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Message-Based Web Service Composition, Integrity Constraints, and Planning under Uncertainty: A New Connection

机译:基于消息的Web服务组合,完整性约束和   不确定性下的规划:一种新的联系

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摘要

Thanks to recent advances, AI Planning has become the underlying techniquefor several applications. Figuring prominently among these is automated WebService Composition (WSC) at the "capability" level, where services aredescribed in terms of preconditions and effects over ontological concepts. Akey issue in addressing WSC as planning is that ontologies are not only formalvocabularies; they also axiomatize the possible relationships between concepts.Such axioms correspond to what has been termed "integrity constraints" in theactions and change literature, and applying a web service is essentially abelief update operation. The reasoning required for belief update is known tobe harder than reasoning in the ontology itself. The support for belief updateis severely limited in current planning tools. Our first contribution consists in identifying an interesting special case ofWSC which is both significant and more tractable. The special case, which weterm "forward effects", is characterized by the fact that every ramification ofa web service application involves at least one new constant generated asoutput by the web service. We show that, in this setting, the reasoningrequired for belief update simplifies to standard reasoning in the ontologyitself. This relates to, and extends, current notions of "message-based" WSC,where the need for belief update is removed by a strong (often implicit orinformal) assumption of "locality" of the individual messages. We clarify thecomputational properties of the forward effects case, and point out a strongrelation to standard notions of planning under uncertainty, suggesting thateffective tools for the latter can be successfully adapted to address theformer. Furthermore, we identify a significant sub-case, named "strictly forwardeffects", where an actual compilation into planning under uncertainty exists.This enables us to exploit off-the-shelf planning tools to solve message-basedWSC in a general form that involves powerful ontologies, and requires reasoningabout partial matches between concepts. We provide empirical evidence that thisapproach may be quite effective, using Conformant-FF as the underlying planner.
机译:由于最近的进展,AI规划已成为多种应用程序的基础技术。其中最突出的是“功能”级别的自动化Web服务组合(WSC),其中根据前提和对本体论概念的影响来描述服务。在将WSC作为规划时的一个关键问题是,本体不仅是形式上的词汇。这些公理对应于动作和变更文献中所谓的“完整性约束”,并且应用Web服务本质上是可信的更新操作。已知信念更新所需的推理比本体本身的推理困难。当前计划工具严重限制了对信念更新的支持。我们的第一个贡献是确定了一个有意义的WSC特殊情况,它既有意义又更易于处理。这种特殊情况称为“前向效果”,其特征是Web服务应用程序的每一个分支都涉及至少一个由Web服务生成的新常数。我们表明,在这种情况下,信念更新所需的推理可以简化为本体本身的标准推理。这涉及并扩展了“基于消息的” WSC的当前概念,其中通过对单个消息的“本地性”进行强力(通常是隐式或非正式)假设来消除对信念更新的需求。我们弄清了前向效应案例的计算属性,并指出了与不确定性下的标准规划概念的强烈关系,这表明可以有效地使用后者的有效工具来解决前者。此外,我们确定了一个重要的子案例,称为“严格前向效应”,其中存在不确定性下实际对计划的编译。这使我们能够利用现成的计划工具以通用形式解决基于消息的WSC,其中涉及强大的功能。本体,并且需要对概念之间的部分匹配进行推理。我们提供了经验证据,表明该方法可能有效,使用Conformant-FF作为基础计划者。

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