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工业AIoT应用程序的架构
Eneko Villar1,2, Imanol Martín Toral1, Isidro Calvo1
1Department of Systems Engineering and Automatic Control, Faculty of Engineering of Vitoria-Gasteiz, University of the Basque Country (UPV/EHU), 01006 Vitoria-Gasteiz, Spain.
Sensors (Basel, Switzerland)
|August 10, 2024
概括
本综述调查了工业物体人工智能 (AIoT) 应用的参考架构. 虽然对AIoT开发的标准化至关重要,但广泛采用需要进一步努力.
科学领域:
- 工业自动化 工业自动化
- 网络物理系统 网络物理系统
- 事物的人工智能 (AIoT)
背景情况:
- 工业4.0集成了网络物理系统 (CPS),工业物联网 (IIoT) 和AIoT,改变了生产系统.
- 不同质的设备的集成需要标准化的方法来开发复杂的AIoT应用程序.
- 参考架构为设计和实施工业AIoT解决方案提供了一个结构化的方法.
研究的目的:
- 调查和分析工业AIoT应用的关键参考架构.
- 确定各种工业AIoT参考架构的特点,目标和好处.
- 提供使用案例,帮助工程师选择适合其应用的架构.
主要方法:
- 对工业AIoT现有参考架构的文献综述.
- 基于其特征和目标,对已识别的架构进行比较分析.
- 识别和展示相关的用例,以提供实际指导.
主要成果:
- 确定并分析了工业AIoT应用程序的几个参考架构.
- 详细介绍了每个架构的关键特性,目标和好处.
- 展示了使用案例,以说明实际实施场景.
结论:
- 参考架构对于标准化工业AIoT应用程序和指导开发人员至关重要.
- 这些架构在现实世界AIoT工业环境中的实际采用目前是有限的.
- 需要进一步的开发和努力,以促进参考架构在行业中的广泛采用.
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