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首页> 外文期刊>Informatica >Controlling Supervised Industry 4.0 Processes through Logic Rules and Tensor Deformation Functions
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Controlling Supervised Industry 4.0 Processes through Logic Rules and Tensor Deformation Functions

机译:通过逻辑规则和张量变形函数控制监督行业4.0流程

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摘要

Industry 4.0 solutions are composed of autonomous engineered systems where heterogeneous agents act in a choreographed manner to create complex workflows. Agents work at low-level in a flexible and independent manner, and their actions and behaviour may be sparsely manipulated. Besides, agents such as humans tend to show a very dynamic behaviour and processes may be executed in a very anarchic, but correct way. Thus, innovative, and more flexible control techniques are required. In this work, supervisory control techniques are employed to guarantee a correct execution of distributed and choreographed processes in Industry 4.0 scenarios. At prosumer level, processes are represented using soft models where logic rules and deformation indicators are used to analyse the correctness of executions. These logic rules are verified using specific engines at business level. These engines are fed with deformation metrics obtained through tensor deformation functions at production level. To apply deformation functions, processes are represented as discrete flexible solids in a phase space, under external forces representing the variations in every task's inputs. The proposed solution presents two main novelties and original contributions. On the one hand, the innovative use of soft models and deformation indicators allows the implementation of this control solution not only in traditional industrial scenarios where rigid procedures are followed, but also in other future engineered applications. On the other hand, the original integration of logic rules and events makes possible to control any kind of device, including those which do not have an explicit control plane or interface. Finally, to evaluate the performance of the proposed solution, an experimental validation using a real pervasive computing infrastructure is carried out.
机译:行业4.0解决方案由自主工程化系统组成,其中异质代理以编舞的方式行动,以创建复杂的工作流程。代理以灵活和独立的方式在低级工作,并且它们的行为和行为可能会稀疏地操纵。此外,诸如人类的代理倾向于表现出非常动态的行为,并且可以以非常无政府状态而且正确的方式执行流程。因此,需要创新,更灵活的控制技术。在这项工作中,采用监控技术来保证行业4.0场景中的正确执行分布式和编排过程。在ProSumer级别,使用软模型表示流程,其中使用逻辑规则和变形指示器来分析执行的正确性。这些逻辑规则使用商业级别的特定引擎进行验证。这些发动机通过在生产水平上通过张量变形函数获得的变形度量。为了应用变形函数,过程在相位空间中表示为相位空间中的离散柔性固体,在外部力下表示每个任务输入的变化。拟议的解决方案提出了两个主要的新奇和原始贡献。一方面,软模型和变形指示器的创新使用允许实施该控制解决方案不仅在传统的工业情景中,而且还在其他未来的工程应用中。另一方面,逻辑规则和事件的原始集成可以控制任何类型的设备,包括没有明确控制平面或接口的设备。最后,为了评估所提出的解决方案的性能,执行使用真实普遍的计算基础设施的实验验证。

著录项

  • 来源
    《Informatica》 |2021年第2期|217-245|共29页
  • 作者单位

    Department of Information Systems Universidad Politecnica de Madrid Spain;

    Department of Geospatial Engineering Universidad Politecnica de Madrid Spain;

    Department of Information Systems Universidad Politecnica de Madrid Spain;

  • 收录信息 美国《科学引文索引》(SCI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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