大数据驱动的复杂网络物理控制系统框架

Lichen Zhang
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引用次数: 17

摘要

大数据技术是一项新技术,旨在通过高速捕获、处理、存储、发现和/或分析,从大量的各种数据中高效地获取价值,同时通过自动质量控制确保其准确性,从而获得大价值并做出决策。大数据通常被描述为一个多v模型。在多v模型中,体积、速度和种类是最常见的项目。大数据驱动的网络物理系统是指利用大量复杂数据来实现其功能的网络物理系统。数据对于这些大数据驱动的网络物理系统的正确规范、分析、设计、实施和运行非常重要。大数据驱动的网络物理系统的设计需要使用新的概念来模拟经典数据结构、大数据的4V特征、时空约束和运动物体以及物理世界的动态连续行为。在本文中,我们提出了一种集成架构分析与设计语言(AADL)[6]、Modelicaml和混合关系演算的方法,用于大数据驱动的网络物理系统开发。我们通过对VANET (Vehicular Ad doc NETwork)进行指定和建模来说明所提出的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A framework to specify big data driven complex cyber physical control systems
Big data technology is a new technology that aims to efficiently obtain value from very big volumes of a wide variety of data, by enabling high velocity capture, process, store, discovery and/or analysis, while ensuring their veracity by an automatic quality control in order to obtain a big value and make decision. Big Data is described by what is often represented as a multi-V model. In multi-V model, volume, velocity and variety are the items most commonly recognized. Big data driven cyber physical systems refer to such cyber physical systems that use large quantities of complex data to perform their functions. Data is very important to the correct specification, analysis, design and implementation and operation of these big data driven cyber physical systems. he design of big data driven cyber physical systems requires that new concepts are used to model classical data structures, 4V features of big data, spatio-temporal constraints and moving object, and the dynamic continuous behavior of the physical world. In this paper, we propose an approach to integrate Architecture Analysis & Design Language (AADL) [6], Modelicaml and Hybrid Relation Calculus for big data driven cyber physical system development. We illustrate the proposed method by specifying and modeling the Vehicular Ad doc NETwork (VANET).
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