Automatic Semantic Web Service Composition via Agent Intention Execution in AgentSpeak

Huan Li, Zheng Qin, Fan Yu, Jun Qin, Bo Yang
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引用次数: 8

Abstract

AI planning is the main stream method for automatic semantic web service composition (SWSC) research. However, planning based SWSC method can only return service composition upon user requirement description and lacks flexibility to deal with environment change. Deliberate agent architecture, such as BDI agent, is hopeful to make SWSC more intelligent. In this paper, we propose an automatic SWSC enabling method for AgentSpeak agent. Firstly, conversion algorithm from OWL-S web service description to agent's plan set (OWLS2APS) is presented. Target service is converted to agent's goal and related services are converted into agent's plan set. Then, SWSC is automatically performed through agent's intention formation. Agent invokes web service according to service sequence converted back from its intention. Agent can behave rationally with rules or ask for human intervention when SWSC or service invocation is not feasible. At last, a case study on enterprise credit rating service composition is presented to illustrate the method.
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AgentSpeak中基于Agent意图执行的自动语义Web服务组合
人工智能规划是自动语义web服务组合(SWSC)研究的主流方法。然而,基于规划的SWSC方法只能根据用户需求描述返回服务组合,缺乏应对环境变化的灵活性。刻意的代理架构,如BDI代理,有望使SWSC更加智能。本文提出了一种AgentSpeak代理自动启用SWSC的方法。首先,提出了从OWL-S web服务描述到代理计划集的转换算法(OWLS2APS)。将目标服务转换为代理的目标,将相关服务转换为代理的计划集。然后,通过agent的意向形成,自动执行SWSC。代理根据从其意图转换回来的服务序列调用web服务。当SWSC或服务调用不可行时,代理可以合理地按照规则行事或请求人工干预。最后,以企业信用评级服务构成为例对该方法进行了说明。
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