Automatic Generation Tool for Open Platform-compatible Intelligent IoT Components

Seoyeon Kim, Joonhyouk Jang, Jinmang Jung, Bongjae Kim, Young-Sun Yun
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Abstract

As IoT applications that provide AI services increase, various hardware and software that support autonomous learning and inference are being developed. However, as the characteristics and constraints of each hardware increase difficulties in developing IoT applications, the development of an integrated platform is required. In this paper, we propose a tool for automatically generating components based on artificial neural networks and spiking neural networks as well as IoT technologies to be compatible with open platforms. The proposed component automatic generation tool supports the creation of components considering the characteristics of various hardware devices through the virtual component layer of IoT and AI and enables automatic application to open platforms.
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开放平台兼容智能物联网组件自动生成工具
随着提供人工智能服务的物联网应用的增加,支持自主学习和推理的各种硬件和软件正在开发中。然而,由于各种硬件的特性和约束增加了开发物联网应用的难度,因此需要开发一个集成平台。在本文中,我们提出了一种基于人工神经网络和峰值神经网络以及物联网技术的自动生成组件的工具,以兼容开放平台。提出的组件自动生成工具,通过物联网和人工智能的虚拟组件层,支持根据各种硬件设备的特点创建组件,并实现开放平台的自动应用。
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