基于MCDM的web服务选择中用户约束的处理

Walid Serrai, A. Abdelli, L. Mokdad, Ashref Serrai
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引用次数: 9

摘要

目前,web服务选择已经成为一个非常具有挑战性的问题。随着web服务数量的急剧增加,除了web服务的功能参数(输入和输出)外,还在web服务的描述中添加了不同的QoS参数,以区分web服务,方便选择web服务。因此,web服务选择包括在具有相同功能的服务中找出满足用户QoS需求的最佳元素。当用户请求处理QoS参数的值约束时,主流的方法是从搜索空间中删除不满足用户约束的web服务。然而,这种方法并不总是合适的,特别是当结果搜索空间是空的或非常小的时候。在这种情况下,选择过程中可能会对丢弃的服务感兴趣。为了解决这个问题,我们建议使用两种MCDM(多标准决策)方法的组合,即AHP(层次分析法)和RIM(参考理想法)。在第一阶段,采用层次分析法对分配给QoS标准的权重约束进行规范化编码。然后,为了处理用户价值约束,我们考虑RIM对丢弃的web服务相对于它们与所需价值约束的接近程度进行排序。我们通过在真实数据集上执行测试,将我们的方法与现有方法进行比较。
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Dealing with user constraints in MCDM based web service selection
Nowadays, web service selection has become a very challenging issue. As the number of web services is increasing drastically, different QoS parameters are added in their description in addition to their functional parameters (Inputs and outputs) to distinguish them and ease their selection. Hence, web service selection consists to find out among services having the same functionalities the optimal elements that satisfy user QoS requirements. When the user request deals with value constrains on the QoS parameters, the mainstream approach operates by removing from the search space web services that do not satisfy the user constraints. However, such an approach is not always appropriate especially when the resulting search space is empty or very small. In this case, the discarded services may be of interest in the selection process. To tackle this issue, we propose to use a combination of two MCDM (Multi Criteria Decision Making) methods, that are AHP (Analytical Hierarchy Process) and RIM (Reference Ideal Method). AHP is used to encode an normalize weights constraints assigned to QoS criteria at the first stage. Then to deal with user value constraints, we consider RIM to rank discarded web services relatively to their proximity to the required value constraints. We compare our method with existing approaches by performing tests on a real dataset.
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