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In order to better accommodate the dramatically increasing demand for data caching and computing services, storage and computation capabilities should be endowed to some of the intermediate nodes within the network. In this paper, we design…

Networking and Internet Architecture · Computer Science 2017-06-30 Yuchen Zhou , F. Richard Yu , Jian Chen , Yonghong Kuo

Deploying deep neural networks (DNNs) on IoT and mobile devices is a challenging task due to their limited computational resources. Thus, demanding tasks are often entirely offloaded to edge servers which can accelerate inference, however,…

Computer Vision and Pattern Recognition · Computer Science 2022-06-20 Arian Bakhtiarnia , Nemanja Milošević , Qi Zhang , Dragana Bajović , Alexandros Iosifidis

In the industrial Internet of Things domain, applications are moving from the Cloud into the edge, closer to the devices producing and consuming data. This means applications move from the scalable and homogeneous cloud environment into a…

Networking and Internet Architecture · Computer Science 2019-07-11 Jan Seeger , Arne Bröring , Georg Carle

The rapid growth of data generated from Internet of Things (IoTs) such as smart phones and smart home devices presents new challenges to cloud computing in transferring, storing, and processing the data. With increasingly more powerful edge…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-17 Runyu Jin , Qirui Yang

Industry 4.0 becomes possible through the convergence between Operational and Information Technologies. All the requirements to realize the convergence is integrated on the Fog Platform. Fog Platform is introduced between the cloud server…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-06-27 Jia Qian , Sayantan Sengupta , Lars Kai Hansen

The Industrial Internet of Things (IIoT) has become a critical technology to accelerate the process of digital and intelligent transformation of industries. As the cooperative relationship between smart devices in IIoT becomes more complex,…

Networking and Internet Architecture · Computer Science 2024-02-28 Yujiao Hu , Yining Zhu , Huayu Zhang , Yan Pan , Qingmin Jia , Renchao Xie , Gang Yang , F. Richard Yu

By placing computation resources within a one-hop wireless topology, the recent edge computing paradigm is a key enabler of real-time Internet of Things (IoT) applications. In the context of IoT scenarios where the same information from a…

Networking and Internet Architecture · Computer Science 2018-05-09 Sabur Baidya , Yan Chen , Marco Levorato

In Mobile Edge Computing (MEC), Internet of Things (IoT) devices offload computationally-intensive tasks to edge nodes, where they are executed within containers, reducing the reliance on centralized cloud infrastructure. Frequent upgrades…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-07-25 Hanshuai Cui , Zhiqing Tang , Jiong Lou , Weijia Jia

In recent years, there is an emerging trend that some computing services are moving from cloud to the edge of the networks. Compared to cloud computing, edge computing can provide services with faster response, lower expense, and more…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-30 Jinyue Song , Tianbo Gu , Yunjie Ge , Prasant Mohapatra

Artificial intelligence (AI) technologies, and particularly deep learning systems, are traditionally the domain of large-scale cloud servers, which have access to high computational and energy resources. Nonetheless, in Internet-of-Things…

Signal Processing · Electrical Eng. & Systems 2022-07-26 Nir Shlezinger , Ivan V. Bajic

A smart city improves operational efficiency and comfort of living by harnessing techniques such as the Internet of Things (IoT) to collect and process data for decision making. To better support smart cities, data collected by IoT should…

Networking and Internet Architecture · Computer Science 2021-06-10 Laha Ale , Ning Zhang , Scott A. King , Jose Guardiola

The development of mobile communication technology, hardware, distributed computing, and artificial intelligence (AI) technology has promoted the application of edge computing in the field of heterogeneous Internet of Things (IoT). In order…

Networking and Internet Architecture · Computer Science 2019-01-09 Yixue Hao , Yiming Miao , Yuanwen Tian , Long Hu , M. Shamim Hossain , Ghulam Muhammad , Syed Umar Amin

Internet of Things (IoT) has accelerated the deployment of millions of sensors at the edge of the network, through Smart City infrastructure and lifestyle devices. Cloud computing platforms are often tasked with handling these large volumes…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-10 Prateeksha Varshney , Yogesh Simmhan

Edge computing is naturally suited to the applications generated by Internet of Things (IoT) nodes. The IoT applications generally take the form of directed acyclic graphs (DAGs), where vertices represent interdependent functions and edges…

Networking and Internet Architecture · Computer Science 2020-12-09 Hailiang Zhao , Shuiguang Deng , Zijie Liu , Zhengzhe Xiang , Jianwei Yin

The Internet of Things (IoT) and edge computing applications aim to support a variety of societal needs, including the global pandemic situation that the entire world is currently experiencing and responses to natural disasters. The need…

Computers and Society · Computer Science 2020-12-11 Elisa Bertino , Sujata Banerjee

The emerging edge computing paradigm promises to provide low latency and ubiquitous computation to numerous mobile and Internet of Things (IoT) devices at the network edge. How to efficiently allocate geographically distributed…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-02-16 Tarannum Nisha , Duong Tung Nguyen , Vijay K. Bhargava

By provisioning inference offloading services, edge inference drives the rapid growth of AI applications at network edge. However, how to reduce the inference latency remains a significant challenge. To address this issue, we develop a…

Networking and Internet Architecture · Computer Science 2025-10-14 Guanqiao Qu , Qian Chen , Xianhao Chen , Kaibin Huang , Yuguang Fang

In this paper, we investigate a key problem of Internet of Things (IoT) applications in practice. Our research objective is to optimize the transmission frequencies for a group of IoT edge devices under practical constraints. Our key…

Systems and Control · Electrical Eng. & Systems 2021-04-16 Hongde Wu , Noel E. O'Connor , Jennifer Bruton , Mingming Liu

Edge computing has been an efficient way to provide prompt and near-data computing services for resource-and-delay sensitive IoT applications via computation offloading. Effective computation offloading strategies need to comprehensively…

Networking and Internet Architecture · Computer Science 2021-09-24 Sheng Yue , Ju Ren , Nan Qiao , Yongmin Zhang , Hongbo Jiang , Yaoxue Zhang , Yuanyuan Yang

This paper presents the idea and the concepts behind the vision of an Ephemeral Cloud/Edge Continuum, a cloud/edge computing landscape that enables the exploitation of a widely distributed, dynamic, and context-aware set of resources. The…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-07-16 Emanuele Carlini , Patrizio Dazzi , Luca Ferrucci , Matteo Mordacchini