用线性规划计算出最优的资源分配策略。仿真结果表明,系统根据移动请求类型、当前流量和云资源可用性,自适应地修改云计算资源分配策略,并决定是否利用额外的资源进行安全实现。
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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