而针对移动网络中的边缘计算,欧洲电信标准化协会(ETSI)于2014年将其定义为“移动边缘计算”(Mobile Edge Computing,MEC),并在2016年又将其重新命名为“多接入边缘计算”(Multi-access Edge Computing,MEC),以提高该概念在异构网络中的适用性。 与此同时,作为风头正盛的人工智能技术,深度学习(Deep Learning,DL)受到...
II-A3 Mobile (Multi-access) Edge Computing (MEC) II-A4 Definition of Edge Computing Terminologies(术语) II-A5 Collaborative End-Edge-Cloud Computing II-B Hardware for Edge Computing II-B1 AI Hardware for Edge Computing II-B2 Integrated Commodities(综合商品) Potentially for Edge Nodes II-B3 Edg...
VI. EDGE COMPUTING FOR DEEP LEARNING DL服务(尤其是移动DL)的广泛部署需要边缘计算的支持。 这种支持不仅在网络体系结构级别,边缘硬件和软件的设计,适配和优化同样重要。 具体来说,1)定制的边缘硬件以及相应的优化软件框架和库可以帮助更有效地执行DL; 2)边缘计算架构可以实现DL计算的卸载。 3)设计良好的边缘计算...
Deep learning is a promising way to get relevant information from IoT service sensor data embedded in complex situations. Due to its multifaceted structure, deep learning is better suited to the nature of computer drag. So, in the course of this article, we start by introducing deep IoT ...
In the context of edge computing (EC) paradigm the new type of specific System on a Chip (SoC) devices with tensor processing architectures (TPAs) appeared for running deep learning (DL) models efficiently on edge computing accelerators (ECAs). Despite availability of numerous benchmarks of ECA...
IoT edge computing is a new computing paradigm “in the IoT domain” for performing calculations and processing at the edge of the network, close
Healthcare:Edge computing can help transform outcomes with inpatient and outpatient monitoring and telehealth services and use machine and deep learning inference on imaging equipment to help detect health issues faster. Better Outcomes Start at the Edge ...
In this work, we propose an edge computing-based secure, efficient, and intelligent multi-tier heterogeneous IoV network. We first discuss the functionality and objectives of such an architecture. Then, we demonstrate how unsupervised deep learning techniques can facilitate the identification of ...
Edge Intelligence:The Confluence of Edge Computing and Artificial Intelligence Abstract 随着人工智能和硬件架构的发展,在网络边缘产生了数十亿字节的数据,这对数据处理和结构优化提出了巨大的要求。因此将边缘计算与人工智能相结合的需求很大,这就产生了边缘智能(edge intelligence).在本文中将边缘智能分成了两个部分—...
What Are the Benefits of Edge Computing? According to Gartner, “Enterprises that have deployed edge use cases in productionwill grow from about 5 percent in 2019 to about 40 percent in 2024.” Many high compute applications such as deep learning and inference, data processing and analysis, sim...