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A Cost-Efficient and Reliable Resource Allocation Model Based on Cellular Automaton Entropy for Cloud Project Scheduling

机译:基于元胞自动机熵的云项目调度经济高效可靠资源分配模型

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摘要

Resource allocation optimization is a typical cloud project scheduling problem: a problem that limits a cloud system’s ability to execute and deliver a project as originally planned. The entropy, as a measure of the degree of disorder in a system, is an indicator of a system’s tendency to progress out of order and into a chaotic condition, and it can thus serve to measure a cloud system’s reliability for project scheduling. In this paper, cellular automaton is used for modeling the complex cloud project scheduling system. Additionally, a method is presented to analysis the reliability of cloud scheduling system by measuring the average resource entropy (ARE). Furthermore, a new cost-efficient and reliable resource allocation (CERRA) model is proposed based on cellular automaton entropy to aid decision maker for planning projects on the cloud. At last, the proposed model is designed using Matlab toolbox and simulated with three basic cloud scheduling algorithm, First Come First Served Algorithm (FCFS), Min-Min Algorithm and Max-Min Algorithm. The simulation results show that the proposed model can lead to achieve a cost-efficient and reliable resource allocation strategy for running projects on the cloud environment.
机译:资源分配优化是一个典型的云项目计划问题:该问题限制了云系统按最初计划执行和交付项目的能力。熵是衡量系统混乱程度的指标,它指示系统趋于乱序发展并进入混乱状态的趋势,因此可以用来衡量云系统的项目调度可靠性。本文使用元胞自动机对复杂的云项目调度系统进行建模。此外,提出了一种通过测量平均资源熵(ARE)来分析云调度系统可靠性的方法。此外,基于元胞自动机熵,提出了一种新的具有成本效益和可靠的资源分配(CERRA)模型,以帮助决策者在云上计划项目。最后,利用Matlab工具箱设计了所提出的模型,并用三种基本的云调度算法:先到先得算法,最小-最小算法和最大-最小算法进行了仿真。仿真结果表明,所提出的模型可以为在云环境中运行项目提供一种经济高效且可靠的资源分配策略。

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