Intelligent Edge Computing: State-of-the-art Techniques and Applications

Waris Gill, Öznur Özkasap, Attila Gürsoy
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Abstract

To enable intelligent decisions at the network edge, supervised and unsupervised machine learning techniques and their variations are highly utilized in recent research studies. These include techniques and the corresponding applications such as detecting manufacturing faults in a smart factory setting, monitoring patient activities and health problems in smart health systems, detecting security attacks on the Internet of Things devices, and finding the rare events in the audio signals. In this paper, we present an extensive review of state-of-the-art techniques and applications of intelligent edge computing and provide classification and discussion of various approaches in this field.
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智能边缘计算:最新技术和应用
为了在网络边缘实现智能决策,监督和无监督机器学习技术及其变体在最近的研究中得到了高度利用。其中包括技术和相应的应用,例如在智能工厂设置中检测制造故障,在智能卫生系统中监测患者活动和健康问题,检测物联网设备的安全攻击,以及在音频信号中发现罕见事件。在本文中,我们对智能边缘计算的最新技术和应用进行了广泛的回顾,并对该领域的各种方法进行了分类和讨论。
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