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Web services composition for concurrent plan using artificial intelligence planning

机译:使用人工智能计划的并发计划的Web服务组合

摘要

Automatic planning of web services composition is a challenging problem both in academia and real-world application. Artificial Intelligence (AI) planning can be applied to automate web services composition by depicting composition problem as AI planning problem. Web services composition would combine multiple services whenever some requirements cannot be fulfilled by a single service. Subsequently, many of the planning algorithms to detect and generate composition plan would focus only on sequence composition thus, neglecting concurrent composition. The aim of this paper is to develop an approach to generate a concurrent plan for web services composition based on semantic web services (OWL-S) and Hierarchical Task Network (HTN) Planning. A Bioinformatics case study for pathway data retrieval is used to validate the effectiveness of proposed approach. The planning algorithm extend Hierarchical Task Network (HTN) algorithm to solve the problem of automatic web service composition in the context of concurrent task planning. Experimental analysis showed that the proposed algorithms are capable of detecting and generating concurrent plan when compared with existing algorithms.
机译:在学术界和实际应用中,Web服务组成的自动规划都是一个具有挑战性的问题。通过将组合问题描述为AI规划问题,可以将人工智能(AI)规划应用于自动化Web服务组合。每当某些服务无法通过单个服务满足时,Web服务组合就会组合多个服务。随后,许多用于检测和生成合成计划的计划算法将只关注序列合成,因此忽略了同时合成。本文的目的是开发一种基于语义Web服务(OWL-S)和分层任务网络(HTN)规划生成Web服务组合的并行计划的方法。一个用于路径数据检索的生物信息学案例研究用于验证所提出方法的有效性。该计划算法扩展了分层任务网络(HTN)算法,以解决并发任务计划中的自动Web服务组合问题。实验分析表明,与现有算法相比,该算法能够检测并生成并发计划。

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