网格中基于模糊理论的多qos在线调度研究

Jing Xu, Shoubao Yang, Bin Wu, Li-yao Shi
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引用次数: 0

摘要

在网格应用被广泛应用的背景下,用户将不再满足于目前“尽我所能”的网格基础设施服务,而希望网格系统能够提供能够保证质量的服务。此外,随着用户群体的扩大,服务应该更容易使用,并符合应用程序的特定需求。针对用户对服务质量(QoS)的需求具有主观性、模糊性和不完全性的问题,本文提出了一种名为FuzzyQoS的方法。基于用户的在线调度偏好,利用模糊决策理论考虑用户的多重qos需求。该方法不仅对具有主观性和模糊性的多重QoS需求进行了规范化处理,而且突出了用户偏好的QoS需求。结果表明,在相同的系统最大完工时间下,用户满意度与其他多QoS调度方法接近,且与一维QoS调度方法相比有显著提高。最重要的是,这种方法不需要用户足够专业。它简单、有效、对用户的喜好敏感。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Research on Multi-QoS On-line Scheduling Based on Fuzzy Theory in the Grid
In the background of widely use of grid applications, users would no longer be satisfied with the current grid infrastructure services of “do my best”, and hope the grid system is able to provide those services which can guarantee quality. Furthermore, as the expansion of user group, the service should be much easier to use and correspond with the applications’ particular requirements. Users’ QoS (Quality of Service) requirements are of subjective, fuzzy and incompletely considering, so aiming at these problems this paper proposes a method named FuzzyQoS. It considers users’ multi-QoS requirements using fuzzy decision-making theory based on their preferences in online scheduling. This method not only normalizes the multi-QoS requirements which have the features of subjectivity and fuzziness, but also highlights the QoS requirements of user preferences. It is shown that, with the same system makespan, the degree of user satisfaction is close to other multi-QoS methods and significantly improved comparing with one-dimensional QoS scheduling method. What is the most important, this method does not require users to be sufficiently professional. It is simple, effective and sensitive to the users’ preferences.
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