A Service Selection Model with Multiple QoS Constraints on the MMKP

Hefeng Cao, Xingzhi Feng, Yang Sun, Zhiwei Zhang, Quanyuan Wu
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引用次数: 24

Abstract

Web service composition (WSC) has become core service-oriented computing technology. It is important for business process to construct a complex one with multi-dimensional QoS assurance. But there exist some problems, such as evaluation for QoS properties of service is not full-scale and the criteria is not clear, the weight for each QoS metric doesn't consider both subjective sensations and objective facts. In this paper we propose a model to provide multi-dimensional QoS support in service selection and replacement. We define a utility function as the evaluation standard, which aggregates all QoS metrics after normalizing their values. Then we use subjective-objective weight mode (SOWM) to set the weight of each QoS metric. Also we propose a heuristic algorithm on the multi-choice, Multi-dimension 0-1 knapsack problem (MMKP) using the rule-library. Finally we test the efficiency of the algorithm and the results prove it is predominant compared with other algorithms.
基于MMKP的多QoS约束的服务选择模型
Web服务组合(WSC)已经成为核心的面向服务的计算技术。构建一个具有多维QoS保证的复杂业务流程是非常重要的。但存在对服务的QoS属性评价不全面、评价标准不明确、各QoS指标的权重没有兼顾主观感受和客观事实等问题。本文提出了一个在服务选择和替换中提供多维QoS支持的模型。我们定义了一个效用函数作为评价标准,它将所有QoS指标的值归一化后聚合在一起。然后采用主客观权重模式(SOWM)确定各QoS指标的权重。在此基础上,提出了一种基于规则库的多选择多维0-1背包问题的启发式算法。最后对算法的效率进行了测试,结果表明该算法与其他算法相比具有优势。
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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