Optimizing Web Service Composition with Graphplan and Fuzzy Control

Guodong Fan, Ming Zhu, Xiaoliu Cui
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Abstract

With the development of cloud computing, more and more applications are posted online to provide services for users. Since user needs can be complex, an individual service will not able to meet the requirement. Web Service Composition composes multiple web services together to fulfil the complicated user requirement. While searching an optimal composition with both functional and non-functional requirements still is a challenging problem that needs to be addressed. QoS-aware web service composition is an NP-hard problem. To solve this problem, we design a system which combines GraphPlan with Fuzzy Control algorithm. Fuzzy Control is employed to generate overall QoS according to user preferences. In the forward phase of Graphplan, less competitive services are pruned according to the overall QoS. In the backward phase, services are selected according to functional goals and their overall QoS. Furthermore, case study and are performed, and the experimental results show that our approach improves the quality of service composition significantly compared with ordinary and Skyline approach.
用Graphplan和模糊控制优化Web服务组合
随着云计算的发展,越来越多的应用程序被发布到网上,为用户提供服务。由于用户需求可能很复杂,单个服务将无法满足需求。Web服务组合将多个Web服务组合在一起以满足复杂的用户需求。虽然搜索功能和非功能需求的最佳组合仍然是一个需要解决的具有挑战性的问题。支持qos的web服务组合是一个np难题。为了解决这个问题,我们设计了一个结合GraphPlan和模糊控制算法的系统。采用模糊控制,根据用户偏好生成整体QoS。在Graphplan的前向阶段,根据总体QoS修剪竞争较少的服务。在向后阶段,根据功能目标及其总体QoS选择服务。实验结果表明,与普通方法和Skyline方法相比,该方法显著提高了服务组合的质量。
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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