Data Management Component for Virtual Factories Systems

A. Nazarenko, João Gião, João Sarraipa, O. J. Saiz, Oscar García Perales, R. Jardim-Gonçalves
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引用次数: 5

Abstract

The vf-OS project aims to develop a middleware platform for the virtual factory of the future. The vf-OS is composed of several modules providing interoperability mechanisms for systems to exchange real-time data. Moreover, it enables the managing of data flows, transforming data, providing open API’s to ease integration process. The proposed Data Management Component (DMC) intends to cover the issues related to data handling, pre-processing, extracting, and data flows management for Virtual Factories. It integrates four subcomponents: a data infrastructure middleware element that handles the data communications; a data storage mechanism able to work with high loads and triples; a semantic and mapping function to establish model information integration; and an analytical module composed by machine learning and prediction mechanisms to enable knowledge extraction from the vast amount of data generated by the associated virtual factory system.
虚拟工厂系统的数据管理组件
vf-OS项目旨在为未来的虚拟工厂开发一个中间件平台。vf-OS由几个模块组成,为系统提供互操作性机制以交换实时数据。此外,它支持管理数据流、转换数据、提供开放API以简化集成过程。提议的数据管理组件(Data Management Component, DMC)旨在涵盖与虚拟工厂的数据处理、预处理、提取和数据流管理相关的问题。它集成了四个子组件:处理数据通信的数据基础设施中间件元素;能够处理高负载和三元组的数据存储机制;一个语义和映射功能,建立模型信息集成;以及由机器学习和预测机制组成的分析模块,能够从相关虚拟工厂系统产生的大量数据中提取知识。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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