泛在异构环境下具有QoS保证的节能资源分配模型

Dian Shen, Junzhou Luo, Fang Dong
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引用次数: 1

摘要

普适计算被认为是一种很有前途的技术创新途径。为了支持各种无处不在的应用程序,服务提供商必须建立由异构计算设备和传感器组成的网络基础设施。随着设备数量的增加和基础设施的日益复杂,如何使资源配置达到总利用率的最大化和能耗的最小化,即以节能的方式进行资源配置,成为无处不在的基础设施设计和管理中的一个重要问题和挑战。针对这一问题,本文提出了一种资源分配模型,其目标是在实现服务质量(QoS)要求的同时,最大限度地减少基础设施的能耗。我们首先利用排队理论提出了一个随机模型,然后将该问题建模为一个受许多不等式约束的非线性规划问题,并开发了启发式解决方案。仿真结果表明了该方法的有效性。
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Energy-Efficient Resource Allocation Model with QoS Assurance for Ubiquitous and Heterogeneous Environment
Ubiquitous computing is considered as a promising technological path of innovation. In order to support various kinds of ubiquitous applications, the service providers have to build up networked infrastructures consisting of heterogeneous computing appliances and sensors. With the growth in the number of devices and the increasing complexity of the infrastructure, it becomes an important concern and challenge in the design and management of ubiquitous infrastructure to allocate the resources to maximize the total utilization and minimize the energy consumption, that is, in the energy-efficient manner. Addressing this issue, this paper proposes a resource allocation model, with the goal to minimize the energy consumption of the infrastructure, while achieving Quality of Service (QoS) requirements. We first propose a stochastic model using queueing theory and then model this problem as a nonlinear programming problem subject to a number of inequality constraints and develop heuristic solutions to solve it. Simulation results are presented to show the effectiveness of our approach.
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