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首页> 外文期刊>Engineering Applications of Artificial Intelligence >Situation-aware composition and execution in dynamic environments by automated planning
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Situation-aware composition and execution in dynamic environments by automated planning

机译:通过自动计划在动态环境中进行情境感知的组合和执行

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摘要

Existing workflow management systems execute complex sequences of tasks by invoking corresponding services identified at execution time and ordered according to a graph that captures the workflow execution rules and data dependencies. The technology is mature and is used across the Internet to support a wide range of business transactions by taking advantage of a relatively stable communication and service infrastructure. This paper extends the applicability of workflow technology by considering settings in which service availability is highly variable due to the mobility of people and devices and due to frequent and extended disconnections from the wired infrastructure. This paper extends workflow technology to support goal-directed coordination among physically mobile people and devices that form a transient community over a mobile ad hoc network (MANET). Our approach is based on the notion of open workflows, i.e., workflows that are constructed dynamically using available knowledge and services. Because the workflow construction and execution are situation aware, different workflows are built under different circumstances even when the need being addressed is unchanged. We also introduce a framework that co-designs workflow allocation and host scheduling in a unified way, which can handle communication range limitations in a mobile environment while previous methods cannot. Specifically, we transform the collaboration problem into a temporal planning model and then solve it using automated planners. We integrate this framework into the CiAN workflow management system, which was developed in our previous work. Results of experiments we have conducted show that our approach significantly broadens the scope of previous research by solving the challenges of availability, mobility, and communication constraints in MANET domains.
机译:现有的工作流管理系统通过调用在执行时识别并根据捕获工作流执行规则和数据依存关系的图表进行排序的相应服务来执行复杂的任务序列。该技术已经成熟,可以通过相对稳定的通信和服务基础结构,在Internet上用于支持广泛的业务交易。本文通过考虑由于人员和设备的移动性以及与有线基础设施频繁且长时间断开连接而导致服务可用性高度可变的设置,从而扩展了工作流技术的适用性。本文扩展了工作流技术,以支持在移动自组织网络(MANET)上形成临时社区的物理移动人员和设备之间的目标定向协调。我们的方法基于开放式工作流程的概念,即使用现有知识和服务动态构建的工作流程。因为工作流的构造和执行是情境感知的,所以即使在解决需求不变的情况下,也会在不同的情况下构建不同的工作流。我们还引入了一个框架,该框架以统一的方式共同设计工作流分配和主机调度,该框架可以处理移动环境中的通信范围限制,而以前的方法则不能。具体来说,我们将协作问题转换为时间计划模型,然后使用自动计划器解决。我们将此框架集成到我们先前工作中开发的CiAN工作流管理系统中。我们进行的实验结果表明,我们的方法通过解决MANET域中的可用性,移动性和通信约束方面的挑战,大大扩展了先前的研究范围。

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  • 作者单位

    College of Information Engineering, Yangzhou University, 196 Huayang Road, Yangzhou, Jiangsu, 225127, China,School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui 230026, China;

    Department of Computer Science & Engineering, Washington University in Saint Louis, St. Louis, MO 63130, USA;

    Department of Computer Science & Engineering, Washington University in Saint Louis, St. Louis, MO 63130, USA;

    Department of Computer Science & Engineering, Washington University in Saint Louis, St. Louis, MO 63130, USA;

    Department of Computer Science & Engineering, Washington University in Saint Louis, St. Louis, MO 63130, USA;

    School of Engineering, The University of New Mexico, Albuquerque, NM 87131, USA;

    School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui 230026, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Workflow; Mobile environments; Coordination; Automated planning;

    机译:工作流程;移动环境;协调;自动化计划;

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