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Service-oriented Application Composition with Evolutionary Heuristics and Multiple Criteria

机译:具有进化启发式和多个条件的面向服务的应用程序组合

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摘要

The need to create and deploy business application systems rapidly has sparked interest in using web services to compose them. When creating mission-critical business applications through web service compositions, in addition to ensuring that functional requirements are met, designers need to consider the end-to-end reliability, security, performance, and overall cost of the application. As the number of available coarse-grain business services grows, the problem of selecting appropriate services quickly becomes combinatorially explosive for realistic-sized business applications. This article develops a business-process-driven approach for composing service-oriented applications. We use a combination of weights to explore the entire QoS criteria landscape through the use of a multi-criteria genetic algorithm (GA) to identify a Pareto-optimal multidimensional frontier that permits managers to trade off conflicting objectives when selecting a set of services. We illustrate the effectiveness of the approach by applying it to a real-world drop-ship business application and compare its performance to another GA-based approach for service composition.
机译:快速创建和部署业务应用程序系统的需求激发了人们对使用Web服务进行组合的兴趣。通过Web服务组合创建关键任务业务应用程序时,除了确保满足功能要求外,设计人员还需要考虑应用程序的端到端可靠性,安全性,性能和总体成本。随着可用的粗粒度业务服务数量的增加,对于实际规模的业务应用程序来说,选择合适的服务的问题迅速变得组合起来很容易解决。本文开发了一种业务流程驱动的方法来构成面向服务的应用程序。我们使用权重的组合,通过使用多准则遗传算法(GA)来识别帕累托最优多维边界,从而探索整个QoS标准领域,该边界允许管理者在选择一组服务时权衡冲突目标。我们通过将其应用于现实世界的直接运输业务应用程序来说明该方法的有效性,并将其性能与另一种基于GA的服务组合方法进行比较。

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